FileBase /isis1/Yuta/YutaData/YutaMouse20-140319/YutaMouse20-140319/YutaMouse20-140319 ElecNo 7 MinClusters 20 MaxClusters 25 MaxPossibleClusters 200 nStarts 1 RandomSeed 1 Debug 0 Verbose 1 UseFeatures 11111111111100000 DistDump 0 DistThresh 6.907755 FullStepEvery 20 ChangedThresh 0.050000 Log 1 Screen 1 MaxIter 500 StartCluFile SplitEvery 40 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 3 PriorPoint 1 SaveSorted 0 UseMaskedEStep 0 UseMaskedMStep 0 UseClusterPenalty 0 SaveCovarianceMeans 0 UseMaskedInitialConditions 0 AssignToFirstClosestMask 0 UseDistributional 0 UseDistributionalEStep 1 UseFloatMasks 0 help 0 help 0 Loaded 1108397 data points of dimension 12. Starting from 20 clusters... Entering ConstructFrom: --- Running on subset of 369465 points --- Entering CEM Assigned 20 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19760 members Mstep: Class 2 contains 19427 members Mstep: Class 3 contains 19412 members Mstep: Class 4 contains 19588 members Mstep: Class 5 contains 19423 members Mstep: Class 6 contains 19521 members Mstep: Class 7 contains 19274 members Mstep: Class 8 contains 19257 members Mstep: Class 9 contains 19440 members Mstep: Class 10 contains 19478 members Mstep: Class 11 contains 19738 members Mstep: Class 12 contains 19273 members Mstep: Class 13 contains 19333 members Mstep: Class 14 contains 19401 members Mstep: Class 15 contains 19409 members Mstep: Class 16 contains 19456 members Mstep: Class 17 contains 19488 members Mstep: Class 18 contains 19403 members Mstep: Class 19 contains 19384 members Entering Unmasked Estep ConsiderDeletion Deleting Class 3. Lose 0.718575 but Gain 583.301758 Score: -13249414.000000 Penalty: 10499.424805 Iteration 0F: 19 clusters Score -1.324941e+07 nChanged 349264 Entering Unmasked Mstep Mstep: Class 0 contains 2390 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 11547 members Mstep: Class 4 contains 20 members Mstep: Class 5 contains 109 members Mstep: Class 6 contains 515 members Mstep: Class 7 contains 6536 members Mstep: Class 8 contains 358 members Mstep: Class 9 contains 15843 members Mstep: Class 10 contains 9291 members Mstep: Class 11 contains 3136 members Mstep: Class 12 contains 80166 members Mstep: Class 13 contains 2780 members Mstep: Class 14 contains 9107 members Mstep: Class 15 contains 184259 members Mstep: Class 16 contains 2847 members Mstep: Class 17 contains 13814 members Mstep: Class 18 contains 536 members Mstep: Class 19 contains 26125 members Entering Unmasked Estep ConsiderDeletion Deleting Class 5. Lose 99.142044 but Gain 583.300781 Score: -15195410.000000 Penalty: 9916.124023 Iteration 1F: 18 clusters Score -1.519541e+07 nChanged 87259 Entering Unmasked Mstep Mstep: Class 0 contains 281 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 7439 members Mstep: Class 4 contains 66 members Mstep: Class 6 contains 2233 members Mstep: Class 7 contains 6612 members Mstep: Class 8 contains 1067 members Mstep: Class 9 contains 11773 members Mstep: Class 10 contains 5466 members Mstep: Class 11 contains 1920 members Mstep: Class 12 contains 70435 members Mstep: Class 13 contains 2861 members Mstep: Class 14 contains 3608 members Mstep: Class 15 contains 225153 members Mstep: Class 16 contains 5922 members Mstep: Class 17 contains 7351 members Mstep: Class 18 contains 1172 members Mstep: Class 19 contains 15986 members Entering Unmasked Estep ConsiderDeletion Deleting Class 4. Lose 302.768555 but Gain 583.301758 Score: -15363710.000000 Penalty: 9332.822266 Iteration 2F: 17 clusters Score -1.536371e+07 nChanged 52095 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 4501 members Mstep: Class 6 contains 2396 members Mstep: Class 7 contains 5429 members Mstep: Class 8 contains 2334 members Mstep: Class 9 contains 11940 members Mstep: Class 10 contains 4272 members Mstep: Class 11 contains 1603 members Mstep: Class 12 contains 58343 members Mstep: Class 13 contains 3913 members Mstep: Class 14 contains 2031 members Mstep: Class 15 contains 249568 members Mstep: Class 16 contains 8271 members Mstep: Class 17 contains 3417 members Mstep: Class 18 contains 2252 members Mstep: Class 19 contains 9012 members Entering Unmasked Estep ConsiderDeletion Score: -15430901.000000 Penalty: 9332.822266 Iteration 3F: 17 clusters Score -1.54309e+07 nChanged 34611 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 2883 members Mstep: Class 6 contains 2386 members Mstep: Class 7 contains 4345 members Mstep: Class 8 contains 3710 members Mstep: Class 9 contains 12479 members Mstep: Class 10 contains 4163 members Mstep: Class 11 contains 1426 members Mstep: Class 12 contains 46603 members Mstep: Class 13 contains 5125 members Mstep: Class 14 contains 1799 members Mstep: Class 15 contains 264640 members Mstep: Class 16 contains 9769 members Mstep: Class 17 contains 1776 members Mstep: Class 18 contains 2962 members Mstep: Class 19 contains 5208 members Entering Unmasked Estep ConsiderDeletion Score: -15464249.000000 Penalty: 9332.822266 Iteration 4F: 17 clusters Score -1.546425e+07 nChanged 23570 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 2120 members Mstep: Class 6 contains 2386 members Mstep: Class 7 contains 3975 members Mstep: Class 8 contains 4866 members Mstep: Class 9 contains 12782 members Mstep: Class 10 contains 4343 members Mstep: Class 11 contains 1295 members Mstep: Class 12 contains 37518 members Mstep: Class 13 contains 6316 members Mstep: Class 14 contains 1875 members Mstep: Class 15 contains 273136 members Mstep: Class 16 contains 10954 members Mstep: Class 17 contains 1599 members Mstep: Class 18 contains 2985 members Mstep: Class 19 contains 3123 members Entering Unmasked Estep ConsiderDeletion Score: -15482720.000000 Penalty: 9332.822266 Iteration 5F: 17 clusters Score -1.548272e+07 nChanged 16644 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 1701 members Mstep: Class 6 contains 2386 members Mstep: Class 7 contains 3755 members Mstep: Class 8 contains 5792 members Mstep: Class 9 contains 12862 members Mstep: Class 10 contains 4578 members Mstep: Class 11 contains 1241 members Mstep: Class 12 contains 31989 members Mstep: Class 13 contains 7444 members Mstep: Class 14 contains 1979 members Mstep: Class 15 contains 276857 members Mstep: Class 16 contains 11891 members Mstep: Class 17 contains 2076 members Mstep: Class 18 contains 2834 members Mstep: Class 19 contains 1888 members Entering Unmasked Estep ConsiderDeletion Score: -15494784.000000 Penalty: 9332.822266 Iteration 6Q: 17 clusters Score -1.549478e+07 nChanged 12083 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 1533 members Mstep: Class 6 contains 2386 members Mstep: Class 7 contains 3621 members Mstep: Class 8 contains 6478 members Mstep: Class 9 contains 12883 members Mstep: Class 10 contains 4783 members Mstep: Class 11 contains 1220 members Mstep: Class 12 contains 28871 members Mstep: Class 13 contains 8403 members Mstep: Class 14 contains 1972 members Mstep: Class 15 contains 277653 members Mstep: Class 16 contains 12711 members Mstep: Class 17 contains 2886 members Mstep: Class 18 contains 2718 members Mstep: Class 19 contains 1155 members Entering Unmasked Estep ConsiderDeletion Score: -15502459.000000 Penalty: 9332.822266 Iteration 7Q: 17 clusters Score -1.550246e+07 nChanged 9297 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 1460 members Mstep: Class 6 contains 2386 members Mstep: Class 7 contains 3480 members Mstep: Class 8 contains 6991 members Mstep: Class 9 contains 12981 members Mstep: Class 10 contains 4915 members Mstep: Class 11 contains 1246 members Mstep: Class 12 contains 26918 members Mstep: Class 13 contains 9184 members Mstep: Class 14 contains 1848 members Mstep: Class 15 contains 276992 members Mstep: Class 16 contains 13371 members Mstep: Class 17 contains 4033 members Mstep: Class 18 contains 2659 members Mstep: Class 19 contains 808 members Entering Unmasked Estep ConsiderDeletion Score: -15507366.000000 Penalty: 9332.822266 Iteration 8Q: 17 clusters Score -1.550737e+07 nChanged 7175 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 1390 members Mstep: Class 6 contains 2386 members Mstep: Class 7 contains 3328 members Mstep: Class 8 contains 7349 members Mstep: Class 9 contains 13218 members Mstep: Class 10 contains 5015 members Mstep: Class 11 contains 1276 members Mstep: Class 12 contains 25540 members Mstep: Class 13 contains 9847 members Mstep: Class 14 contains 1722 members Mstep: Class 15 contains 275767 members Mstep: Class 16 contains 13879 members Mstep: Class 17 contains 5279 members Mstep: Class 18 contains 2638 members Mstep: Class 19 contains 638 members Entering Unmasked Estep ConsiderDeletion Score: -15510350.000000 Penalty: 9332.822266 Iteration 9Q: 17 clusters Score -1.551035e+07 nChanged 5652 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 1314 members Mstep: Class 6 contains 2386 members Mstep: Class 7 contains 3135 members Mstep: Class 8 contains 7604 members Mstep: Class 9 contains 13580 members Mstep: Class 10 contains 5097 members Mstep: Class 11 contains 1303 members Mstep: Class 12 contains 24456 members Mstep: Class 13 contains 10374 members Mstep: Class 14 contains 1640 members Mstep: Class 15 contains 274576 members Mstep: Class 16 contains 14275 members Mstep: Class 17 contains 6343 members Mstep: Class 18 contains 2634 members Mstep: Class 19 contains 555 members Entering Unmasked Estep ConsiderDeletion Score: -15512058.000000 Penalty: 9332.822266 Iteration 10Q: 17 clusters Score -1.551206e+07 nChanged 4456 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 1236 members Mstep: Class 6 contains 2386 members Mstep: Class 7 contains 2934 members Mstep: Class 8 contains 7789 members Mstep: Class 9 contains 13979 members Mstep: Class 10 contains 5184 members Mstep: Class 11 contains 1330 members Mstep: Class 12 contains 23589 members Mstep: Class 13 contains 10780 members Mstep: Class 14 contains 1597 members Mstep: Class 15 contains 273554 members Mstep: Class 16 contains 14563 members Mstep: Class 17 contains 7226 members Mstep: Class 18 contains 2625 members Mstep: Class 19 contains 500 members Entering Unmasked Estep ConsiderDeletion Score: -15513279.000000 Penalty: 9332.822266 Iteration 11Q: 17 clusters Score -1.551328e+07 nChanged 3553 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 1172 members Mstep: Class 6 contains 2385 members Mstep: Class 7 contains 2740 members Mstep: Class 8 contains 7900 members Mstep: Class 9 contains 14392 members Mstep: Class 10 contains 5256 members Mstep: Class 11 contains 1354 members Mstep: Class 12 contains 22910 members Mstep: Class 13 contains 11105 members Mstep: Class 14 contains 1576 members Mstep: Class 15 contains 272726 members Mstep: Class 16 contains 14771 members Mstep: Class 17 contains 7899 members Mstep: Class 18 contains 2616 members Mstep: Class 19 contains 470 members Entering Unmasked Estep ConsiderDeletion Score: -15514196.000000 Penalty: 9332.822266 Iteration 12Q: 17 clusters Score -1.55142e+07 nChanged 3047 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 1130 members Mstep: Class 6 contains 2385 members Mstep: Class 7 contains 2556 members Mstep: Class 8 contains 7956 members Mstep: Class 9 contains 14818 members Mstep: Class 10 contains 5334 members Mstep: Class 11 contains 1381 members Mstep: Class 12 contains 22337 members Mstep: Class 13 contains 11391 members Mstep: Class 14 contains 1563 members Mstep: Class 15 contains 272003 members Mstep: Class 16 contains 14953 members Mstep: Class 17 contains 8436 members Mstep: Class 18 contains 2581 members Mstep: Class 19 contains 448 members Entering Unmasked Estep ConsiderDeletion Score: -15514910.000000 Penalty: 9332.822266 Iteration 13Q: 17 clusters Score -1.551491e+07 nChanged 2479 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 1077 members Mstep: Class 6 contains 2385 members Mstep: Class 7 contains 2386 members Mstep: Class 8 contains 7964 members Mstep: Class 9 contains 15260 members Mstep: Class 10 contains 5427 members Mstep: Class 11 contains 1401 members Mstep: Class 12 contains 21830 members Mstep: Class 13 contains 11689 members Mstep: Class 14 contains 1550 members Mstep: Class 15 contains 271472 members Mstep: Class 16 contains 15091 members Mstep: Class 17 contains 8761 members Mstep: Class 18 contains 2548 members Mstep: Class 19 contains 431 members Entering Unmasked Estep ConsiderDeletion Score: -15515457.000000 Penalty: 9332.822266 Iteration 14Q: 17 clusters Score -1.551546e+07 nChanged 2147 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 1048 members Mstep: Class 6 contains 2385 members Mstep: Class 7 contains 2255 members Mstep: Class 8 contains 7930 members Mstep: Class 9 contains 15695 members Mstep: Class 10 contains 5502 members Mstep: Class 11 contains 1425 members Mstep: Class 12 contains 21387 members Mstep: Class 13 contains 11946 members Mstep: Class 14 contains 1548 members Mstep: Class 15 contains 271051 members Mstep: Class 16 contains 15217 members Mstep: Class 17 contains 8990 members Mstep: Class 18 contains 2465 members Mstep: Class 19 contains 428 members Entering Unmasked Estep ConsiderDeletion Score: -15515979.000000 Penalty: 9332.822266 Iteration 15Q: 17 clusters Score -1.551598e+07 nChanged 1879 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 1021 members Mstep: Class 6 contains 2385 members Mstep: Class 7 contains 2149 members Mstep: Class 8 contains 7863 members Mstep: Class 9 contains 16131 members Mstep: Class 10 contains 5558 members Mstep: Class 11 contains 1441 members Mstep: Class 12 contains 20984 members Mstep: Class 13 contains 12191 members Mstep: Class 14 contains 1544 members Mstep: Class 15 contains 270736 members Mstep: Class 16 contains 15337 members Mstep: Class 17 contains 9137 members Mstep: Class 18 contains 2366 members Mstep: Class 19 contains 429 members Entering Unmasked Estep ConsiderDeletion Score: -15516331.000000 Penalty: 9332.822266 Iteration 16Q: 17 clusters Score -1.551633e+07 nChanged 1760 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 1001 members Mstep: Class 6 contains 2385 members Mstep: Class 7 contains 2053 members Mstep: Class 8 contains 7741 members Mstep: Class 9 contains 16546 members Mstep: Class 10 contains 5607 members Mstep: Class 11 contains 1456 members Mstep: Class 12 contains 20596 members Mstep: Class 13 contains 12472 members Mstep: Class 14 contains 1541 members Mstep: Class 15 contains 270431 members Mstep: Class 16 contains 15462 members Mstep: Class 17 contains 9254 members Mstep: Class 18 contains 2299 members Mstep: Class 19 contains 428 members Entering Unmasked Estep ConsiderDeletion Score: -15516727.000000 Penalty: 9332.822266 Iteration 17Q: 17 clusters Score -1.551673e+07 nChanged 1708 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 984 members Mstep: Class 6 contains 2385 members Mstep: Class 7 contains 1961 members Mstep: Class 8 contains 7591 members Mstep: Class 9 contains 16988 members Mstep: Class 10 contains 5652 members Mstep: Class 11 contains 1461 members Mstep: Class 12 contains 20211 members Mstep: Class 13 contains 12824 members Mstep: Class 14 contains 1543 members Mstep: Class 15 contains 270144 members Mstep: Class 16 contains 15571 members Mstep: Class 17 contains 9311 members Mstep: Class 18 contains 2222 members Mstep: Class 19 contains 424 members Entering Unmasked Estep ConsiderDeletion Score: -15517122.000000 Penalty: 9332.822266 Iteration 18Q: 17 clusters Score -1.551712e+07 nChanged 1642 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 966 members Mstep: Class 6 contains 2385 members Mstep: Class 7 contains 1873 members Mstep: Class 8 contains 7399 members Mstep: Class 9 contains 17391 members Mstep: Class 10 contains 5694 members Mstep: Class 11 contains 1474 members Mstep: Class 12 contains 19864 members Mstep: Class 13 contains 13184 members Mstep: Class 14 contains 1543 members Mstep: Class 15 contains 269897 members Mstep: Class 16 contains 15679 members Mstep: Class 17 contains 9345 members Mstep: Class 18 contains 2155 members Mstep: Class 19 contains 423 members Entering Unmasked Estep ConsiderDeletion Score: -15517568.000000 Penalty: 9332.822266 Iteration 19Q: 17 clusters Score -1.551757e+07 nChanged 1656 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 943 members Mstep: Class 6 contains 2385 members Mstep: Class 7 contains 1816 members Mstep: Class 8 contains 7169 members Mstep: Class 9 contains 17776 members Mstep: Class 10 contains 5726 members Mstep: Class 11 contains 1468 members Mstep: Class 12 contains 19513 members Mstep: Class 13 contains 13578 members Mstep: Class 14 contains 1543 members Mstep: Class 15 contains 269662 members Mstep: Class 16 contains 15803 members Mstep: Class 17 contains 9370 members Mstep: Class 18 contains 2095 members Mstep: Class 19 contains 425 members Entering Unmasked Estep ConsiderDeletion Score: -15519027.000000 Penalty: 9332.822266 Iteration 20F: 17 clusters Score -1.551903e+07 nChanged 2700 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 935 members Mstep: Class 6 contains 2385 members Mstep: Class 7 contains 1743 members Mstep: Class 8 contains 6881 members Mstep: Class 9 contains 18197 members Mstep: Class 10 contains 5753 members Mstep: Class 11 contains 1454 members Mstep: Class 12 contains 19163 members Mstep: Class 13 contains 14030 members Mstep: Class 14 contains 1441 members Mstep: Class 15 contains 268486 members Mstep: Class 16 contains 15919 members Mstep: Class 17 contains 10408 members Mstep: Class 18 contains 2045 members Mstep: Class 19 contains 433 members Entering Unmasked Estep ConsiderDeletion Score: -15520341.000000 Penalty: 9332.822266 Iteration 21Q: 17 clusters Score -1.552034e+07 nChanged 2601 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 934 members Mstep: Class 6 contains 2385 members Mstep: Class 7 contains 1669 members Mstep: Class 8 contains 6544 members Mstep: Class 9 contains 18613 members Mstep: Class 10 contains 5775 members Mstep: Class 11 contains 1450 members Mstep: Class 12 contains 18807 members Mstep: Class 13 contains 14527 members Mstep: Class 14 contains 1388 members Mstep: Class 15 contains 267486 members Mstep: Class 16 contains 16028 members Mstep: Class 17 contains 11232 members Mstep: Class 18 contains 1996 members Mstep: Class 19 contains 439 members Entering Unmasked Estep ConsiderDeletion Score: -15521202.000000 Penalty: 9332.822266 Iteration 22Q: 17 clusters Score -1.55212e+07 nChanged 2473 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 934 members Mstep: Class 6 contains 2385 members Mstep: Class 7 contains 1620 members Mstep: Class 8 contains 6182 members Mstep: Class 9 contains 18991 members Mstep: Class 10 contains 5793 members Mstep: Class 11 contains 1446 members Mstep: Class 12 contains 18472 members Mstep: Class 13 contains 15092 members Mstep: Class 14 contains 1360 members Mstep: Class 15 contains 266537 members Mstep: Class 16 contains 16138 members Mstep: Class 17 contains 11944 members Mstep: Class 18 contains 1941 members Mstep: Class 19 contains 438 members Entering Unmasked Estep ConsiderDeletion Score: -15521858.000000 Penalty: 9332.822266 Iteration 23Q: 17 clusters Score -1.552186e+07 nChanged 2336 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 933 members Mstep: Class 6 contains 2385 members Mstep: Class 7 contains 1579 members Mstep: Class 8 contains 5833 members Mstep: Class 9 contains 19333 members Mstep: Class 10 contains 5795 members Mstep: Class 11 contains 1422 members Mstep: Class 12 contains 18177 members Mstep: Class 13 contains 15693 members Mstep: Class 14 contains 1346 members Mstep: Class 15 contains 265666 members Mstep: Class 16 contains 16233 members Mstep: Class 17 contains 12546 members Mstep: Class 18 contains 1899 members Mstep: Class 19 contains 433 members Entering Unmasked Estep ConsiderDeletion Score: -15522623.000000 Penalty: 9332.822266 Iteration 24Q: 17 clusters Score -1.552262e+07 nChanged 2277 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 930 members Mstep: Class 6 contains 2385 members Mstep: Class 7 contains 1539 members Mstep: Class 8 contains 5491 members Mstep: Class 9 contains 19664 members Mstep: Class 10 contains 5795 members Mstep: Class 11 contains 1399 members Mstep: Class 12 contains 17879 members Mstep: Class 13 contains 16316 members Mstep: Class 14 contains 1339 members Mstep: Class 15 contains 264880 members Mstep: Class 16 contains 16318 members Mstep: Class 17 contains 13053 members Mstep: Class 18 contains 1859 members Mstep: Class 19 contains 426 members Entering Unmasked Estep ConsiderDeletion Score: -15523363.000000 Penalty: 9332.822266 Iteration 25Q: 17 clusters Score -1.552336e+07 nChanged 2159 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 926 members Mstep: Class 6 contains 2385 members Mstep: Class 7 contains 1509 members Mstep: Class 8 contains 5245 members Mstep: Class 9 contains 19990 members Mstep: Class 10 contains 5788 members Mstep: Class 11 contains 1378 members Mstep: Class 12 contains 17577 members Mstep: Class 13 contains 16896 members Mstep: Class 14 contains 1333 members Mstep: Class 15 contains 264093 members Mstep: Class 16 contains 16420 members Mstep: Class 17 contains 13489 members Mstep: Class 18 contains 1820 members Mstep: Class 19 contains 424 members Entering Unmasked Estep ConsiderDeletion Score: -15523843.000000 Penalty: 9332.822266 Iteration 26Q: 17 clusters Score -1.552384e+07 nChanged 1959 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 924 members Mstep: Class 6 contains 2385 members Mstep: Class 7 contains 1485 members Mstep: Class 8 contains 5065 members Mstep: Class 9 contains 20288 members Mstep: Class 10 contains 5788 members Mstep: Class 11 contains 1364 members Mstep: Class 12 contains 17289 members Mstep: Class 13 contains 17393 members Mstep: Class 14 contains 1327 members Mstep: Class 15 contains 263449 members Mstep: Class 16 contains 16492 members Mstep: Class 17 contains 13827 members Mstep: Class 18 contains 1769 members Mstep: Class 19 contains 428 members Entering Unmasked Estep ConsiderDeletion Score: -15524397.000000 Penalty: 9332.822266 Iteration 27Q: 17 clusters Score -1.55244e+07 nChanged 1822 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 914 members Mstep: Class 6 contains 2385 members Mstep: Class 7 contains 1464 members Mstep: Class 8 contains 4976 members Mstep: Class 9 contains 20573 members Mstep: Class 10 contains 5791 members Mstep: Class 11 contains 1338 members Mstep: Class 12 contains 17008 members Mstep: Class 13 contains 17760 members Mstep: Class 14 contains 1317 members Mstep: Class 15 contains 262933 members Mstep: Class 16 contains 16566 members Mstep: Class 17 contains 14093 members Mstep: Class 18 contains 1723 members Mstep: Class 19 contains 432 members Entering Unmasked Estep ConsiderDeletion Score: -15524793.000000 Penalty: 9332.822266 Iteration 28Q: 17 clusters Score -1.552479e+07 nChanged 1699 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 911 members Mstep: Class 6 contains 2385 members Mstep: Class 7 contains 1456 members Mstep: Class 8 contains 4927 members Mstep: Class 9 contains 20831 members Mstep: Class 10 contains 5780 members Mstep: Class 11 contains 1323 members Mstep: Class 12 contains 16739 members Mstep: Class 13 contains 18001 members Mstep: Class 14 contains 1306 members Mstep: Class 15 contains 262491 members Mstep: Class 16 contains 16691 members Mstep: Class 17 contains 14322 members Mstep: Class 18 contains 1673 members Mstep: Class 19 contains 437 members Entering Unmasked Estep ConsiderDeletion Score: -15525109.000000 Penalty: 9332.822266 Iteration 29Q: 17 clusters Score -1.552511e+07 nChanged 1516 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 906 members Mstep: Class 6 contains 2385 members Mstep: Class 7 contains 1444 members Mstep: Class 8 contains 4903 members Mstep: Class 9 contains 21080 members Mstep: Class 10 contains 5762 members Mstep: Class 11 contains 1310 members Mstep: Class 12 contains 16492 members Mstep: Class 13 contains 18150 members Mstep: Class 14 contains 1297 members Mstep: Class 15 contains 262123 members Mstep: Class 16 contains 16828 members Mstep: Class 17 contains 14521 members Mstep: Class 18 contains 1629 members Mstep: Class 19 contains 443 members Entering Unmasked Estep ConsiderDeletion Score: -15525375.000000 Penalty: 9332.822266 Iteration 30Q: 17 clusters Score -1.552538e+07 nChanged 1423 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 901 members Mstep: Class 6 contains 2385 members Mstep: Class 7 contains 1429 members Mstep: Class 8 contains 4876 members Mstep: Class 9 contains 21294 members Mstep: Class 10 contains 5734 members Mstep: Class 11 contains 1301 members Mstep: Class 12 contains 16268 members Mstep: Class 13 contains 18241 members Mstep: Class 14 contains 1291 members Mstep: Class 15 contains 261848 members Mstep: Class 16 contains 16960 members Mstep: Class 17 contains 14717 members Mstep: Class 18 contains 1582 members Mstep: Class 19 contains 446 members Entering Unmasked Estep ConsiderDeletion Score: -15525550.000000 Penalty: 9332.822266 Iteration 31Q: 17 clusters Score -1.552555e+07 nChanged 1304 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 892 members Mstep: Class 6 contains 2385 members Mstep: Class 7 contains 1431 members Mstep: Class 8 contains 4867 members Mstep: Class 9 contains 21498 members Mstep: Class 10 contains 5712 members Mstep: Class 11 contains 1301 members Mstep: Class 12 contains 16044 members Mstep: Class 13 contains 18272 members Mstep: Class 14 contains 1285 members Mstep: Class 15 contains 261638 members Mstep: Class 16 contains 17084 members Mstep: Class 17 contains 14883 members Mstep: Class 18 contains 1536 members Mstep: Class 19 contains 446 members Entering Unmasked Estep ConsiderDeletion Score: -15525691.000000 Penalty: 9332.822266 Iteration 32Q: 17 clusters Score -1.552569e+07 nChanged 1174 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 886 members Mstep: Class 6 contains 2385 members Mstep: Class 7 contains 1423 members Mstep: Class 8 contains 4864 members Mstep: Class 9 contains 21696 members Mstep: Class 10 contains 5695 members Mstep: Class 11 contains 1300 members Mstep: Class 12 contains 15801 members Mstep: Class 13 contains 18280 members Mstep: Class 14 contains 1281 members Mstep: Class 15 contains 261495 members Mstep: Class 16 contains 17191 members Mstep: Class 17 contains 15035 members Mstep: Class 18 contains 1492 members Mstep: Class 19 contains 450 members Entering Unmasked Estep ConsiderDeletion Score: -15525831.000000 Penalty: 9332.822266 Iteration 33Q: 17 clusters Score -1.552583e+07 nChanged 1072 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 886 members Mstep: Class 6 contains 2385 members Mstep: Class 7 contains 1410 members Mstep: Class 8 contains 4860 members Mstep: Class 9 contains 21907 members Mstep: Class 10 contains 5675 members Mstep: Class 11 contains 1293 members Mstep: Class 12 contains 15586 members Mstep: Class 13 contains 18260 members Mstep: Class 14 contains 1279 members Mstep: Class 15 contains 261373 members Mstep: Class 16 contains 17294 members Mstep: Class 17 contains 15168 members Mstep: Class 18 contains 1446 members Mstep: Class 19 contains 452 members Entering Unmasked Estep ConsiderDeletion Score: -15525923.000000 Penalty: 9332.822266 Iteration 34Q: 17 clusters Score -1.552592e+07 nChanged 1002 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 885 members Mstep: Class 6 contains 2385 members Mstep: Class 7 contains 1407 members Mstep: Class 8 contains 4839 members Mstep: Class 9 contains 22107 members Mstep: Class 10 contains 5665 members Mstep: Class 11 contains 1289 members Mstep: Class 12 contains 15374 members Mstep: Class 13 contains 18199 members Mstep: Class 14 contains 1277 members Mstep: Class 15 contains 261291 members Mstep: Class 16 contains 17399 members Mstep: Class 17 contains 15302 members Mstep: Class 18 contains 1402 members Mstep: Class 19 contains 453 members Entering Unmasked Estep ConsiderDeletion Score: -15526068.000000 Penalty: 9332.822266 Iteration 35Q: 17 clusters Score -1.552607e+07 nChanged 948 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 885 members Mstep: Class 6 contains 2385 members Mstep: Class 7 contains 1405 members Mstep: Class 8 contains 4825 members Mstep: Class 9 contains 22317 members Mstep: Class 10 contains 5652 members Mstep: Class 11 contains 1279 members Mstep: Class 12 contains 15173 members Mstep: Class 13 contains 18091 members Mstep: Class 14 contains 1272 members Mstep: Class 15 contains 261249 members Mstep: Class 16 contains 17499 members Mstep: Class 17 contains 15421 members Mstep: Class 18 contains 1367 members Mstep: Class 19 contains 454 members Entering Unmasked Estep ConsiderDeletion Score: -15526202.000000 Penalty: 9332.822266 Iteration 36Q: 17 clusters Score -1.55262e+07 nChanged 875 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 886 members Mstep: Class 6 contains 2385 members Mstep: Class 7 contains 1400 members Mstep: Class 8 contains 4825 members Mstep: Class 9 contains 22522 members Mstep: Class 10 contains 5648 members Mstep: Class 11 contains 1273 members Mstep: Class 12 contains 14997 members Mstep: Class 13 contains 17948 members Mstep: Class 14 contains 1264 members Mstep: Class 15 contains 261240 members Mstep: Class 16 contains 17597 members Mstep: Class 17 contains 15519 members Mstep: Class 18 contains 1311 members Mstep: Class 19 contains 459 members Entering Unmasked Estep ConsiderDeletion Score: -15526300.000000 Penalty: 9332.822266 Iteration 37Q: 17 clusters Score -1.55263e+07 nChanged 839 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 885 members Mstep: Class 6 contains 2385 members Mstep: Class 7 contains 1402 members Mstep: Class 8 contains 4823 members Mstep: Class 9 contains 22701 members Mstep: Class 10 contains 5644 members Mstep: Class 11 contains 1260 members Mstep: Class 12 contains 14834 members Mstep: Class 13 contains 17805 members Mstep: Class 14 contains 1257 members Mstep: Class 15 contains 261209 members Mstep: Class 16 contains 17718 members Mstep: Class 17 contains 15612 members Mstep: Class 18 contains 1274 members Mstep: Class 19 contains 465 members Entering Unmasked Estep ConsiderDeletion Score: -15526386.000000 Penalty: 9332.822266 Iteration 38Q: 17 clusters Score -1.552639e+07 nChanged 741 Entering ConstructFrom: Score: -15526386.000000 Penalty: 9332.822266 Entering ConstructFrom: Trying to split cluster 1 (181 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Entering Unmasked Estep Score: -7547.692871 Penalty: 236.531601 Iteration 0F: 2 clusters Score -7547.693 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -7267.643066 Penalty: 473.063202 Iteration 0F: 3 clusters Score -7267.643 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -7324.628906 Penalty: 473.063202 Iteration 1F: 3 clusters Score -7324.629 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -7342.497070 Penalty: 473.063202 Iteration 2F: 3 clusters Score -7342.497 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -7352.423340 Penalty: 473.063202 Iteration 3Q: 3 clusters Score -7352.423 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -7356.619141 Penalty: 473.063202 Iteration 4Q: 3 clusters Score -7356.619 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -7356.619141 Penalty: 473.063202 Iteration 5F: 3 clusters Score -7356.619 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (887 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Entering Unmasked Estep Score: -44405.042969 Penalty: 308.846954 Iteration 0F: 2 clusters Score -44405.04 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 443 members Entering Unmasked Estep Score: -43663.585938 Penalty: 617.693909 Iteration 0F: 3 clusters Score -43663.59 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -43849.179688 Penalty: 617.693909 Iteration 1F: 3 clusters Score -43849.18 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -43895.429688 Penalty: 617.693909 Iteration 2F: 3 clusters Score -43895.43 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -43913.695312 Penalty: 617.693909 Iteration 3Q: 3 clusters Score -43913.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -43930.593750 Penalty: 617.693909 Iteration 4Q: 3 clusters Score -43930.59 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -43941.078125 Penalty: 617.693909 Iteration 5Q: 3 clusters Score -43941.08 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -43950.671875 Penalty: 617.693909 Iteration 6Q: 3 clusters Score -43950.67 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -43964.500000 Penalty: 617.693909 Iteration 7Q: 3 clusters Score -43964.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -43980.945312 Penalty: 617.693909 Iteration 8Q: 3 clusters Score -43980.95 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -43997.664062 Penalty: 617.693909 Iteration 9Q: 3 clusters Score -43997.66 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -44015.390625 Penalty: 617.693909 Iteration 10Q: 3 clusters Score -44015.39 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -44027.867188 Penalty: 617.693909 Iteration 11Q: 3 clusters Score -44027.87 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -44036.808594 Penalty: 617.693909 Iteration 12Q: 3 clusters Score -44036.81 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -44043.687500 Penalty: 617.693909 Iteration 13Q: 3 clusters Score -44043.69 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -44046.503906 Penalty: 617.693909 Iteration 14Q: 3 clusters Score -44046.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -44050.953125 Penalty: 617.693909 Iteration 15Q: 3 clusters Score -44050.95 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -44053.359375 Penalty: 617.693909 Iteration 16Q: 3 clusters Score -44053.36 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -44057.359375 Penalty: 617.693909 Iteration 17Q: 3 clusters Score -44057.36 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -44063.953125 Penalty: 617.693909 Iteration 18Q: 3 clusters Score -44063.95 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -44069.886719 Penalty: 617.693909 Iteration 19Q: 3 clusters Score -44069.89 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -44075.109375 Penalty: 617.693909 Iteration 20F: 3 clusters Score -44075.11 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -44079.304688 Penalty: 617.693909 Iteration 21Q: 3 clusters Score -44079.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -44088.195312 Penalty: 617.693909 Iteration 22Q: 3 clusters Score -44088.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -44093.945312 Penalty: 617.693909 Iteration 23Q: 3 clusters Score -44093.95 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -44096.503906 Penalty: 617.693909 Iteration 24Q: 3 clusters Score -44096.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -44098.785156 Penalty: 617.693909 Iteration 25Q: 3 clusters Score -44098.79 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -44100.933594 Penalty: 617.693909 Iteration 26Q: 3 clusters Score -44100.93 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -44101.156250 Penalty: 617.693909 Iteration 27Q: 3 clusters Score -44101.16 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -44102.359375 Penalty: 617.693909 Iteration 28Q: 3 clusters Score -44102.36 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -44103.238281 Penalty: 617.693909 Iteration 29Q: 3 clusters Score -44103.24 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -44104.820312 Penalty: 617.693909 Iteration 30Q: 3 clusters Score -44104.82 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -44105.238281 Penalty: 617.693909 Iteration 31Q: 3 clusters Score -44105.24 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -44105.761719 Penalty: 617.693909 Iteration 32Q: 3 clusters Score -44105.76 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -44105.761719 Penalty: 617.693909 Iteration 33F: 3 clusters Score -44105.76 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (2385 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2385 members Entering Unmasked Estep Score: -80938.890625 Penalty: 353.851410 Iteration 0F: 2 clusters Score -80938.89 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 1210 members Entering Unmasked Estep Score: -79290.179688 Penalty: 707.702820 Iteration 0F: 3 clusters Score -79290.18 nChanged 1063 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -80380.023438 Penalty: 707.702820 Iteration 1F: 3 clusters Score -80380.02 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -80964.531250 Penalty: 707.702820 Iteration 2F: 3 clusters Score -80964.53 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1249 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -81665.968750 Penalty: 707.702820 Iteration 3F: 3 clusters Score -81665.97 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1242 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -82628.359375 Penalty: 707.702820 Iteration 4F: 3 clusters Score -82628.36 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -83220.132812 Penalty: 707.702820 Iteration 5F: 3 clusters Score -83220.13 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 1391 members Entering Unmasked Estep Score: -83900.195312 Penalty: 707.702820 Iteration 6F: 3 clusters Score -83900.2 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 1448 members Entering Unmasked Estep Score: -85669.328125 Penalty: 707.702820 Iteration 7Q: 3 clusters Score -85669.33 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 1449 members Entering Unmasked Estep Score: -85670.390625 Penalty: 707.702820 Iteration 8Q: 3 clusters Score -85670.39 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 1449 members Entering Unmasked Estep Score: -85670.390625 Penalty: 707.702820 Iteration 9F: 3 clusters Score -85670.39 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 887 members Mstep: Class 3 contains 1449 members Mstep: Class 6 contains 936 members Mstep: Class 7 contains 1405 members Mstep: Class 8 contains 4808 members Mstep: Class 9 contains 22854 members Mstep: Class 10 contains 5635 members Mstep: Class 11 contains 1248 members Mstep: Class 12 contains 14684 members Mstep: Class 13 contains 17666 members Mstep: Class 14 contains 1255 members Mstep: Class 15 contains 261191 members Mstep: Class 16 contains 17845 members Mstep: Class 17 contains 15689 members Mstep: Class 18 contains 1254 members Mstep: Class 19 contains 468 members Entering Unmasked Estep Score: -15530931.000000 Penalty: 9916.124023 Splitting cluster 6 changes total score from -15526386.000000 to -15530931.000000 So it's getting split into cluster 3. Entering ConstructFrom: Trying to split cluster 7 (1405 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1405 members Entering Unmasked Estep Score: -55503.558594 Penalty: 329.774567 Iteration 0F: 2 clusters Score -55503.56 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -54441.550781 Penalty: 659.549133 Iteration 0F: 3 clusters Score -54441.55 nChanged 604 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -54879.273438 Penalty: 659.549133 Iteration 1F: 3 clusters Score -54879.27 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -55159.218750 Penalty: 659.549133 Iteration 2F: 3 clusters Score -55159.22 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -55386.273438 Penalty: 659.549133 Iteration 3F: 3 clusters Score -55386.27 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -55508.253906 Penalty: 659.549133 Iteration 4F: 3 clusters Score -55508.25 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -55599.382812 Penalty: 659.549133 Iteration 5F: 3 clusters Score -55599.38 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -55629.882812 Penalty: 659.549133 Iteration 6Q: 3 clusters Score -55629.88 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -55646.015625 Penalty: 659.549133 Iteration 7Q: 3 clusters Score -55646.02 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -55659.964844 Penalty: 659.549133 Iteration 8Q: 3 clusters Score -55659.96 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -55667.046875 Penalty: 659.549133 Iteration 9Q: 3 clusters Score -55667.05 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -55670.347656 Penalty: 659.549133 Iteration 10Q: 3 clusters Score -55670.35 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -55674.828125 Penalty: 659.549133 Iteration 11Q: 3 clusters Score -55674.83 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -55677.718750 Penalty: 659.549133 Iteration 12Q: 3 clusters Score -55677.72 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -55679.734375 Penalty: 659.549133 Iteration 13Q: 3 clusters Score -55679.73 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -55680.269531 Penalty: 659.549133 Iteration 14Q: 3 clusters Score -55680.27 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -55680.578125 Penalty: 659.549133 Iteration 15Q: 3 clusters Score -55680.58 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -55680.808594 Penalty: 659.549133 Iteration 16Q: 3 clusters Score -55680.81 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -55680.929688 Penalty: 659.549133 Iteration 17Q: 3 clusters Score -55680.93 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -55680.929688 Penalty: 659.549133 Iteration 18F: 3 clusters Score -55680.93 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 887 members Mstep: Class 3 contains 1449 members Mstep: Class 4 contains 347 members Mstep: Class 6 contains 936 members Mstep: Class 7 contains 1058 members Mstep: Class 8 contains 4808 members Mstep: Class 9 contains 22854 members Mstep: Class 10 contains 5635 members Mstep: Class 11 contains 1248 members Mstep: Class 12 contains 14684 members Mstep: Class 13 contains 17666 members Mstep: Class 14 contains 1255 members Mstep: Class 15 contains 261191 members Mstep: Class 16 contains 17845 members Mstep: Class 17 contains 15689 members Mstep: Class 18 contains 1254 members Mstep: Class 19 contains 468 members Entering Unmasked Estep Score: -15530857.000000 Penalty: 10499.424805 Splitting cluster 7 changes total score from -15526386.000000 to -15530857.000000 So it's getting split into cluster 4. Entering ConstructFrom: Trying to split cluster 8 (4808 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4808 members Entering Unmasked Estep Score: -190815.234375 Penalty: 385.750671 Iteration 0F: 2 clusters Score -190815.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2379 members Mstep: Class 2 contains 2429 members Entering Unmasked Estep Score: -187577.046875 Penalty: 771.501343 Iteration 0F: 3 clusters Score -187577 nChanged 2166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2259 members Mstep: Class 2 contains 2549 members Entering Unmasked Estep Score: -188845.390625 Penalty: 771.501343 Iteration 1F: 3 clusters Score -188845.4 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2337 members Mstep: Class 2 contains 2471 members Entering Unmasked Estep Score: -189203.296875 Penalty: 771.501343 Iteration 2F: 3 clusters Score -189203.3 nChanged 469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2546 members Mstep: Class 2 contains 2262 members Entering Unmasked Estep Score: -189674.375000 Penalty: 771.501343 Iteration 3F: 3 clusters Score -189674.4 nChanged 554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2864 members Mstep: Class 2 contains 1944 members Entering Unmasked Estep Score: -190292.546875 Penalty: 771.501343 Iteration 4F: 3 clusters Score -190292.5 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3154 members Mstep: Class 2 contains 1654 members Entering Unmasked Estep Score: -190762.859375 Penalty: 771.501343 Iteration 5F: 3 clusters Score -190762.9 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3328 members Mstep: Class 2 contains 1480 members Entering Unmasked Estep Score: -190986.578125 Penalty: 771.501343 Iteration 6F: 3 clusters Score -190986.6 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3411 members Mstep: Class 2 contains 1397 members Entering Unmasked Estep Score: -191092.656250 Penalty: 771.501343 Iteration 7Q: 3 clusters Score -191092.7 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3462 members Mstep: Class 2 contains 1346 members Entering Unmasked Estep Score: -191149.046875 Penalty: 771.501343 Iteration 8Q: 3 clusters Score -191149 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3489 members Mstep: Class 2 contains 1319 members Entering Unmasked Estep Score: -191174.687500 Penalty: 771.501343 Iteration 9Q: 3 clusters Score -191174.7 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3499 members Mstep: Class 2 contains 1309 members Entering Unmasked Estep Score: -191189.437500 Penalty: 771.501343 Iteration 10Q: 3 clusters Score -191189.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3510 members Mstep: Class 2 contains 1298 members Entering Unmasked Estep Score: -191195.718750 Penalty: 771.501343 Iteration 11Q: 3 clusters Score -191195.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3515 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -191197.406250 Penalty: 771.501343 Iteration 12Q: 3 clusters Score -191197.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3517 members Mstep: Class 2 contains 1291 members Entering Unmasked Estep Score: -191198.140625 Penalty: 771.501343 Iteration 13Q: 3 clusters Score -191198.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3519 members Mstep: Class 2 contains 1289 members Entering Unmasked Estep Score: -191198.515625 Penalty: 771.501343 Iteration 14Q: 3 clusters Score -191198.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3519 members Mstep: Class 2 contains 1289 members Entering Unmasked Estep Score: -191198.515625 Penalty: 771.501343 Iteration 15F: 3 clusters Score -191198.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 887 members Mstep: Class 3 contains 1449 members Mstep: Class 4 contains 347 members Mstep: Class 5 contains 1289 members Mstep: Class 6 contains 936 members Mstep: Class 7 contains 1058 members Mstep: Class 8 contains 3519 members Mstep: Class 9 contains 22854 members Mstep: Class 10 contains 5635 members Mstep: Class 11 contains 1248 members Mstep: Class 12 contains 14684 members Mstep: Class 13 contains 17666 members Mstep: Class 14 contains 1255 members Mstep: Class 15 contains 261191 members Mstep: Class 16 contains 17845 members Mstep: Class 17 contains 15689 members Mstep: Class 18 contains 1254 members Mstep: Class 19 contains 468 members Entering Unmasked Estep Score: -15531068.000000 Penalty: 11082.726562 Splitting cluster 8 changes total score from -15526386.000000 to -15531068.000000 So it's getting split into cluster 5. Entering ConstructFrom: Trying to split cluster 9 (22854 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22854 members Entering Unmasked Estep Score: -995065.750000 Penalty: 456.678101 Iteration 0F: 2 clusters Score -995065.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11314 members Mstep: Class 2 contains 11540 members Entering Unmasked Estep Score: -979827.500000 Penalty: 913.356201 Iteration 0F: 3 clusters Score -979827.5 nChanged 10901 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9805 members Mstep: Class 2 contains 13049 members Entering Unmasked Estep Score: -986094.062500 Penalty: 913.356201 Iteration 1F: 3 clusters Score -986094.1 nChanged 1216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8775 members Mstep: Class 2 contains 14079 members Entering Unmasked Estep Score: -986681.500000 Penalty: 913.356201 Iteration 2F: 3 clusters Score -986681.5 nChanged 1632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7209 members Mstep: Class 2 contains 15645 members Entering Unmasked Estep Score: -987758.187500 Penalty: 913.356201 Iteration 3F: 3 clusters Score -987758.2 nChanged 2001 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5226 members Mstep: Class 2 contains 17628 members Entering Unmasked Estep Score: -989439.312500 Penalty: 913.356201 Iteration 4F: 3 clusters Score -989439.3 nChanged 2085 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3145 members Mstep: Class 2 contains 19709 members Entering Unmasked Estep Score: -991475.750000 Penalty: 913.356201 Iteration 5F: 3 clusters Score -991475.8 nChanged 1648 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1497 members Mstep: Class 2 contains 21357 members Entering Unmasked Estep Score: -993167.437500 Penalty: 913.356201 Iteration 6F: 3 clusters Score -993167.4 nChanged 933 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 22290 members Entering Unmasked Estep Score: -994120.375000 Penalty: 913.356201 Iteration 7Q: 3 clusters Score -994120.4 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 22648 members Entering Unmasked Estep Score: -994465.625000 Penalty: 913.356201 Iteration 8Q: 3 clusters Score -994465.6 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 22767 members Entering Unmasked Estep Score: -994598.375000 Penalty: 913.356201 Iteration 9Q: 3 clusters Score -994598.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59 members Mstep: Class 2 contains 22795 members Entering Unmasked Estep Score: -994644.812500 Penalty: 913.356201 Iteration 10Q: 3 clusters Score -994644.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51 members Mstep: Class 2 contains 22803 members Entering Unmasked Estep Score: -994661.437500 Penalty: 913.356201 Iteration 11Q: 3 clusters Score -994661.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51 members Mstep: Class 2 contains 22803 members Entering Unmasked Estep Score: -994662.562500 Penalty: 913.356201 Iteration 12Q: 3 clusters Score -994662.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51 members Mstep: Class 2 contains 22803 members Entering Unmasked Estep Score: -994662.562500 Penalty: 913.356201 Iteration 13F: 3 clusters Score -994662.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (5635 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5635 members Entering Unmasked Estep Score: -262594.250000 Penalty: 392.972229 Iteration 0F: 2 clusters Score -262594.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2859 members Mstep: Class 2 contains 2776 members Entering Unmasked Estep Score: -258759.828125 Penalty: 785.944458 Iteration 0F: 3 clusters Score -258759.8 nChanged 2532 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3179 members Mstep: Class 2 contains 2456 members Entering Unmasked Estep Score: -260233.125000 Penalty: 785.944458 Iteration 1F: 3 clusters Score -260233.1 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3386 members Mstep: Class 2 contains 2249 members Entering Unmasked Estep Score: -260481.437500 Penalty: 785.944458 Iteration 2F: 3 clusters Score -260481.4 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3615 members Mstep: Class 2 contains 2020 members Entering Unmasked Estep Score: -260781.734375 Penalty: 785.944458 Iteration 3F: 3 clusters Score -260781.7 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3856 members Mstep: Class 2 contains 1779 members Entering Unmasked Estep Score: -261139.546875 Penalty: 785.944458 Iteration 4F: 3 clusters Score -261139.5 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4046 members Mstep: Class 2 contains 1589 members Entering Unmasked Estep Score: -261456.906250 Penalty: 785.944458 Iteration 5F: 3 clusters Score -261456.9 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4202 members Mstep: Class 2 contains 1433 members Entering Unmasked Estep Score: -261663.406250 Penalty: 785.944458 Iteration 6F: 3 clusters Score -261663.4 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4312 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -261763.390625 Penalty: 785.944458 Iteration 7Q: 3 clusters Score -261763.4 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4428 members Mstep: Class 2 contains 1207 members Entering Unmasked Estep Score: -261838.703125 Penalty: 785.944458 Iteration 8Q: 3 clusters Score -261838.7 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4535 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -261913.937500 Penalty: 785.944458 Iteration 9Q: 3 clusters Score -261913.9 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4634 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -261975.125000 Penalty: 785.944458 Iteration 10Q: 3 clusters Score -261975.1 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4725 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -262033.187500 Penalty: 785.944458 Iteration 11Q: 3 clusters Score -262033.2 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4806 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -262083.265625 Penalty: 785.944458 Iteration 12Q: 3 clusters Score -262083.3 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4875 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -262125.375000 Penalty: 785.944458 Iteration 13Q: 3 clusters Score -262125.4 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4945 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -262175.406250 Penalty: 785.944458 Iteration 14Q: 3 clusters Score -262175.4 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5009 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -262220.093750 Penalty: 785.944458 Iteration 15Q: 3 clusters Score -262220.1 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5054 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -262247.500000 Penalty: 785.944458 Iteration 16Q: 3 clusters Score -262247.5 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5091 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -262263.750000 Penalty: 785.944458 Iteration 17Q: 3 clusters Score -262263.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5115 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -262275.125000 Penalty: 785.944458 Iteration 18Q: 3 clusters Score -262275.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5141 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -262286.156250 Penalty: 785.944458 Iteration 19Q: 3 clusters Score -262286.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5165 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -262297.468750 Penalty: 785.944458 Iteration 20F: 3 clusters Score -262297.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5187 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -262308.125000 Penalty: 785.944458 Iteration 21Q: 3 clusters Score -262308.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5210 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -262315.812500 Penalty: 785.944458 Iteration 22Q: 3 clusters Score -262315.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5228 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -262322.000000 Penalty: 785.944458 Iteration 23Q: 3 clusters Score -262322 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5245 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -262328.062500 Penalty: 785.944458 Iteration 24Q: 3 clusters Score -262328.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5253 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -262331.531250 Penalty: 785.944458 Iteration 25Q: 3 clusters Score -262331.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5259 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -262333.781250 Penalty: 785.944458 Iteration 26Q: 3 clusters Score -262333.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5264 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -262335.218750 Penalty: 785.944458 Iteration 27Q: 3 clusters Score -262335.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5270 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -262337.781250 Penalty: 785.944458 Iteration 28Q: 3 clusters Score -262337.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5275 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -262338.125000 Penalty: 785.944458 Iteration 29Q: 3 clusters Score -262338.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5275 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -262338.125000 Penalty: 785.944458 Iteration 30F: 3 clusters Score -262338.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (1248 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1248 members Entering Unmasked Estep Score: -54800.097656 Penalty: 324.383057 Iteration 0F: 2 clusters Score -54800.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -53853.039062 Penalty: 648.766113 Iteration 0F: 3 clusters Score -53853.04 nChanged 489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -54135.648438 Penalty: 648.766113 Iteration 1F: 3 clusters Score -54135.65 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -54184.792969 Penalty: 648.766113 Iteration 2F: 3 clusters Score -54184.79 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -54230.625000 Penalty: 648.766113 Iteration 3F: 3 clusters Score -54230.62 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -54261.246094 Penalty: 648.766113 Iteration 4Q: 3 clusters Score -54261.25 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -54288.394531 Penalty: 648.766113 Iteration 5Q: 3 clusters Score -54288.39 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -54313.503906 Penalty: 648.766113 Iteration 6Q: 3 clusters Score -54313.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -54336.136719 Penalty: 648.766113 Iteration 7Q: 3 clusters Score -54336.14 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -54361.035156 Penalty: 648.766113 Iteration 8Q: 3 clusters Score -54361.04 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -54379.593750 Penalty: 648.766113 Iteration 9Q: 3 clusters Score -54379.59 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -54394.437500 Penalty: 648.766113 Iteration 10Q: 3 clusters Score -54394.44 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -54407.125000 Penalty: 648.766113 Iteration 11Q: 3 clusters Score -54407.12 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -54418.253906 Penalty: 648.766113 Iteration 12Q: 3 clusters Score -54418.25 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -54432.734375 Penalty: 648.766113 Iteration 13Q: 3 clusters Score -54432.73 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 1065 members Entering Unmasked Estep Score: -54450.050781 Penalty: 648.766113 Iteration 14Q: 3 clusters Score -54450.05 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -54467.066406 Penalty: 648.766113 Iteration 15Q: 3 clusters Score -54467.07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 1107 members Entering Unmasked Estep Score: -54481.132812 Penalty: 648.766113 Iteration 16Q: 3 clusters Score -54481.13 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -54489.777344 Penalty: 648.766113 Iteration 17Q: 3 clusters Score -54489.78 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -54499.136719 Penalty: 648.766113 Iteration 18Q: 3 clusters Score -54499.14 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -54505.554688 Penalty: 648.766113 Iteration 19Q: 3 clusters Score -54505.55 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -54509.187500 Penalty: 648.766113 Iteration 20F: 3 clusters Score -54509.19 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -54510.437500 Penalty: 648.766113 Iteration 21Q: 3 clusters Score -54510.44 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -54515.945312 Penalty: 648.766113 Iteration 22Q: 3 clusters Score -54515.95 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 1156 members Entering Unmasked Estep Score: -54519.066406 Penalty: 648.766113 Iteration 23Q: 3 clusters Score -54519.07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 1158 members Entering Unmasked Estep Score: -54520.625000 Penalty: 648.766113 Iteration 24Q: 3 clusters Score -54520.62 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 1158 members Entering Unmasked Estep Score: -54520.625000 Penalty: 648.766113 Iteration 25F: 3 clusters Score -54520.62 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (14684 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14684 members Entering Unmasked Estep Score: -680771.500000 Penalty: 436.550385 Iteration 0F: 2 clusters Score -680771.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7312 members Mstep: Class 2 contains 7372 members Entering Unmasked Estep Score: -671083.187500 Penalty: 873.100769 Iteration 0F: 3 clusters Score -671083.2 nChanged 6835 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6905 members Mstep: Class 2 contains 7779 members Entering Unmasked Estep Score: -675161.187500 Penalty: 873.100769 Iteration 1F: 3 clusters Score -675161.2 nChanged 726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6735 members Mstep: Class 2 contains 7949 members Entering Unmasked Estep Score: -675529.437500 Penalty: 873.100769 Iteration 2Q: 3 clusters Score -675529.4 nChanged 805 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6512 members Mstep: Class 2 contains 8172 members Entering Unmasked Estep Score: -676061.375000 Penalty: 873.100769 Iteration 3F: 3 clusters Score -676061.4 nChanged 933 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6307 members Mstep: Class 2 contains 8377 members Entering Unmasked Estep Score: -676812.437500 Penalty: 873.100769 Iteration 4F: 3 clusters Score -676812.4 nChanged 937 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6134 members Mstep: Class 2 contains 8550 members Entering Unmasked Estep Score: -677511.125000 Penalty: 873.100769 Iteration 5F: 3 clusters Score -677511.1 nChanged 756 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6000 members Mstep: Class 2 contains 8684 members Entering Unmasked Estep Score: -677844.687500 Penalty: 873.100769 Iteration 6F: 3 clusters Score -677844.7 nChanged 448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5876 members Mstep: Class 2 contains 8808 members Entering Unmasked Estep Score: -677966.625000 Penalty: 873.100769 Iteration 7Q: 3 clusters Score -677966.6 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5754 members Mstep: Class 2 contains 8930 members Entering Unmasked Estep Score: -678027.000000 Penalty: 873.100769 Iteration 8Q: 3 clusters Score -678027 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5621 members Mstep: Class 2 contains 9063 members Entering Unmasked Estep Score: -678073.500000 Penalty: 873.100769 Iteration 9Q: 3 clusters Score -678073.5 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5485 members Mstep: Class 2 contains 9199 members Entering Unmasked Estep Score: -678117.875000 Penalty: 873.100769 Iteration 10Q: 3 clusters Score -678117.9 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5352 members Mstep: Class 2 contains 9332 members Entering Unmasked Estep Score: -678160.687500 Penalty: 873.100769 Iteration 11Q: 3 clusters Score -678160.7 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5211 members Mstep: Class 2 contains 9473 members Entering Unmasked Estep Score: -678207.062500 Penalty: 873.100769 Iteration 12Q: 3 clusters Score -678207.1 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5065 members Mstep: Class 2 contains 9619 members Entering Unmasked Estep Score: -678251.687500 Penalty: 873.100769 Iteration 13Q: 3 clusters Score -678251.7 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4892 members Mstep: Class 2 contains 9792 members Entering Unmasked Estep Score: -678309.625000 Penalty: 873.100769 Iteration 14Q: 3 clusters Score -678309.6 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4705 members Mstep: Class 2 contains 9979 members Entering Unmasked Estep Score: -678363.000000 Penalty: 873.100769 Iteration 15Q: 3 clusters Score -678363 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4500 members Mstep: Class 2 contains 10184 members Entering Unmasked Estep Score: -678427.500000 Penalty: 873.100769 Iteration 16Q: 3 clusters Score -678427.5 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4279 members Mstep: Class 2 contains 10405 members Entering Unmasked Estep Score: -678500.875000 Penalty: 873.100769 Iteration 17Q: 3 clusters Score -678500.9 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4055 members Mstep: Class 2 contains 10629 members Entering Unmasked Estep Score: -678576.000000 Penalty: 873.100769 Iteration 18Q: 3 clusters Score -678576 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3836 members Mstep: Class 2 contains 10848 members Entering Unmasked Estep Score: -678648.062500 Penalty: 873.100769 Iteration 19Q: 3 clusters Score -678648.1 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3597 members Mstep: Class 2 contains 11087 members Entering Unmasked Estep Score: -678729.562500 Penalty: 873.100769 Iteration 20F: 3 clusters Score -678729.6 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3369 members Mstep: Class 2 contains 11315 members Entering Unmasked Estep Score: -678805.312500 Penalty: 873.100769 Iteration 21Q: 3 clusters Score -678805.3 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3142 members Mstep: Class 2 contains 11542 members Entering Unmasked Estep Score: -678884.812500 Penalty: 873.100769 Iteration 22Q: 3 clusters Score -678884.8 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2891 members Mstep: Class 2 contains 11793 members Entering Unmasked Estep Score: -678980.125000 Penalty: 873.100769 Iteration 23Q: 3 clusters Score -678980.1 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2661 members Mstep: Class 2 contains 12023 members Entering Unmasked Estep Score: -679062.812500 Penalty: 873.100769 Iteration 24Q: 3 clusters Score -679062.8 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2444 members Mstep: Class 2 contains 12240 members Entering Unmasked Estep Score: -679147.687500 Penalty: 873.100769 Iteration 25Q: 3 clusters Score -679147.7 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2207 members Mstep: Class 2 contains 12477 members Entering Unmasked Estep Score: -679244.750000 Penalty: 873.100769 Iteration 26Q: 3 clusters Score -679244.8 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1984 members Mstep: Class 2 contains 12700 members Entering Unmasked Estep Score: -679341.375000 Penalty: 873.100769 Iteration 27Q: 3 clusters Score -679341.4 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1756 members Mstep: Class 2 contains 12928 members Entering Unmasked Estep Score: -679449.812500 Penalty: 873.100769 Iteration 28Q: 3 clusters Score -679449.8 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 13144 members Entering Unmasked Estep Score: -679559.562500 Penalty: 873.100769 Iteration 29Q: 3 clusters Score -679559.6 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1333 members Mstep: Class 2 contains 13351 members Entering Unmasked Estep Score: -679678.000000 Penalty: 873.100769 Iteration 30Q: 3 clusters Score -679678 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 13541 members Entering Unmasked Estep Score: -679794.750000 Penalty: 873.100769 Iteration 31Q: 3 clusters Score -679794.8 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 13711 members Entering Unmasked Estep Score: -679902.062500 Penalty: 873.100769 Iteration 32Q: 3 clusters Score -679902.1 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 13862 members Entering Unmasked Estep Score: -679992.937500 Penalty: 873.100769 Iteration 33Q: 3 clusters Score -679992.9 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 13975 members Entering Unmasked Estep Score: -680053.750000 Penalty: 873.100769 Iteration 34Q: 3 clusters Score -680053.8 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 14072 members Entering Unmasked Estep Score: -680108.312500 Penalty: 873.100769 Iteration 35Q: 3 clusters Score -680108.3 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 14158 members Entering Unmasked Estep Score: -680159.562500 Penalty: 873.100769 Iteration 36Q: 3 clusters Score -680159.6 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 14233 members Entering Unmasked Estep Score: -680206.437500 Penalty: 873.100769 Iteration 37Q: 3 clusters Score -680206.4 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 14297 members Entering Unmasked Estep Score: -680244.500000 Penalty: 873.100769 Iteration 38Q: 3 clusters Score -680244.5 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 14350 members Entering Unmasked Estep Score: -680278.750000 Penalty: 873.100769 Iteration 39Q: 3 clusters Score -680278.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 14394 members Entering Unmasked Estep Score: -680308.687500 Penalty: 873.100769 Iteration 40F: 3 clusters Score -680308.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 14425 members Entering Unmasked Estep Score: -680328.437500 Penalty: 873.100769 Iteration 41Q: 3 clusters Score -680328.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 14447 members Entering Unmasked Estep Score: -680340.375000 Penalty: 873.100769 Iteration 42Q: 3 clusters Score -680340.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 14471 members Entering Unmasked Estep Score: -680355.625000 Penalty: 873.100769 Iteration 43Q: 3 clusters Score -680355.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 14486 members Entering Unmasked Estep Score: -680367.812500 Penalty: 873.100769 Iteration 44Q: 3 clusters Score -680367.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 14496 members Entering Unmasked Estep Score: -680374.937500 Penalty: 873.100769 Iteration 45Q: 3 clusters Score -680374.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 14502 members Entering Unmasked Estep Score: -680376.062500 Penalty: 873.100769 Iteration 46Q: 3 clusters Score -680376.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 14507 members Entering Unmasked Estep Score: -680378.125000 Penalty: 873.100769 Iteration 47Q: 3 clusters Score -680378.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 14511 members Entering Unmasked Estep Score: -680380.062500 Penalty: 873.100769 Iteration 48Q: 3 clusters Score -680380.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 14515 members Entering Unmasked Estep Score: -680383.937500 Penalty: 873.100769 Iteration 49Q: 3 clusters Score -680383.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 14516 members Entering Unmasked Estep Score: -680383.812500 Penalty: 873.100769 Iteration 50Q: 3 clusters Score -680383.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 14517 members Entering Unmasked Estep Score: -680384.062500 Penalty: 873.100769 Iteration 51Q: 3 clusters Score -680384.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 14517 members Entering Unmasked Estep Score: -680384.062500 Penalty: 873.100769 Iteration 52F: 3 clusters Score -680384.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (17666 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17666 members Entering Unmasked Estep Score: -751870.375000 Penalty: 444.962555 Iteration 0F: 2 clusters Score -751870.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8863 members Mstep: Class 2 contains 8803 members Entering Unmasked Estep Score: -740004.500000 Penalty: 889.925110 Iteration 0F: 3 clusters Score -740004.5 nChanged 8427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9588 members Mstep: Class 2 contains 8078 members Entering Unmasked Estep Score: -745095.187500 Penalty: 889.925110 Iteration 1F: 3 clusters Score -745095.2 nChanged 977 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9603 members Mstep: Class 2 contains 8063 members Entering Unmasked Estep Score: -745661.562500 Penalty: 889.925110 Iteration 2F: 3 clusters Score -745661.6 nChanged 1127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9536 members Mstep: Class 2 contains 8130 members Entering Unmasked Estep Score: -746571.187500 Penalty: 889.925110 Iteration 3F: 3 clusters Score -746571.2 nChanged 1271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9399 members Mstep: Class 2 contains 8267 members Entering Unmasked Estep Score: -747798.500000 Penalty: 889.925110 Iteration 4F: 3 clusters Score -747798.5 nChanged 1331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9136 members Mstep: Class 2 contains 8530 members Entering Unmasked Estep Score: -748866.187500 Penalty: 889.925110 Iteration 5F: 3 clusters Score -748866.2 nChanged 1065 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8855 members Mstep: Class 2 contains 8811 members Entering Unmasked Estep Score: -749486.687500 Penalty: 889.925110 Iteration 6F: 3 clusters Score -749486.7 nChanged 700 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8543 members Mstep: Class 2 contains 9123 members Entering Unmasked Estep Score: -749836.812500 Penalty: 889.925110 Iteration 7Q: 3 clusters Score -749836.8 nChanged 492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8171 members Mstep: Class 2 contains 9495 members Entering Unmasked Estep Score: -750132.250000 Penalty: 889.925110 Iteration 8Q: 3 clusters Score -750132.2 nChanged 443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7780 members Mstep: Class 2 contains 9886 members Entering Unmasked Estep Score: -750423.687500 Penalty: 889.925110 Iteration 9Q: 3 clusters Score -750423.7 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7394 members Mstep: Class 2 contains 10272 members Entering Unmasked Estep Score: -750687.125000 Penalty: 889.925110 Iteration 10Q: 3 clusters Score -750687.1 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7056 members Mstep: Class 2 contains 10610 members Entering Unmasked Estep Score: -750894.562500 Penalty: 889.925110 Iteration 11Q: 3 clusters Score -750894.6 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6762 members Mstep: Class 2 contains 10904 members Entering Unmasked Estep Score: -751041.875000 Penalty: 889.925110 Iteration 12Q: 3 clusters Score -751041.9 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6502 members Mstep: Class 2 contains 11164 members Entering Unmasked Estep Score: -751158.437500 Penalty: 889.925110 Iteration 13Q: 3 clusters Score -751158.4 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6263 members Mstep: Class 2 contains 11403 members Entering Unmasked Estep Score: -751246.000000 Penalty: 889.925110 Iteration 14Q: 3 clusters Score -751246 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6047 members Mstep: Class 2 contains 11619 members Entering Unmasked Estep Score: -751315.750000 Penalty: 889.925110 Iteration 15Q: 3 clusters Score -751315.8 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5853 members Mstep: Class 2 contains 11813 members Entering Unmasked Estep Score: -751367.125000 Penalty: 889.925110 Iteration 16Q: 3 clusters Score -751367.1 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5678 members Mstep: Class 2 contains 11988 members Entering Unmasked Estep Score: -751411.312500 Penalty: 889.925110 Iteration 17Q: 3 clusters Score -751411.3 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5527 members Mstep: Class 2 contains 12139 members Entering Unmasked Estep Score: -751448.250000 Penalty: 889.925110 Iteration 18Q: 3 clusters Score -751448.2 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5385 members Mstep: Class 2 contains 12281 members Entering Unmasked Estep Score: -751472.812500 Penalty: 889.925110 Iteration 19Q: 3 clusters Score -751472.8 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5260 members Mstep: Class 2 contains 12406 members Entering Unmasked Estep Score: -751497.875000 Penalty: 889.925110 Iteration 20F: 3 clusters Score -751497.9 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5161 members Mstep: Class 2 contains 12505 members Entering Unmasked Estep Score: -751512.000000 Penalty: 889.925110 Iteration 21Q: 3 clusters Score -751512 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5065 members Mstep: Class 2 contains 12601 members Entering Unmasked Estep Score: -751528.500000 Penalty: 889.925110 Iteration 22Q: 3 clusters Score -751528.5 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4980 members Mstep: Class 2 contains 12686 members Entering Unmasked Estep Score: -751540.250000 Penalty: 889.925110 Iteration 23Q: 3 clusters Score -751540.2 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4886 members Mstep: Class 2 contains 12780 members Entering Unmasked Estep Score: -751553.250000 Penalty: 889.925110 Iteration 24Q: 3 clusters Score -751553.2 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4811 members Mstep: Class 2 contains 12855 members Entering Unmasked Estep Score: -751559.937500 Penalty: 889.925110 Iteration 25Q: 3 clusters Score -751559.9 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4731 members Mstep: Class 2 contains 12935 members Entering Unmasked Estep Score: -751569.500000 Penalty: 889.925110 Iteration 26Q: 3 clusters Score -751569.5 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4646 members Mstep: Class 2 contains 13020 members Entering Unmasked Estep Score: -751579.937500 Penalty: 889.925110 Iteration 27Q: 3 clusters Score -751579.9 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4574 members Mstep: Class 2 contains 13092 members Entering Unmasked Estep Score: -751590.250000 Penalty: 889.925110 Iteration 28Q: 3 clusters Score -751590.2 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4498 members Mstep: Class 2 contains 13168 members Entering Unmasked Estep Score: -751599.937500 Penalty: 889.925110 Iteration 29Q: 3 clusters Score -751599.9 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4411 members Mstep: Class 2 contains 13255 members Entering Unmasked Estep Score: -751611.812500 Penalty: 889.925110 Iteration 30Q: 3 clusters Score -751611.8 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4347 members Mstep: Class 2 contains 13319 members Entering Unmasked Estep Score: -751619.937500 Penalty: 889.925110 Iteration 31Q: 3 clusters Score -751619.9 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4292 members Mstep: Class 2 contains 13374 members Entering Unmasked Estep Score: -751625.187500 Penalty: 889.925110 Iteration 32Q: 3 clusters Score -751625.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4246 members Mstep: Class 2 contains 13420 members Entering Unmasked Estep Score: -751628.937500 Penalty: 889.925110 Iteration 33Q: 3 clusters Score -751628.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4197 members Mstep: Class 2 contains 13469 members Entering Unmasked Estep Score: -751635.812500 Penalty: 889.925110 Iteration 34Q: 3 clusters Score -751635.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4152 members Mstep: Class 2 contains 13514 members Entering Unmasked Estep Score: -751639.062500 Penalty: 889.925110 Iteration 35Q: 3 clusters Score -751639.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4115 members Mstep: Class 2 contains 13551 members Entering Unmasked Estep Score: -751643.375000 Penalty: 889.925110 Iteration 36Q: 3 clusters Score -751643.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4083 members Mstep: Class 2 contains 13583 members Entering Unmasked Estep Score: -751643.437500 Penalty: 889.925110 Iteration 37Q: 3 clusters Score -751643.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4060 members Mstep: Class 2 contains 13606 members Entering Unmasked Estep Score: -751646.750000 Penalty: 889.925110 Iteration 38Q: 3 clusters Score -751646.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4043 members Mstep: Class 2 contains 13623 members Entering Unmasked Estep Score: -751646.375000 Penalty: 889.925110 Iteration 39Q: 3 clusters Score -751646.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4024 members Mstep: Class 2 contains 13642 members Entering Unmasked Estep Score: -751650.812500 Penalty: 889.925110 Iteration 40F: 3 clusters Score -751650.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4001 members Mstep: Class 2 contains 13665 members Entering Unmasked Estep Score: -751651.500000 Penalty: 889.925110 Iteration 41Q: 3 clusters Score -751651.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3979 members Mstep: Class 2 contains 13687 members Entering Unmasked Estep Score: -751652.062500 Penalty: 889.925110 Iteration 42Q: 3 clusters Score -751652.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3959 members Mstep: Class 2 contains 13707 members Entering Unmasked Estep Score: -751653.125000 Penalty: 889.925110 Iteration 43Q: 3 clusters Score -751653.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3942 members Mstep: Class 2 contains 13724 members Entering Unmasked Estep Score: -751653.000000 Penalty: 889.925110 Iteration 44Q: 3 clusters Score -751653 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3930 members Mstep: Class 2 contains 13736 members Entering Unmasked Estep Score: -751651.375000 Penalty: 889.925110 Iteration 45Q: 3 clusters Score -751651.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3918 members Mstep: Class 2 contains 13748 members Entering Unmasked Estep Score: -751651.125000 Penalty: 889.925110 Iteration 46Q: 3 clusters Score -751651.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3905 members Mstep: Class 2 contains 13761 members Entering Unmasked Estep Score: -751654.000000 Penalty: 889.925110 Iteration 47Q: 3 clusters Score -751654 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3891 members Mstep: Class 2 contains 13775 members Entering Unmasked Estep Score: -751653.562500 Penalty: 889.925110 Iteration 48Q: 3 clusters Score -751653.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3881 members Mstep: Class 2 contains 13785 members Entering Unmasked Estep Score: -751656.312500 Penalty: 889.925110 Iteration 49Q: 3 clusters Score -751656.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3871 members Mstep: Class 2 contains 13795 members Entering Unmasked Estep Score: -751656.437500 Penalty: 889.925110 Iteration 50Q: 3 clusters Score -751656.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3860 members Mstep: Class 2 contains 13806 members Entering Unmasked Estep Score: -751655.375000 Penalty: 889.925110 Iteration 51Q: 3 clusters Score -751655.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3849 members Mstep: Class 2 contains 13817 members Entering Unmasked Estep Score: -751656.562500 Penalty: 889.925110 Iteration 52Q: 3 clusters Score -751656.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3838 members Mstep: Class 2 contains 13828 members Entering Unmasked Estep Score: -751657.625000 Penalty: 889.925110 Iteration 53Q: 3 clusters Score -751657.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3828 members Mstep: Class 2 contains 13838 members Entering Unmasked Estep Score: -751657.625000 Penalty: 889.925110 Iteration 54Q: 3 clusters Score -751657.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3815 members Mstep: Class 2 contains 13851 members Entering Unmasked Estep Score: -751658.812500 Penalty: 889.925110 Iteration 55Q: 3 clusters Score -751658.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3801 members Mstep: Class 2 contains 13865 members Entering Unmasked Estep Score: -751660.500000 Penalty: 889.925110 Iteration 56Q: 3 clusters Score -751660.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3782 members Mstep: Class 2 contains 13884 members Entering Unmasked Estep Score: -751660.500000 Penalty: 889.925110 Iteration 57Q: 3 clusters Score -751660.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3758 members Mstep: Class 2 contains 13908 members Entering Unmasked Estep Score: -751663.125000 Penalty: 889.925110 Iteration 58Q: 3 clusters Score -751663.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3738 members Mstep: Class 2 contains 13928 members Entering Unmasked Estep Score: -751663.312500 Penalty: 889.925110 Iteration 59Q: 3 clusters Score -751663.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3714 members Mstep: Class 2 contains 13952 members Entering Unmasked Estep Score: -751664.937500 Penalty: 889.925110 Iteration 60F: 3 clusters Score -751664.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3694 members Mstep: Class 2 contains 13972 members Entering Unmasked Estep Score: -751668.500000 Penalty: 889.925110 Iteration 61Q: 3 clusters Score -751668.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3677 members Mstep: Class 2 contains 13989 members Entering Unmasked Estep Score: -751669.125000 Penalty: 889.925110 Iteration 62Q: 3 clusters Score -751669.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3664 members Mstep: Class 2 contains 14002 members Entering Unmasked Estep Score: -751670.125000 Penalty: 889.925110 Iteration 63Q: 3 clusters Score -751670.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3657 members Mstep: Class 2 contains 14009 members Entering Unmasked Estep Score: -751671.875000 Penalty: 889.925110 Iteration 64Q: 3 clusters Score -751671.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3653 members Mstep: Class 2 contains 14013 members Entering Unmasked Estep Score: -751670.937500 Penalty: 889.925110 Iteration 65Q: 3 clusters Score -751670.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3646 members Mstep: Class 2 contains 14020 members Entering Unmasked Estep Score: -751670.312500 Penalty: 889.925110 Iteration 66Q: 3 clusters Score -751670.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3638 members Mstep: Class 2 contains 14028 members Entering Unmasked Estep Score: -751672.250000 Penalty: 889.925110 Iteration 67Q: 3 clusters Score -751672.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3637 members Mstep: Class 2 contains 14029 members Entering Unmasked Estep Score: -751671.875000 Penalty: 889.925110 Iteration 68Q: 3 clusters Score -751671.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3634 members Mstep: Class 2 contains 14032 members Entering Unmasked Estep Score: -751670.437500 Penalty: 889.925110 Iteration 69Q: 3 clusters Score -751670.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3634 members Mstep: Class 2 contains 14032 members Entering Unmasked Estep Score: -751670.437500 Penalty: 889.925110 Iteration 70F: 3 clusters Score -751670.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (1255 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1255 members Entering Unmasked Estep Score: -53467.042969 Penalty: 324.637543 Iteration 0F: 2 clusters Score -53467.04 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -52533.613281 Penalty: 649.275085 Iteration 0F: 3 clusters Score -52533.61 nChanged 513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -53064.617188 Penalty: 649.275085 Iteration 1F: 3 clusters Score -53064.62 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -53474.527344 Penalty: 649.275085 Iteration 2F: 3 clusters Score -53474.53 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -53972.476562 Penalty: 649.275085 Iteration 3F: 3 clusters Score -53972.48 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -54535.921875 Penalty: 649.275085 Iteration 4F: 3 clusters Score -54535.92 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -54825.343750 Penalty: 649.275085 Iteration 5Q: 3 clusters Score -54825.34 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -54978.542969 Penalty: 649.275085 Iteration 6Q: 3 clusters Score -54978.54 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -55016.566406 Penalty: 649.275085 Iteration 7Q: 3 clusters Score -55016.57 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -55021.968750 Penalty: 649.275085 Iteration 8Q: 3 clusters Score -55021.97 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -55022.878906 Penalty: 649.275085 Iteration 9Q: 3 clusters Score -55022.88 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -55022.878906 Penalty: 649.275085 Iteration 10F: 3 clusters Score -55022.88 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 887 members Mstep: Class 3 contains 1449 members Mstep: Class 4 contains 347 members Mstep: Class 5 contains 1289 members Mstep: Class 6 contains 936 members Mstep: Class 7 contains 1058 members Mstep: Class 8 contains 3519 members Mstep: Class 9 contains 22854 members Mstep: Class 10 contains 5635 members Mstep: Class 11 contains 1248 members Mstep: Class 12 contains 14684 members Mstep: Class 13 contains 17666 members Mstep: Class 14 contains 856 members Mstep: Class 15 contains 261191 members Mstep: Class 16 contains 17845 members Mstep: Class 17 contains 15689 members Mstep: Class 18 contains 1254 members Mstep: Class 19 contains 468 members Mstep: Class 20 contains 399 members Entering Unmasked Estep Score: -15532357.000000 Penalty: 11666.028320 Splitting cluster 14 changes total score from -15526386.000000 to -15532357.000000 So it's getting split into cluster 20. Entering ConstructFrom: Trying to split cluster 15 (261191 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261191 members Entering Unmasked Estep Score: -11276053.000000 Penalty: 567.521851 Iteration 0F: 2 clusters Score -1.127605e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130946 members Mstep: Class 2 contains 130245 members Entering Unmasked Estep Score: -11107175.000000 Penalty: 1135.043701 Iteration 0F: 3 clusters Score -1.110718e+07 nChanged 129038 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142250 members Mstep: Class 2 contains 118941 members Entering Unmasked Estep Score: -11187902.000000 Penalty: 1135.043701 Iteration 1F: 3 clusters Score -1.11879e+07 nChanged 10546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149864 members Mstep: Class 2 contains 111327 members Entering Unmasked Estep Score: -11191819.000000 Penalty: 1135.043701 Iteration 2Q: 3 clusters Score -1.119182e+07 nChanged 13058 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161680 members Mstep: Class 2 contains 99511 members Entering Unmasked Estep Score: -11198407.000000 Penalty: 1135.043701 Iteration 3Q: 3 clusters Score -1.119841e+07 nChanged 17397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178775 members Mstep: Class 2 contains 82416 members Entering Unmasked Estep Score: -11210512.000000 Penalty: 1135.043701 Iteration 4F: 3 clusters Score -1.121051e+07 nChanged 21758 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200497 members Mstep: Class 2 contains 60694 members Entering Unmasked Estep Score: -11228444.000000 Penalty: 1135.043701 Iteration 5F: 3 clusters Score -1.122844e+07 nChanged 22038 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222531 members Mstep: Class 2 contains 38660 members Entering Unmasked Estep Score: -11248156.000000 Penalty: 1135.043701 Iteration 6F: 3 clusters Score -1.124816e+07 nChanged 17492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240023 members Mstep: Class 2 contains 21168 members Entering Unmasked Estep Score: -11262358.000000 Penalty: 1135.043701 Iteration 7F: 3 clusters Score -1.126236e+07 nChanged 10889 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250912 members Mstep: Class 2 contains 10279 members Entering Unmasked Estep Score: -11269798.000000 Penalty: 1135.043701 Iteration 8Q: 3 clusters Score -1.12698e+07 nChanged 5637 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256549 members Mstep: Class 2 contains 4642 members Entering Unmasked Estep Score: -11273194.000000 Penalty: 1135.043701 Iteration 9Q: 3 clusters Score -1.127319e+07 nChanged 2526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259075 members Mstep: Class 2 contains 2116 members Entering Unmasked Estep Score: -11274458.000000 Penalty: 1135.043701 Iteration 10Q: 3 clusters Score -1.127446e+07 nChanged 1136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260211 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -11275064.000000 Penalty: 1135.043701 Iteration 11Q: 3 clusters Score -1.127506e+07 nChanged 501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260712 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -11275298.000000 Penalty: 1135.043701 Iteration 12Q: 3 clusters Score -1.12753e+07 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260919 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -11275457.000000 Penalty: 1135.043701 Iteration 13Q: 3 clusters Score -1.127546e+07 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260998 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -11275507.000000 Penalty: 1135.043701 Iteration 14Q: 3 clusters Score -1.127551e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261028 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -11275545.000000 Penalty: 1135.043701 Iteration 15Q: 3 clusters Score -1.127554e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261038 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -11275570.000000 Penalty: 1135.043701 Iteration 16Q: 3 clusters Score -1.127557e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261045 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -11275584.000000 Penalty: 1135.043701 Iteration 17Q: 3 clusters Score -1.127558e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261054 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -11275600.000000 Penalty: 1135.043701 Iteration 18Q: 3 clusters Score -1.12756e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261056 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -11275602.000000 Penalty: 1135.043701 Iteration 19Q: 3 clusters Score -1.12756e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261063 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -11275609.000000 Penalty: 1135.043701 Iteration 20F: 3 clusters Score -1.127561e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261067 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -11275609.000000 Penalty: 1135.043701 Iteration 21Q: 3 clusters Score -1.127561e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261071 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -11275610.000000 Penalty: 1135.043701 Iteration 22Q: 3 clusters Score -1.127561e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261074 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -11275606.000000 Penalty: 1135.043701 Iteration 23Q: 3 clusters Score -1.127561e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261076 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -11275608.000000 Penalty: 1135.043701 Iteration 24Q: 3 clusters Score -1.127561e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261079 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -11275612.000000 Penalty: 1135.043701 Iteration 25Q: 3 clusters Score -1.127561e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261078 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -11275609.000000 Penalty: 1135.043701 Iteration 26Q: 3 clusters Score -1.127561e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261078 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -11275609.000000 Penalty: 1135.043701 Iteration 27F: 3 clusters Score -1.127561e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (17845 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17845 members Entering Unmasked Estep Score: -735295.250000 Penalty: 445.421265 Iteration 0F: 2 clusters Score -735295.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8936 members Mstep: Class 2 contains 8909 members Entering Unmasked Estep Score: -723546.937500 Penalty: 890.842529 Iteration 0F: 3 clusters Score -723546.9 nChanged 8355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9219 members Mstep: Class 2 contains 8626 members Entering Unmasked Estep Score: -728369.250000 Penalty: 890.842529 Iteration 1F: 3 clusters Score -728369.2 nChanged 767 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9442 members Mstep: Class 2 contains 8403 members Entering Unmasked Estep Score: -728682.125000 Penalty: 890.842529 Iteration 2Q: 3 clusters Score -728682.1 nChanged 817 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9663 members Mstep: Class 2 contains 8182 members Entering Unmasked Estep Score: -729144.687500 Penalty: 890.842529 Iteration 3Q: 3 clusters Score -729144.7 nChanged 929 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9834 members Mstep: Class 2 contains 8011 members Entering Unmasked Estep Score: -729924.312500 Penalty: 890.842529 Iteration 4F: 3 clusters Score -729924.3 nChanged 1098 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9888 members Mstep: Class 2 contains 7957 members Entering Unmasked Estep Score: -731096.875000 Penalty: 890.842529 Iteration 5F: 3 clusters Score -731096.9 nChanged 1220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9836 members Mstep: Class 2 contains 8009 members Entering Unmasked Estep Score: -732135.687500 Penalty: 890.842529 Iteration 6F: 3 clusters Score -732135.7 nChanged 969 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9749 members Mstep: Class 2 contains 8096 members Entering Unmasked Estep Score: -732608.875000 Penalty: 890.842529 Iteration 7F: 3 clusters Score -732608.9 nChanged 565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9666 members Mstep: Class 2 contains 8179 members Entering Unmasked Estep Score: -732770.437500 Penalty: 890.842529 Iteration 8Q: 3 clusters Score -732770.4 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9588 members Mstep: Class 2 contains 8257 members Entering Unmasked Estep Score: -732841.000000 Penalty: 890.842529 Iteration 9Q: 3 clusters Score -732841 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9466 members Mstep: Class 2 contains 8379 members Entering Unmasked Estep Score: -732890.875000 Penalty: 890.842529 Iteration 10Q: 3 clusters Score -732890.9 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9309 members Mstep: Class 2 contains 8536 members Entering Unmasked Estep Score: -732942.875000 Penalty: 890.842529 Iteration 11Q: 3 clusters Score -732942.9 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9123 members Mstep: Class 2 contains 8722 members Entering Unmasked Estep Score: -732996.187500 Penalty: 890.842529 Iteration 12Q: 3 clusters Score -732996.2 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8948 members Mstep: Class 2 contains 8897 members Entering Unmasked Estep Score: -733046.125000 Penalty: 890.842529 Iteration 13Q: 3 clusters Score -733046.1 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8733 members Mstep: Class 2 contains 9112 members Entering Unmasked Estep Score: -733111.500000 Penalty: 890.842529 Iteration 14Q: 3 clusters Score -733111.5 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8496 members Mstep: Class 2 contains 9349 members Entering Unmasked Estep Score: -733188.562500 Penalty: 890.842529 Iteration 15Q: 3 clusters Score -733188.6 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8235 members Mstep: Class 2 contains 9610 members Entering Unmasked Estep Score: -733264.625000 Penalty: 890.842529 Iteration 16Q: 3 clusters Score -733264.6 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7959 members Mstep: Class 2 contains 9886 members Entering Unmasked Estep Score: -733347.250000 Penalty: 890.842529 Iteration 17Q: 3 clusters Score -733347.2 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7624 members Mstep: Class 2 contains 10221 members Entering Unmasked Estep Score: -733456.875000 Penalty: 890.842529 Iteration 18Q: 3 clusters Score -733456.9 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7256 members Mstep: Class 2 contains 10589 members Entering Unmasked Estep Score: -733569.062500 Penalty: 890.842529 Iteration 19Q: 3 clusters Score -733569.1 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6883 members Mstep: Class 2 contains 10962 members Entering Unmasked Estep Score: -733689.375000 Penalty: 890.842529 Iteration 20F: 3 clusters Score -733689.4 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6495 members Mstep: Class 2 contains 11350 members Entering Unmasked Estep Score: -733818.562500 Penalty: 890.842529 Iteration 21Q: 3 clusters Score -733818.6 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6088 members Mstep: Class 2 contains 11757 members Entering Unmasked Estep Score: -733970.625000 Penalty: 890.842529 Iteration 22Q: 3 clusters Score -733970.6 nChanged 431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5659 members Mstep: Class 2 contains 12186 members Entering Unmasked Estep Score: -734134.750000 Penalty: 890.842529 Iteration 23Q: 3 clusters Score -734134.8 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5188 members Mstep: Class 2 contains 12657 members Entering Unmasked Estep Score: -734343.125000 Penalty: 890.842529 Iteration 24Q: 3 clusters Score -734343.1 nChanged 496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4694 members Mstep: Class 2 contains 13151 members Entering Unmasked Estep Score: -734589.000000 Penalty: 890.842529 Iteration 25Q: 3 clusters Score -734589 nChanged 531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4163 members Mstep: Class 2 contains 13682 members Entering Unmasked Estep Score: -734882.812500 Penalty: 890.842529 Iteration 26Q: 3 clusters Score -734882.8 nChanged 529 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3642 members Mstep: Class 2 contains 14203 members Entering Unmasked Estep Score: -735202.312500 Penalty: 890.842529 Iteration 27Q: 3 clusters Score -735202.3 nChanged 498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3146 members Mstep: Class 2 contains 14699 members Entering Unmasked Estep Score: -735527.375000 Penalty: 890.842529 Iteration 28Q: 3 clusters Score -735527.4 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2729 members Mstep: Class 2 contains 15116 members Entering Unmasked Estep Score: -735807.500000 Penalty: 890.842529 Iteration 29Q: 3 clusters Score -735807.5 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2420 members Mstep: Class 2 contains 15425 members Entering Unmasked Estep Score: -735991.562500 Penalty: 890.842529 Iteration 30Q: 3 clusters Score -735991.6 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2209 members Mstep: Class 2 contains 15636 members Entering Unmasked Estep Score: -736098.937500 Penalty: 890.842529 Iteration 31Q: 3 clusters Score -736098.9 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2068 members Mstep: Class 2 contains 15777 members Entering Unmasked Estep Score: -736149.562500 Penalty: 890.842529 Iteration 32Q: 3 clusters Score -736149.6 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1954 members Mstep: Class 2 contains 15891 members Entering Unmasked Estep Score: -736179.250000 Penalty: 890.842529 Iteration 33Q: 3 clusters Score -736179.2 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1877 members Mstep: Class 2 contains 15968 members Entering Unmasked Estep Score: -736196.312500 Penalty: 890.842529 Iteration 34Q: 3 clusters Score -736196.3 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1811 members Mstep: Class 2 contains 16034 members Entering Unmasked Estep Score: -736207.187500 Penalty: 890.842529 Iteration 35Q: 3 clusters Score -736207.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1762 members Mstep: Class 2 contains 16083 members Entering Unmasked Estep Score: -736215.812500 Penalty: 890.842529 Iteration 36Q: 3 clusters Score -736215.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1718 members Mstep: Class 2 contains 16127 members Entering Unmasked Estep Score: -736220.000000 Penalty: 890.842529 Iteration 37Q: 3 clusters Score -736220 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1680 members Mstep: Class 2 contains 16165 members Entering Unmasked Estep Score: -736223.937500 Penalty: 890.842529 Iteration 38Q: 3 clusters Score -736223.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1646 members Mstep: Class 2 contains 16199 members Entering Unmasked Estep Score: -736226.625000 Penalty: 890.842529 Iteration 39Q: 3 clusters Score -736226.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1620 members Mstep: Class 2 contains 16225 members Entering Unmasked Estep Score: -736252.875000 Penalty: 890.842529 Iteration 40F: 3 clusters Score -736252.9 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1564 members Mstep: Class 2 contains 16281 members Entering Unmasked Estep Score: -736272.250000 Penalty: 890.842529 Iteration 41Q: 3 clusters Score -736272.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1520 members Mstep: Class 2 contains 16325 members Entering Unmasked Estep Score: -736281.750000 Penalty: 890.842529 Iteration 42Q: 3 clusters Score -736281.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1481 members Mstep: Class 2 contains 16364 members Entering Unmasked Estep Score: -736294.625000 Penalty: 890.842529 Iteration 43Q: 3 clusters Score -736294.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1443 members Mstep: Class 2 contains 16402 members Entering Unmasked Estep Score: -736300.125000 Penalty: 890.842529 Iteration 44Q: 3 clusters Score -736300.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1413 members Mstep: Class 2 contains 16432 members Entering Unmasked Estep Score: -736305.000000 Penalty: 890.842529 Iteration 45Q: 3 clusters Score -736305 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1393 members Mstep: Class 2 contains 16452 members Entering Unmasked Estep Score: -736306.812500 Penalty: 890.842529 Iteration 46Q: 3 clusters Score -736306.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 16469 members Entering Unmasked Estep Score: -736307.750000 Penalty: 890.842529 Iteration 47Q: 3 clusters Score -736307.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1358 members Mstep: Class 2 contains 16487 members Entering Unmasked Estep Score: -736309.625000 Penalty: 890.842529 Iteration 48Q: 3 clusters Score -736309.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1342 members Mstep: Class 2 contains 16503 members Entering Unmasked Estep Score: -736311.000000 Penalty: 890.842529 Iteration 49Q: 3 clusters Score -736311 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 16521 members Entering Unmasked Estep Score: -736314.000000 Penalty: 890.842529 Iteration 50Q: 3 clusters Score -736314 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1307 members Mstep: Class 2 contains 16538 members Entering Unmasked Estep Score: -736313.875000 Penalty: 890.842529 Iteration 51Q: 3 clusters Score -736313.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1295 members Mstep: Class 2 contains 16550 members Entering Unmasked Estep Score: -736314.687500 Penalty: 890.842529 Iteration 52Q: 3 clusters Score -736314.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1284 members Mstep: Class 2 contains 16561 members Entering Unmasked Estep Score: -736316.812500 Penalty: 890.842529 Iteration 53Q: 3 clusters Score -736316.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1270 members Mstep: Class 2 contains 16575 members Entering Unmasked Estep Score: -736317.562500 Penalty: 890.842529 Iteration 54Q: 3 clusters Score -736317.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1255 members Mstep: Class 2 contains 16590 members Entering Unmasked Estep Score: -736317.875000 Penalty: 890.842529 Iteration 55Q: 3 clusters Score -736317.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1247 members Mstep: Class 2 contains 16598 members Entering Unmasked Estep Score: -736316.812500 Penalty: 890.842529 Iteration 56Q: 3 clusters Score -736316.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 16601 members Entering Unmasked Estep Score: -736318.375000 Penalty: 890.842529 Iteration 57Q: 3 clusters Score -736318.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 16602 members Entering Unmasked Estep Score: -736319.625000 Penalty: 890.842529 Iteration 58Q: 3 clusters Score -736319.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1242 members Mstep: Class 2 contains 16603 members Entering Unmasked Estep Score: -736321.000000 Penalty: 890.842529 Iteration 59Q: 3 clusters Score -736321 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1239 members Mstep: Class 2 contains 16606 members Entering Unmasked Estep Score: -736321.062500 Penalty: 890.842529 Iteration 60F: 3 clusters Score -736321.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 16608 members Entering Unmasked Estep Score: -736322.625000 Penalty: 890.842529 Iteration 61Q: 3 clusters Score -736322.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 16610 members Entering Unmasked Estep Score: -736320.875000 Penalty: 890.842529 Iteration 62Q: 3 clusters Score -736320.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 16611 members Entering Unmasked Estep Score: -736321.687500 Penalty: 890.842529 Iteration 63Q: 3 clusters Score -736321.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1232 members Mstep: Class 2 contains 16613 members Entering Unmasked Estep Score: -736321.437500 Penalty: 890.842529 Iteration 64Q: 3 clusters Score -736321.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 16615 members Entering Unmasked Estep Score: -736322.312500 Penalty: 890.842529 Iteration 65Q: 3 clusters Score -736322.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 16616 members Entering Unmasked Estep Score: -736321.875000 Penalty: 890.842529 Iteration 66Q: 3 clusters Score -736321.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 16616 members Entering Unmasked Estep Score: -736321.875000 Penalty: 890.842529 Iteration 67F: 3 clusters Score -736321.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 887 members Mstep: Class 3 contains 1449 members Mstep: Class 4 contains 347 members Mstep: Class 5 contains 1289 members Mstep: Class 6 contains 936 members Mstep: Class 7 contains 1058 members Mstep: Class 8 contains 3519 members Mstep: Class 9 contains 22854 members Mstep: Class 10 contains 5635 members Mstep: Class 11 contains 1248 members Mstep: Class 12 contains 14684 members Mstep: Class 13 contains 17666 members Mstep: Class 14 contains 856 members Mstep: Class 15 contains 261191 members Mstep: Class 16 contains 1229 members Mstep: Class 17 contains 15689 members Mstep: Class 18 contains 1254 members Mstep: Class 19 contains 468 members Mstep: Class 20 contains 399 members Mstep: Class 21 contains 16616 members Entering Unmasked Estep Score: -15533205.000000 Penalty: 12249.329102 Splitting cluster 16 changes total score from -15526386.000000 to -15533205.000000 So it's getting split into cluster 21. Entering ConstructFrom: Trying to split cluster 17 (15689 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15689 members Entering Unmasked Estep Score: -720169.437500 Penalty: 439.562531 Iteration 0F: 2 clusters Score -720169.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7782 members Mstep: Class 2 contains 7907 members Entering Unmasked Estep Score: -709635.125000 Penalty: 879.125061 Iteration 0F: 3 clusters Score -709635.1 nChanged 7433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7021 members Mstep: Class 2 contains 8668 members Entering Unmasked Estep Score: -713923.500000 Penalty: 879.125061 Iteration 1F: 3 clusters Score -713923.5 nChanged 764 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6543 members Mstep: Class 2 contains 9146 members Entering Unmasked Estep Score: -714269.687500 Penalty: 879.125061 Iteration 2Q: 3 clusters Score -714269.7 nChanged 843 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5844 members Mstep: Class 2 contains 9845 members Entering Unmasked Estep Score: -714778.375000 Penalty: 879.125061 Iteration 3F: 3 clusters Score -714778.4 nChanged 981 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4945 members Mstep: Class 2 contains 10744 members Entering Unmasked Estep Score: -715513.250000 Penalty: 879.125061 Iteration 4F: 3 clusters Score -715513.2 nChanged 1070 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3919 members Mstep: Class 2 contains 11770 members Entering Unmasked Estep Score: -716501.875000 Penalty: 879.125061 Iteration 5F: 3 clusters Score -716501.9 nChanged 1002 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2941 members Mstep: Class 2 contains 12748 members Entering Unmasked Estep Score: -717470.187500 Penalty: 879.125061 Iteration 6F: 3 clusters Score -717470.2 nChanged 819 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2154 members Mstep: Class 2 contains 13535 members Entering Unmasked Estep Score: -718198.500000 Penalty: 879.125061 Iteration 7F: 3 clusters Score -718198.5 nChanged 569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1609 members Mstep: Class 2 contains 14080 members Entering Unmasked Estep Score: -718670.312500 Penalty: 879.125061 Iteration 8Q: 3 clusters Score -718670.3 nChanged 443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 14507 members Entering Unmasked Estep Score: -719001.500000 Penalty: 879.125061 Iteration 9Q: 3 clusters Score -719001.5 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 14824 members Entering Unmasked Estep Score: -719244.250000 Penalty: 879.125061 Iteration 10Q: 3 clusters Score -719244.2 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 15069 members Entering Unmasked Estep Score: -719427.062500 Penalty: 879.125061 Iteration 11Q: 3 clusters Score -719427.1 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 15233 members Entering Unmasked Estep Score: -719537.250000 Penalty: 879.125061 Iteration 12Q: 3 clusters Score -719537.2 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 15343 members Entering Unmasked Estep Score: -719613.250000 Penalty: 879.125061 Iteration 13Q: 3 clusters Score -719613.2 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 15413 members Entering Unmasked Estep Score: -719664.187500 Penalty: 879.125061 Iteration 14Q: 3 clusters Score -719664.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 15460 members Entering Unmasked Estep Score: -719705.375000 Penalty: 879.125061 Iteration 15Q: 3 clusters Score -719705.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 15498 members Entering Unmasked Estep Score: -719736.562500 Penalty: 879.125061 Iteration 16Q: 3 clusters Score -719736.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 15517 members Entering Unmasked Estep Score: -719749.562500 Penalty: 879.125061 Iteration 17Q: 3 clusters Score -719749.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 15525 members Entering Unmasked Estep Score: -719754.687500 Penalty: 879.125061 Iteration 18Q: 3 clusters Score -719754.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 15531 members Entering Unmasked Estep Score: -719757.375000 Penalty: 879.125061 Iteration 19Q: 3 clusters Score -719757.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 15536 members Entering Unmasked Estep Score: -719761.375000 Penalty: 879.125061 Iteration 20F: 3 clusters Score -719761.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 15541 members Entering Unmasked Estep Score: -719768.375000 Penalty: 879.125061 Iteration 21Q: 3 clusters Score -719768.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 15550 members Entering Unmasked Estep Score: -719778.250000 Penalty: 879.125061 Iteration 22Q: 3 clusters Score -719778.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 15554 members Entering Unmasked Estep Score: -719783.000000 Penalty: 879.125061 Iteration 23Q: 3 clusters Score -719783 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 15555 members Entering Unmasked Estep Score: -719784.687500 Penalty: 879.125061 Iteration 24Q: 3 clusters Score -719784.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 15560 members Entering Unmasked Estep Score: -719786.812500 Penalty: 879.125061 Iteration 25Q: 3 clusters Score -719786.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 15561 members Entering Unmasked Estep Score: -719788.437500 Penalty: 879.125061 Iteration 26Q: 3 clusters Score -719788.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 15562 members Entering Unmasked Estep Score: -719790.125000 Penalty: 879.125061 Iteration 27Q: 3 clusters Score -719790.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 15562 members Entering Unmasked Estep Score: -719790.125000 Penalty: 879.125061 Iteration 28F: 3 clusters Score -719790.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (1254 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1254 members Entering Unmasked Estep Score: -53508.062500 Penalty: 324.601257 Iteration 0F: 2 clusters Score -53508.06 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -52578.308594 Penalty: 649.202515 Iteration 0F: 3 clusters Score -52578.31 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -52856.656250 Penalty: 649.202515 Iteration 1F: 3 clusters Score -52856.66 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -52884.054688 Penalty: 649.202515 Iteration 2Q: 3 clusters Score -52884.05 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -52904.003906 Penalty: 649.202515 Iteration 3Q: 3 clusters Score -52904 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -52921.054688 Penalty: 649.202515 Iteration 4Q: 3 clusters Score -52921.05 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -52938.562500 Penalty: 649.202515 Iteration 5Q: 3 clusters Score -52938.56 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -52952.777344 Penalty: 649.202515 Iteration 6Q: 3 clusters Score -52952.78 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -52971.144531 Penalty: 649.202515 Iteration 7Q: 3 clusters Score -52971.14 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -53003.261719 Penalty: 649.202515 Iteration 8Q: 3 clusters Score -53003.26 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -53026.175781 Penalty: 649.202515 Iteration 9Q: 3 clusters Score -53026.18 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -53040.597656 Penalty: 649.202515 Iteration 10Q: 3 clusters Score -53040.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -53059.726562 Penalty: 649.202515 Iteration 11Q: 3 clusters Score -53059.73 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -53091.425781 Penalty: 649.202515 Iteration 12Q: 3 clusters Score -53091.43 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -53118.226562 Penalty: 649.202515 Iteration 13Q: 3 clusters Score -53118.23 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -53134.808594 Penalty: 649.202515 Iteration 14Q: 3 clusters Score -53134.81 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -53146.796875 Penalty: 649.202515 Iteration 15Q: 3 clusters Score -53146.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -53157.699219 Penalty: 649.202515 Iteration 16Q: 3 clusters Score -53157.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -53168.660156 Penalty: 649.202515 Iteration 17Q: 3 clusters Score -53168.66 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -53178.082031 Penalty: 649.202515 Iteration 18Q: 3 clusters Score -53178.08 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 1059 members Entering Unmasked Estep Score: -53185.558594 Penalty: 649.202515 Iteration 19Q: 3 clusters Score -53185.56 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -53190.000000 Penalty: 649.202515 Iteration 20F: 3 clusters Score -53190 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -53193.921875 Penalty: 649.202515 Iteration 21Q: 3 clusters Score -53193.92 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -53195.628906 Penalty: 649.202515 Iteration 22Q: 3 clusters Score -53195.63 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 1088 members Entering Unmasked Estep Score: -53197.738281 Penalty: 649.202515 Iteration 23Q: 3 clusters Score -53197.74 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -53199.554688 Penalty: 649.202515 Iteration 24Q: 3 clusters Score -53199.55 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 1095 members Entering Unmasked Estep Score: -53201.050781 Penalty: 649.202515 Iteration 25Q: 3 clusters Score -53201.05 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -53203.976562 Penalty: 649.202515 Iteration 26Q: 3 clusters Score -53203.98 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -53205.683594 Penalty: 649.202515 Iteration 27Q: 3 clusters Score -53205.68 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 1107 members Entering Unmasked Estep Score: -53206.281250 Penalty: 649.202515 Iteration 28Q: 3 clusters Score -53206.28 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -53207.941406 Penalty: 649.202515 Iteration 29Q: 3 clusters Score -53207.94 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -53210.023438 Penalty: 649.202515 Iteration 30Q: 3 clusters Score -53210.02 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 1116 members Entering Unmasked Estep Score: -53214.351562 Penalty: 649.202515 Iteration 31Q: 3 clusters Score -53214.35 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -53215.652344 Penalty: 649.202515 Iteration 32Q: 3 clusters Score -53215.65 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -53215.652344 Penalty: 649.202515 Iteration 33F: 3 clusters Score -53215.65 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (468 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Entering Unmasked Estep Score: -21561.333984 Penalty: 279.755310 Iteration 0F: 2 clusters Score -21561.33 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -21097.462891 Penalty: 559.510620 Iteration 0F: 3 clusters Score -21097.46 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -21200.785156 Penalty: 559.510620 Iteration 1F: 3 clusters Score -21200.79 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -21225.396484 Penalty: 559.510620 Iteration 2F: 3 clusters Score -21225.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -21233.882812 Penalty: 559.510620 Iteration 3Q: 3 clusters Score -21233.88 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -21239.228516 Penalty: 559.510620 Iteration 4Q: 3 clusters Score -21239.23 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -21244.787109 Penalty: 559.510620 Iteration 5Q: 3 clusters Score -21244.79 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -21247.382812 Penalty: 559.510620 Iteration 6Q: 3 clusters Score -21247.38 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -21248.339844 Penalty: 559.510620 Iteration 7Q: 3 clusters Score -21248.34 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -21250.632812 Penalty: 559.510620 Iteration 8Q: 3 clusters Score -21250.63 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -21251.990234 Penalty: 559.510620 Iteration 9Q: 3 clusters Score -21251.99 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -21252.132812 Penalty: 559.510620 Iteration 10Q: 3 clusters Score -21252.13 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -21252.798828 Penalty: 559.510620 Iteration 11Q: 3 clusters Score -21252.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -21253.025391 Penalty: 559.510620 Iteration 12Q: 3 clusters Score -21253.03 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -21253.025391 Penalty: 559.510620 Iteration 13F: 3 clusters Score -21253.03 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 887 members Mstep: Class 6 contains 936 members Mstep: Class 7 contains 1058 members Mstep: Class 8 contains 3519 members Mstep: Class 9 contains 22854 members Mstep: Class 10 contains 5635 members Mstep: Class 11 contains 1248 members Mstep: Class 12 contains 14684 members Mstep: Class 13 contains 17666 members Mstep: Class 14 contains 856 members Mstep: Class 15 contains 261191 members Mstep: Class 16 contains 1229 members Mstep: Class 17 contains 15689 members Mstep: Class 18 contains 1254 members Mstep: Class 19 contains 468 members Entering Unmasked Estep ConsiderDeletion Score: -15533969.000000 Penalty: 12249.329102 Iteration 39Q: 22 clusters Score -1.553397e+07 nChanged 1404 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 886 members Mstep: Class 3 contains 1450 members Mstep: Class 4 contains 315 members Mstep: Class 5 contains 1210 members Mstep: Class 6 contains 936 members Mstep: Class 7 contains 1126 members Mstep: Class 8 contains 3685 members Mstep: Class 9 contains 22984 members Mstep: Class 10 contains 5632 members Mstep: Class 11 contains 1232 members Mstep: Class 12 contains 14529 members Mstep: Class 13 contains 17602 members Mstep: Class 14 contains 961 members Mstep: Class 15 contains 261338 members Mstep: Class 16 contains 1287 members Mstep: Class 17 contains 15693 members Mstep: Class 18 contains 1241 members Mstep: Class 19 contains 466 members Mstep: Class 20 contains 366 members Mstep: Class 21 contains 16335 members Entering Unmasked Estep ConsiderDeletion Score: -15534562.000000 Penalty: 12249.329102 Iteration 40F: 22 clusters Score -1.553456e+07 nChanged 1728 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 885 members Mstep: Class 3 contains 1450 members Mstep: Class 4 contains 350 members Mstep: Class 5 contains 1188 members Mstep: Class 6 contains 936 members Mstep: Class 7 contains 1187 members Mstep: Class 8 contains 3785 members Mstep: Class 9 contains 23124 members Mstep: Class 10 contains 5630 members Mstep: Class 11 contains 1221 members Mstep: Class 12 contains 14349 members Mstep: Class 13 contains 17373 members Mstep: Class 14 contains 1014 members Mstep: Class 15 contains 260795 members Mstep: Class 16 contains 1325 members Mstep: Class 17 contains 15716 members Mstep: Class 18 contains 1236 members Mstep: Class 19 contains 466 members Mstep: Class 20 contains 362 members Mstep: Class 21 contains 16883 members Entering Unmasked Estep ConsiderDeletion Score: -15534912.000000 Penalty: 12249.329102 Iteration 41Q: 22 clusters Score -1.553491e+07 nChanged 1317 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 886 members Mstep: Class 3 contains 1450 members Mstep: Class 4 contains 367 members Mstep: Class 5 contains 1174 members Mstep: Class 6 contains 936 members Mstep: Class 7 contains 1233 members Mstep: Class 8 contains 3863 members Mstep: Class 9 contains 23277 members Mstep: Class 10 contains 5619 members Mstep: Class 11 contains 1204 members Mstep: Class 12 contains 14150 members Mstep: Class 13 contains 17192 members Mstep: Class 14 contains 1044 members Mstep: Class 15 contains 260417 members Mstep: Class 16 contains 1374 members Mstep: Class 17 contains 15739 members Mstep: Class 18 contains 1230 members Mstep: Class 19 contains 472 members Mstep: Class 20 contains 361 members Mstep: Class 21 contains 17287 members Entering Unmasked Estep ConsiderDeletion Score: -15535007.000000 Penalty: 12249.329102 Iteration 42Q: 22 clusters Score -1.553501e+07 nChanged 1089 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 888 members Mstep: Class 3 contains 1450 members Mstep: Class 4 contains 370 members Mstep: Class 5 contains 1172 members Mstep: Class 6 contains 936 members Mstep: Class 7 contains 1264 members Mstep: Class 8 contains 3939 members Mstep: Class 9 contains 23427 members Mstep: Class 10 contains 5605 members Mstep: Class 11 contains 1192 members Mstep: Class 12 contains 13973 members Mstep: Class 13 contains 17045 members Mstep: Class 14 contains 1053 members Mstep: Class 15 contains 260105 members Mstep: Class 16 contains 1419 members Mstep: Class 17 contains 15782 members Mstep: Class 18 contains 1227 members Mstep: Class 19 contains 472 members Mstep: Class 20 contains 361 members Mstep: Class 21 contains 17595 members Entering Unmasked Estep ConsiderDeletion Score: -15535147.000000 Penalty: 12249.329102 Iteration 43Q: 22 clusters Score -1.553515e+07 nChanged 995 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 886 members Mstep: Class 3 contains 1450 members Mstep: Class 4 contains 372 members Mstep: Class 5 contains 1174 members Mstep: Class 6 contains 936 members Mstep: Class 7 contains 1292 members Mstep: Class 8 contains 3999 members Mstep: Class 9 contains 23580 members Mstep: Class 10 contains 5596 members Mstep: Class 11 contains 1184 members Mstep: Class 12 contains 13777 members Mstep: Class 13 contains 16935 members Mstep: Class 14 contains 1062 members Mstep: Class 15 contains 259849 members Mstep: Class 16 contains 1455 members Mstep: Class 17 contains 15833 members Mstep: Class 18 contains 1221 members Mstep: Class 19 contains 475 members Mstep: Class 20 contains 361 members Mstep: Class 21 contains 17838 members Entering Unmasked Estep ConsiderDeletion Score: -15535225.000000 Penalty: 12249.329102 Iteration 44Q: 22 clusters Score -1.553522e+07 nChanged 897 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 883 members Mstep: Class 3 contains 1450 members Mstep: Class 4 contains 375 members Mstep: Class 5 contains 1178 members Mstep: Class 6 contains 936 members Mstep: Class 7 contains 1312 members Mstep: Class 8 contains 4059 members Mstep: Class 9 contains 23738 members Mstep: Class 10 contains 5588 members Mstep: Class 11 contains 1183 members Mstep: Class 12 contains 13573 members Mstep: Class 13 contains 16776 members Mstep: Class 14 contains 1065 members Mstep: Class 15 contains 259710 members Mstep: Class 16 contains 1493 members Mstep: Class 17 contains 15866 members Mstep: Class 18 contains 1204 members Mstep: Class 19 contains 479 members Mstep: Class 20 contains 361 members Mstep: Class 21 contains 18046 members Entering Unmasked Estep ConsiderDeletion Score: -15535420.000000 Penalty: 12249.329102 Iteration 45Q: 22 clusters Score -1.553542e+07 nChanged 905 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 877 members Mstep: Class 3 contains 1450 members Mstep: Class 4 contains 376 members Mstep: Class 5 contains 1177 members Mstep: Class 6 contains 936 members Mstep: Class 7 contains 1331 members Mstep: Class 8 contains 4116 members Mstep: Class 9 contains 23923 members Mstep: Class 10 contains 5583 members Mstep: Class 11 contains 1186 members Mstep: Class 12 contains 13345 members Mstep: Class 13 contains 16628 members Mstep: Class 14 contains 1065 members Mstep: Class 15 contains 259581 members Mstep: Class 16 contains 1551 members Mstep: Class 17 contains 15897 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 483 members Mstep: Class 20 contains 361 members Mstep: Class 21 contains 18223 members Entering Unmasked Estep ConsiderDeletion Score: -15535500.000000 Penalty: 12249.329102 Iteration 46Q: 22 clusters Score -1.55355e+07 nChanged 883 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 876 members Mstep: Class 3 contains 1450 members Mstep: Class 4 contains 381 members Mstep: Class 5 contains 1179 members Mstep: Class 6 contains 936 members Mstep: Class 7 contains 1346 members Mstep: Class 8 contains 4167 members Mstep: Class 9 contains 24108 members Mstep: Class 10 contains 5580 members Mstep: Class 11 contains 1179 members Mstep: Class 12 contains 13121 members Mstep: Class 13 contains 16470 members Mstep: Class 14 contains 1065 members Mstep: Class 15 contains 259453 members Mstep: Class 16 contains 1614 members Mstep: Class 17 contains 15929 members Mstep: Class 18 contains 1173 members Mstep: Class 19 contains 486 members Mstep: Class 20 contains 361 members Mstep: Class 21 contains 18401 members Entering Unmasked Estep ConsiderDeletion Score: -15535602.000000 Penalty: 12249.329102 Iteration 47Q: 22 clusters Score -1.55356e+07 nChanged 878 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 872 members Mstep: Class 3 contains 1450 members Mstep: Class 4 contains 380 members Mstep: Class 5 contains 1179 members Mstep: Class 6 contains 936 members Mstep: Class 7 contains 1375 members Mstep: Class 8 contains 4212 members Mstep: Class 9 contains 24286 members Mstep: Class 10 contains 5574 members Mstep: Class 11 contains 1174 members Mstep: Class 12 contains 12908 members Mstep: Class 13 contains 16307 members Mstep: Class 14 contains 1065 members Mstep: Class 15 contains 259339 members Mstep: Class 16 contains 1677 members Mstep: Class 17 contains 15952 members Mstep: Class 18 contains 1164 members Mstep: Class 19 contains 485 members Mstep: Class 20 contains 361 members Mstep: Class 21 contains 18579 members Entering Unmasked Estep ConsiderDeletion Score: -15535785.000000 Penalty: 12249.329102 Iteration 48Q: 22 clusters Score -1.553578e+07 nChanged 835 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 867 members Mstep: Class 3 contains 1450 members Mstep: Class 4 contains 378 members Mstep: Class 5 contains 1176 members Mstep: Class 6 contains 936 members Mstep: Class 7 contains 1400 members Mstep: Class 8 contains 4272 members Mstep: Class 9 contains 24448 members Mstep: Class 10 contains 5569 members Mstep: Class 11 contains 1167 members Mstep: Class 12 contains 12695 members Mstep: Class 13 contains 16133 members Mstep: Class 14 contains 1065 members Mstep: Class 15 contains 259265 members Mstep: Class 16 contains 1732 members Mstep: Class 17 contains 15968 members Mstep: Class 18 contains 1165 members Mstep: Class 19 contains 488 members Mstep: Class 20 contains 361 members Mstep: Class 21 contains 18740 members Entering Unmasked Estep ConsiderDeletion Score: -15535968.000000 Penalty: 12249.329102 Iteration 49Q: 22 clusters Score -1.553597e+07 nChanged 817 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 863 members Mstep: Class 3 contains 1450 members Mstep: Class 4 contains 378 members Mstep: Class 5 contains 1176 members Mstep: Class 6 contains 936 members Mstep: Class 7 contains 1416 members Mstep: Class 8 contains 4328 members Mstep: Class 9 contains 24610 members Mstep: Class 10 contains 5564 members Mstep: Class 11 contains 1160 members Mstep: Class 12 contains 12481 members Mstep: Class 13 contains 15966 members Mstep: Class 14 contains 1065 members Mstep: Class 15 contains 259218 members Mstep: Class 16 contains 1786 members Mstep: Class 17 contains 15991 members Mstep: Class 18 contains 1164 members Mstep: Class 19 contains 483 members Mstep: Class 20 contains 361 members Mstep: Class 21 contains 18879 members Entering Unmasked Estep ConsiderDeletion Score: -15536006.000000 Penalty: 12249.329102 Iteration 50Q: 22 clusters Score -1.553601e+07 nChanged 795 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 860 members Mstep: Class 3 contains 1450 members Mstep: Class 4 contains 377 members Mstep: Class 5 contains 1175 members Mstep: Class 6 contains 936 members Mstep: Class 7 contains 1435 members Mstep: Class 8 contains 4369 members Mstep: Class 9 contains 24757 members Mstep: Class 10 contains 5559 members Mstep: Class 11 contains 1157 members Mstep: Class 12 contains 12273 members Mstep: Class 13 contains 15800 members Mstep: Class 14 contains 1065 members Mstep: Class 15 contains 259173 members Mstep: Class 16 contains 1840 members Mstep: Class 17 contains 16017 members Mstep: Class 18 contains 1158 members Mstep: Class 19 contains 482 members Mstep: Class 20 contains 361 members Mstep: Class 21 contains 19031 members Entering Unmasked Estep ConsiderDeletion Score: -15536035.000000 Penalty: 12249.329102 Iteration 51Q: 22 clusters Score -1.553604e+07 nChanged 837 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 860 members Mstep: Class 3 contains 1450 members Mstep: Class 4 contains 377 members Mstep: Class 5 contains 1172 members Mstep: Class 6 contains 936 members Mstep: Class 7 contains 1461 members Mstep: Class 8 contains 4401 members Mstep: Class 9 contains 24913 members Mstep: Class 10 contains 5556 members Mstep: Class 11 contains 1168 members Mstep: Class 12 contains 12030 members Mstep: Class 13 contains 15625 members Mstep: Class 14 contains 1066 members Mstep: Class 15 contains 259128 members Mstep: Class 16 contains 1904 members Mstep: Class 17 contains 16039 members Mstep: Class 18 contains 1155 members Mstep: Class 19 contains 478 members Mstep: Class 20 contains 361 members Mstep: Class 21 contains 19195 members Entering Unmasked Estep ConsiderDeletion Score: -15536015.000000 Penalty: 12249.329102 Iteration 52Q: 22 clusters Score -1.553602e+07 nChanged 800 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 860 members Mstep: Class 3 contains 1450 members Mstep: Class 4 contains 375 members Mstep: Class 5 contains 1172 members Mstep: Class 6 contains 936 members Mstep: Class 7 contains 1488 members Mstep: Class 8 contains 4417 members Mstep: Class 9 contains 25075 members Mstep: Class 10 contains 5557 members Mstep: Class 11 contains 1159 members Mstep: Class 12 contains 11778 members Mstep: Class 13 contains 15492 members Mstep: Class 14 contains 1067 members Mstep: Class 15 contains 259088 members Mstep: Class 16 contains 1970 members Mstep: Class 17 contains 16060 members Mstep: Class 18 contains 1151 members Mstep: Class 19 contains 475 members Mstep: Class 20 contains 361 members Mstep: Class 21 contains 19344 members Entering Unmasked Estep ConsiderDeletion Score: -15536193.000000 Penalty: 12249.329102 Iteration 53Q: 22 clusters Score -1.553619e+07 nChanged 727 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 860 members Mstep: Class 3 contains 1450 members Mstep: Class 4 contains 377 members Mstep: Class 5 contains 1174 members Mstep: Class 6 contains 936 members Mstep: Class 7 contains 1501 members Mstep: Class 8 contains 4418 members Mstep: Class 9 contains 25237 members Mstep: Class 10 contains 5556 members Mstep: Class 11 contains 1152 members Mstep: Class 12 contains 11553 members Mstep: Class 13 contains 15352 members Mstep: Class 14 contains 1069 members Mstep: Class 15 contains 259039 members Mstep: Class 16 contains 2034 members Mstep: Class 17 contains 16078 members Mstep: Class 18 contains 1150 members Mstep: Class 19 contains 475 members Mstep: Class 20 contains 361 members Mstep: Class 21 contains 19503 members Entering Unmasked Estep ConsiderDeletion Score: -15536298.000000 Penalty: 12249.329102 Iteration 54Q: 22 clusters Score -1.55363e+07 nChanged 727 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 860 members Mstep: Class 3 contains 1450 members Mstep: Class 4 contains 379 members Mstep: Class 5 contains 1172 members Mstep: Class 6 contains 936 members Mstep: Class 7 contains 1519 members Mstep: Class 8 contains 4414 members Mstep: Class 9 contains 25382 members Mstep: Class 10 contains 5555 members Mstep: Class 11 contains 1141 members Mstep: Class 12 contains 11354 members Mstep: Class 13 contains 15216 members Mstep: Class 14 contains 1069 members Mstep: Class 15 contains 258981 members Mstep: Class 16 contains 2095 members Mstep: Class 17 contains 16097 members Mstep: Class 18 contains 1151 members Mstep: Class 19 contains 472 members Mstep: Class 20 contains 361 members Mstep: Class 21 contains 19671 members Entering Unmasked Estep ConsiderDeletion Score: -15536348.000000 Penalty: 12249.329102 Iteration 55Q: 22 clusters Score -1.553635e+07 nChanged 755 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 860 members Mstep: Class 3 contains 1450 members Mstep: Class 4 contains 378 members Mstep: Class 5 contains 1177 members Mstep: Class 6 contains 936 members Mstep: Class 7 contains 1545 members Mstep: Class 8 contains 4407 members Mstep: Class 9 contains 25546 members Mstep: Class 10 contains 5551 members Mstep: Class 11 contains 1130 members Mstep: Class 12 contains 11132 members Mstep: Class 13 contains 15069 members Mstep: Class 14 contains 1069 members Mstep: Class 15 contains 258907 members Mstep: Class 16 contains 2144 members Mstep: Class 17 contains 16116 members Mstep: Class 18 contains 1154 members Mstep: Class 19 contains 464 members Mstep: Class 20 contains 361 members Mstep: Class 21 contains 19879 members Entering Unmasked Estep ConsiderDeletion Score: -15536355.000000 Penalty: 12249.329102 Iteration 56Q: 22 clusters Score -1.553636e+07 nChanged 746 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 860 members Mstep: Class 3 contains 1450 members Mstep: Class 4 contains 378 members Mstep: Class 5 contains 1185 members Mstep: Class 6 contains 936 members Mstep: Class 7 contains 1572 members Mstep: Class 8 contains 4390 members Mstep: Class 9 contains 25693 members Mstep: Class 10 contains 5552 members Mstep: Class 11 contains 1125 members Mstep: Class 12 contains 10911 members Mstep: Class 13 contains 14918 members Mstep: Class 14 contains 1069 members Mstep: Class 15 contains 258868 members Mstep: Class 16 contains 2209 members Mstep: Class 17 contains 16134 members Mstep: Class 18 contains 1156 members Mstep: Class 19 contains 464 members Mstep: Class 20 contains 361 members Mstep: Class 21 contains 20044 members Entering Unmasked Estep ConsiderDeletion Score: -15536367.000000 Penalty: 12249.329102 Iteration 57Q: 22 clusters Score -1.553637e+07 nChanged 719 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 860 members Mstep: Class 3 contains 1450 members Mstep: Class 4 contains 377 members Mstep: Class 5 contains 1191 members Mstep: Class 6 contains 936 members Mstep: Class 7 contains 1595 members Mstep: Class 8 contains 4374 members Mstep: Class 9 contains 25831 members Mstep: Class 10 contains 5553 members Mstep: Class 11 contains 1119 members Mstep: Class 12 contains 10687 members Mstep: Class 13 contains 14777 members Mstep: Class 14 contains 1069 members Mstep: Class 15 contains 258843 members Mstep: Class 16 contains 2275 members Mstep: Class 17 contains 16142 members Mstep: Class 18 contains 1161 members Mstep: Class 19 contains 464 members Mstep: Class 20 contains 361 members Mstep: Class 21 contains 20210 members Entering Unmasked Estep ConsiderDeletion Score: -15536473.000000 Penalty: 12249.329102 Iteration 58Q: 22 clusters Score -1.553647e+07 nChanged 700 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 860 members Mstep: Class 3 contains 1450 members Mstep: Class 4 contains 377 members Mstep: Class 5 contains 1195 members Mstep: Class 6 contains 936 members Mstep: Class 7 contains 1613 members Mstep: Class 8 contains 4357 members Mstep: Class 9 contains 25984 members Mstep: Class 10 contains 5552 members Mstep: Class 11 contains 1096 members Mstep: Class 12 contains 10476 members Mstep: Class 13 contains 14633 members Mstep: Class 14 contains 1069 members Mstep: Class 15 contains 258821 members Mstep: Class 16 contains 2346 members Mstep: Class 17 contains 16151 members Mstep: Class 18 contains 1166 members Mstep: Class 19 contains 460 members Mstep: Class 20 contains 361 members Mstep: Class 21 contains 20372 members Entering Unmasked Estep ConsiderDeletion Score: -15536520.000000 Penalty: 12249.329102 Iteration 59Q: 22 clusters Score -1.553652e+07 nChanged 699 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 860 members Mstep: Class 3 contains 1450 members Mstep: Class 4 contains 375 members Mstep: Class 5 contains 1195 members Mstep: Class 6 contains 936 members Mstep: Class 7 contains 1632 members Mstep: Class 8 contains 4329 members Mstep: Class 9 contains 26128 members Mstep: Class 10 contains 5549 members Mstep: Class 11 contains 1084 members Mstep: Class 12 contains 10271 members Mstep: Class 13 contains 14486 members Mstep: Class 14 contains 1069 members Mstep: Class 15 contains 258805 members Mstep: Class 16 contains 2419 members Mstep: Class 17 contains 16158 members Mstep: Class 18 contains 1169 members Mstep: Class 19 contains 462 members Mstep: Class 20 contains 361 members Mstep: Class 21 contains 20537 members Entering Unmasked Estep ConsiderDeletion Score: -15536568.000000 Penalty: 12249.329102 Iteration 60F: 22 clusters Score -1.553657e+07 nChanged 657 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 860 members Mstep: Class 3 contains 1450 members Mstep: Class 4 contains 377 members Mstep: Class 5 contains 1194 members Mstep: Class 6 contains 936 members Mstep: Class 7 contains 1650 members Mstep: Class 8 contains 4299 members Mstep: Class 9 contains 26242 members Mstep: Class 10 contains 5549 members Mstep: Class 11 contains 1090 members Mstep: Class 12 contains 10097 members Mstep: Class 13 contains 14361 members Mstep: Class 14 contains 1069 members Mstep: Class 15 contains 258769 members Mstep: Class 16 contains 2498 members Mstep: Class 17 contains 16165 members Mstep: Class 18 contains 1173 members Mstep: Class 19 contains 457 members Mstep: Class 20 contains 361 members Mstep: Class 21 contains 20678 members Entering Unmasked Estep ConsiderDeletion Score: -15536667.000000 Penalty: 12249.329102 Iteration 61Q: 22 clusters Score -1.553667e+07 nChanged 669 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 860 members Mstep: Class 3 contains 1450 members Mstep: Class 4 contains 375 members Mstep: Class 5 contains 1193 members Mstep: Class 6 contains 936 members Mstep: Class 7 contains 1686 members Mstep: Class 8 contains 4266 members Mstep: Class 9 contains 26330 members Mstep: Class 10 contains 5546 members Mstep: Class 11 contains 1091 members Mstep: Class 12 contains 9913 members Mstep: Class 13 contains 14225 members Mstep: Class 14 contains 1069 members Mstep: Class 15 contains 258762 members Mstep: Class 16 contains 2572 members Mstep: Class 17 contains 16172 members Mstep: Class 18 contains 1180 members Mstep: Class 19 contains 453 members Mstep: Class 20 contains 361 members Mstep: Class 21 contains 20835 members Entering Unmasked Estep ConsiderDeletion Score: -15536650.000000 Penalty: 12249.329102 Iteration 62Q: 22 clusters Score -1.553665e+07 nChanged 651 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 860 members Mstep: Class 3 contains 1450 members Mstep: Class 4 contains 377 members Mstep: Class 5 contains 1190 members Mstep: Class 6 contains 936 members Mstep: Class 7 contains 1718 members Mstep: Class 8 contains 4234 members Mstep: Class 9 contains 26422 members Mstep: Class 10 contains 5541 members Mstep: Class 11 contains 1088 members Mstep: Class 12 contains 9729 members Mstep: Class 13 contains 14102 members Mstep: Class 14 contains 1068 members Mstep: Class 15 contains 258755 members Mstep: Class 16 contains 2647 members Mstep: Class 17 contains 16172 members Mstep: Class 18 contains 1187 members Mstep: Class 19 contains 451 members Mstep: Class 20 contains 361 members Mstep: Class 21 contains 20987 members Entering Unmasked Estep ConsiderDeletion Score: -15536735.000000 Penalty: 12249.329102 Iteration 63Q: 22 clusters Score -1.553674e+07 nChanged 606 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 860 members Mstep: Class 3 contains 1450 members Mstep: Class 4 contains 377 members Mstep: Class 5 contains 1193 members Mstep: Class 6 contains 936 members Mstep: Class 7 contains 1735 members Mstep: Class 8 contains 4204 members Mstep: Class 9 contains 26515 members Mstep: Class 10 contains 5529 members Mstep: Class 11 contains 1099 members Mstep: Class 12 contains 9555 members Mstep: Class 13 contains 13968 members Mstep: Class 14 contains 1068 members Mstep: Class 15 contains 258769 members Mstep: Class 16 contains 2710 members Mstep: Class 17 contains 16181 members Mstep: Class 18 contains 1193 members Mstep: Class 19 contains 445 members Mstep: Class 20 contains 361 members Mstep: Class 21 contains 21127 members Entering Unmasked Estep ConsiderDeletion Score: -15536815.000000 Penalty: 12249.329102 Iteration 64Q: 22 clusters Score -1.553682e+07 nChanged 537 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 860 members Mstep: Class 3 contains 1450 members Mstep: Class 4 contains 377 members Mstep: Class 5 contains 1192 members Mstep: Class 6 contains 936 members Mstep: Class 7 contains 1756 members Mstep: Class 8 contains 4184 members Mstep: Class 9 contains 26594 members Mstep: Class 10 contains 5523 members Mstep: Class 11 contains 1096 members Mstep: Class 12 contains 9397 members Mstep: Class 13 contains 13872 members Mstep: Class 14 contains 1068 members Mstep: Class 15 contains 258793 members Mstep: Class 16 contains 2768 members Mstep: Class 17 contains 16187 members Mstep: Class 18 contains 1196 members Mstep: Class 19 contains 440 members Mstep: Class 20 contains 361 members Mstep: Class 21 contains 21225 members Entering Unmasked Estep ConsiderDeletion Score: -15536854.000000 Penalty: 12249.329102 Iteration 65Q: 22 clusters Score -1.553685e+07 nChanged 516 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 860 members Mstep: Class 3 contains 1450 members Mstep: Class 4 contains 376 members Mstep: Class 5 contains 1191 members Mstep: Class 6 contains 936 members Mstep: Class 7 contains 1777 members Mstep: Class 8 contains 4154 members Mstep: Class 9 contains 26678 members Mstep: Class 10 contains 5519 members Mstep: Class 11 contains 1091 members Mstep: Class 12 contains 9241 members Mstep: Class 13 contains 13783 members Mstep: Class 14 contains 1068 members Mstep: Class 15 contains 258813 members Mstep: Class 16 contains 2833 members Mstep: Class 17 contains 16188 members Mstep: Class 18 contains 1197 members Mstep: Class 19 contains 438 members Mstep: Class 20 contains 361 members Mstep: Class 21 contains 21321 members Entering Unmasked Estep ConsiderDeletion Score: -15536884.000000 Penalty: 12249.329102 Iteration 66Q: 22 clusters Score -1.553688e+07 nChanged 506 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 860 members Mstep: Class 3 contains 1450 members Mstep: Class 4 contains 376 members Mstep: Class 5 contains 1189 members Mstep: Class 6 contains 936 members Mstep: Class 7 contains 1796 members Mstep: Class 8 contains 4118 members Mstep: Class 9 contains 26761 members Mstep: Class 10 contains 5514 members Mstep: Class 11 contains 1089 members Mstep: Class 12 contains 9084 members Mstep: Class 13 contains 13680 members Mstep: Class 14 contains 1068 members Mstep: Class 15 contains 258838 members Mstep: Class 16 contains 2892 members Mstep: Class 17 contains 16191 members Mstep: Class 18 contains 1199 members Mstep: Class 19 contains 439 members Mstep: Class 20 contains 362 members Mstep: Class 21 contains 21433 members Entering Unmasked Estep ConsiderDeletion Score: -15536947.000000 Penalty: 12249.329102 Iteration 67Q: 22 clusters Score -1.553695e+07 nChanged 505 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 860 members Mstep: Class 3 contains 1450 members Mstep: Class 4 contains 377 members Mstep: Class 5 contains 1187 members Mstep: Class 6 contains 936 members Mstep: Class 7 contains 1812 members Mstep: Class 8 contains 4072 members Mstep: Class 9 contains 26836 members Mstep: Class 10 contains 5508 members Mstep: Class 11 contains 1082 members Mstep: Class 12 contains 8931 members Mstep: Class 13 contains 13580 members Mstep: Class 14 contains 1069 members Mstep: Class 15 contains 258873 members Mstep: Class 16 contains 2948 members Mstep: Class 17 contains 16193 members Mstep: Class 18 contains 1200 members Mstep: Class 19 contains 436 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 21562 members Entering Unmasked Estep ConsiderDeletion Score: -15536940.000000 Penalty: 12249.329102 Iteration 68Q: 22 clusters Score -1.553694e+07 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 860 members Mstep: Class 3 contains 1450 members Mstep: Class 4 contains 373 members Mstep: Class 5 contains 1184 members Mstep: Class 6 contains 936 members Mstep: Class 7 contains 1826 members Mstep: Class 8 contains 4030 members Mstep: Class 9 contains 26916 members Mstep: Class 10 contains 5505 members Mstep: Class 11 contains 1075 members Mstep: Class 12 contains 8798 members Mstep: Class 13 contains 13486 members Mstep: Class 14 contains 1070 members Mstep: Class 15 contains 258888 members Mstep: Class 16 contains 3005 members Mstep: Class 17 contains 16194 members Mstep: Class 18 contains 1200 members Mstep: Class 19 contains 437 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 21679 members Entering Unmasked Estep ConsiderDeletion Score: -15536966.000000 Penalty: 12249.329102 Iteration 69Q: 22 clusters Score -1.553697e+07 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 860 members Mstep: Class 3 contains 1450 members Mstep: Class 4 contains 372 members Mstep: Class 5 contains 1182 members Mstep: Class 6 contains 936 members Mstep: Class 7 contains 1838 members Mstep: Class 8 contains 3995 members Mstep: Class 9 contains 26982 members Mstep: Class 10 contains 5503 members Mstep: Class 11 contains 1072 members Mstep: Class 12 contains 8674 members Mstep: Class 13 contains 13404 members Mstep: Class 14 contains 1070 members Mstep: Class 15 contains 258907 members Mstep: Class 16 contains 3063 members Mstep: Class 17 contains 16196 members Mstep: Class 18 contains 1199 members Mstep: Class 19 contains 438 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 21771 members Entering Unmasked Estep ConsiderDeletion Score: -15537011.000000 Penalty: 12249.329102 Iteration 70Q: 22 clusters Score -1.553701e+07 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 860 members Mstep: Class 3 contains 1450 members Mstep: Class 4 contains 372 members Mstep: Class 5 contains 1174 members Mstep: Class 6 contains 936 members Mstep: Class 7 contains 1843 members Mstep: Class 8 contains 3981 members Mstep: Class 9 contains 27052 members Mstep: Class 10 contains 5499 members Mstep: Class 11 contains 1069 members Mstep: Class 12 contains 8544 members Mstep: Class 13 contains 13320 members Mstep: Class 14 contains 1070 members Mstep: Class 15 contains 258950 members Mstep: Class 16 contains 3106 members Mstep: Class 17 contains 16197 members Mstep: Class 18 contains 1199 members Mstep: Class 19 contains 442 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 21848 members Entering Unmasked Estep ConsiderDeletion Score: -15537018.000000 Penalty: 12249.329102 Iteration 71Q: 22 clusters Score -1.553702e+07 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 860 members Mstep: Class 3 contains 1450 members Mstep: Class 4 contains 371 members Mstep: Class 5 contains 1167 members Mstep: Class 6 contains 936 members Mstep: Class 7 contains 1847 members Mstep: Class 8 contains 3959 members Mstep: Class 9 contains 27129 members Mstep: Class 10 contains 5494 members Mstep: Class 11 contains 1066 members Mstep: Class 12 contains 8409 members Mstep: Class 13 contains 13246 members Mstep: Class 14 contains 1070 members Mstep: Class 15 contains 258994 members Mstep: Class 16 contains 3155 members Mstep: Class 17 contains 16200 members Mstep: Class 18 contains 1199 members Mstep: Class 19 contains 448 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 21912 members Entering Unmasked Estep ConsiderDeletion Score: -15537040.000000 Penalty: 12249.329102 Iteration 72Q: 22 clusters Score -1.553704e+07 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 860 members Mstep: Class 3 contains 1450 members Mstep: Class 4 contains 370 members Mstep: Class 5 contains 1165 members Mstep: Class 6 contains 936 members Mstep: Class 7 contains 1859 members Mstep: Class 8 contains 3938 members Mstep: Class 9 contains 27180 members Mstep: Class 10 contains 5490 members Mstep: Class 11 contains 1062 members Mstep: Class 12 contains 8284 members Mstep: Class 13 contains 13175 members Mstep: Class 14 contains 1070 members Mstep: Class 15 contains 259040 members Mstep: Class 16 contains 3193 members Mstep: Class 17 contains 16202 members Mstep: Class 18 contains 1200 members Mstep: Class 19 contains 450 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 21988 members Entering Unmasked Estep ConsiderDeletion Score: -15537118.000000 Penalty: 12249.329102 Iteration 73Q: 22 clusters Score -1.553712e+07 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 860 members Mstep: Class 3 contains 1450 members Mstep: Class 4 contains 370 members Mstep: Class 5 contains 1168 members Mstep: Class 6 contains 936 members Mstep: Class 7 contains 1866 members Mstep: Class 8 contains 3902 members Mstep: Class 9 contains 27252 members Mstep: Class 10 contains 5487 members Mstep: Class 11 contains 1053 members Mstep: Class 12 contains 8153 members Mstep: Class 13 contains 13090 members Mstep: Class 14 contains 1070 members Mstep: Class 15 contains 259093 members Mstep: Class 16 contains 3230 members Mstep: Class 17 contains 16202 members Mstep: Class 18 contains 1202 members Mstep: Class 19 contains 454 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 22074 members Entering Unmasked Estep ConsiderDeletion Score: -15537174.000000 Penalty: 12249.329102 Iteration 74Q: 22 clusters Score -1.553717e+07 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 860 members Mstep: Class 3 contains 1450 members Mstep: Class 4 contains 370 members Mstep: Class 5 contains 1168 members Mstep: Class 6 contains 936 members Mstep: Class 7 contains 1873 members Mstep: Class 8 contains 3881 members Mstep: Class 9 contains 27324 members Mstep: Class 10 contains 5482 members Mstep: Class 11 contains 1043 members Mstep: Class 12 contains 8031 members Mstep: Class 13 contains 12994 members Mstep: Class 14 contains 1070 members Mstep: Class 15 contains 259128 members Mstep: Class 16 contains 3256 members Mstep: Class 17 contains 16204 members Mstep: Class 18 contains 1204 members Mstep: Class 19 contains 460 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 22178 members Entering Unmasked Estep ConsiderDeletion Score: -15537146.000000 Penalty: 12249.329102 Iteration 75Q: 22 clusters Score -1.553715e+07 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 860 members Mstep: Class 3 contains 1450 members Mstep: Class 4 contains 369 members Mstep: Class 5 contains 1164 members Mstep: Class 6 contains 936 members Mstep: Class 7 contains 1886 members Mstep: Class 8 contains 3859 members Mstep: Class 9 contains 27383 members Mstep: Class 10 contains 5481 members Mstep: Class 11 contains 1036 members Mstep: Class 12 contains 7908 members Mstep: Class 13 contains 12892 members Mstep: Class 14 contains 1070 members Mstep: Class 15 contains 259150 members Mstep: Class 16 contains 3291 members Mstep: Class 17 contains 16214 members Mstep: Class 18 contains 1207 members Mstep: Class 19 contains 463 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 22293 members Entering Unmasked Estep ConsiderDeletion Score: -15537207.000000 Penalty: 12249.329102 Iteration 76Q: 22 clusters Score -1.553721e+07 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 860 members Mstep: Class 3 contains 1450 members Mstep: Class 4 contains 367 members Mstep: Class 5 contains 1158 members Mstep: Class 6 contains 936 members Mstep: Class 7 contains 1903 members Mstep: Class 8 contains 3839 members Mstep: Class 9 contains 27442 members Mstep: Class 10 contains 5480 members Mstep: Class 11 contains 1028 members Mstep: Class 12 contains 7786 members Mstep: Class 13 contains 12780 members Mstep: Class 14 contains 1070 members Mstep: Class 15 contains 259168 members Mstep: Class 16 contains 3323 members Mstep: Class 17 contains 16223 members Mstep: Class 18 contains 1208 members Mstep: Class 19 contains 468 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 22423 members Entering Unmasked Estep ConsiderDeletion Score: -15537226.000000 Penalty: 12249.329102 Iteration 77Q: 22 clusters Score -1.553723e+07 nChanged 460 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 860 members Mstep: Class 3 contains 1450 members Mstep: Class 4 contains 366 members Mstep: Class 5 contains 1156 members Mstep: Class 6 contains 936 members Mstep: Class 7 contains 1926 members Mstep: Class 8 contains 3810 members Mstep: Class 9 contains 27479 members Mstep: Class 10 contains 5485 members Mstep: Class 11 contains 1021 members Mstep: Class 12 contains 7680 members Mstep: Class 13 contains 12677 members Mstep: Class 14 contains 1070 members Mstep: Class 15 contains 259178 members Mstep: Class 16 contains 3363 members Mstep: Class 17 contains 16235 members Mstep: Class 18 contains 1210 members Mstep: Class 19 contains 476 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 22534 members Entering Unmasked Estep ConsiderDeletion Score: -15537291.000000 Penalty: 12249.329102 Iteration 78Q: 22 clusters Score -1.553729e+07 nChanged 448 Entering ConstructFrom: Score: -15537291.000000 Penalty: 12249.329102 Entering ConstructFrom: Trying to split cluster 1 (181 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Entering Unmasked Estep Score: -7547.692871 Penalty: 236.531601 Iteration 0F: 2 clusters Score -7547.693 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -7280.214844 Penalty: 473.063202 Iteration 0F: 3 clusters Score -7280.215 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -7327.234863 Penalty: 473.063202 Iteration 1F: 3 clusters Score -7327.235 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -7340.982910 Penalty: 473.063202 Iteration 2Q: 3 clusters Score -7340.983 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -7342.279785 Penalty: 473.063202 Iteration 3Q: 3 clusters Score -7342.28 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -7342.934570 Penalty: 473.063202 Iteration 4Q: 3 clusters Score -7342.935 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -7343.686035 Penalty: 473.063202 Iteration 5Q: 3 clusters Score -7343.686 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -7343.686035 Penalty: 473.063202 Iteration 6F: 3 clusters Score -7343.686 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (860 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Entering Unmasked Estep Score: -43042.039062 Penalty: 307.440430 Iteration 0F: 2 clusters Score -43042.04 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -42317.550781 Penalty: 614.880859 Iteration 0F: 3 clusters Score -42317.55 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -42509.968750 Penalty: 614.880859 Iteration 1F: 3 clusters Score -42509.97 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -42533.132812 Penalty: 614.880859 Iteration 2F: 3 clusters Score -42533.13 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -42552.152344 Penalty: 614.880859 Iteration 3Q: 3 clusters Score -42552.15 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -42571.636719 Penalty: 614.880859 Iteration 4Q: 3 clusters Score -42571.64 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -42581.117188 Penalty: 614.880859 Iteration 5Q: 3 clusters Score -42581.12 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -42588.710938 Penalty: 614.880859 Iteration 6Q: 3 clusters Score -42588.71 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -42592.523438 Penalty: 614.880859 Iteration 7Q: 3 clusters Score -42592.52 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -42599.230469 Penalty: 614.880859 Iteration 8Q: 3 clusters Score -42599.23 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -42602.167969 Penalty: 614.880859 Iteration 9Q: 3 clusters Score -42602.17 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -42604.507812 Penalty: 614.880859 Iteration 10Q: 3 clusters Score -42604.51 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -42610.250000 Penalty: 614.880859 Iteration 11Q: 3 clusters Score -42610.25 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -42615.437500 Penalty: 614.880859 Iteration 12Q: 3 clusters Score -42615.44 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -42619.867188 Penalty: 614.880859 Iteration 13Q: 3 clusters Score -42619.87 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -42625.699219 Penalty: 614.880859 Iteration 14Q: 3 clusters Score -42625.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -42630.035156 Penalty: 614.880859 Iteration 15Q: 3 clusters Score -42630.04 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -42634.320312 Penalty: 614.880859 Iteration 16Q: 3 clusters Score -42634.32 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -42637.359375 Penalty: 614.880859 Iteration 17Q: 3 clusters Score -42637.36 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -42639.386719 Penalty: 614.880859 Iteration 18Q: 3 clusters Score -42639.39 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -42642.242188 Penalty: 614.880859 Iteration 19Q: 3 clusters Score -42642.24 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -42645.347656 Penalty: 614.880859 Iteration 20F: 3 clusters Score -42645.35 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -42646.726562 Penalty: 614.880859 Iteration 21Q: 3 clusters Score -42646.73 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -42648.718750 Penalty: 614.880859 Iteration 22Q: 3 clusters Score -42648.72 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -42654.882812 Penalty: 614.880859 Iteration 23Q: 3 clusters Score -42654.88 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -42660.402344 Penalty: 614.880859 Iteration 24Q: 3 clusters Score -42660.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -42663.703125 Penalty: 614.880859 Iteration 25Q: 3 clusters Score -42663.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -42665.792969 Penalty: 614.880859 Iteration 26Q: 3 clusters Score -42665.79 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -42666.710938 Penalty: 614.880859 Iteration 27Q: 3 clusters Score -42666.71 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -42666.710938 Penalty: 614.880859 Iteration 28F: 3 clusters Score -42666.71 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (1450 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1450 members Entering Unmasked Estep Score: -51492.589844 Penalty: 331.209015 Iteration 0F: 2 clusters Score -51492.59 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 717 members Entering Unmasked Estep Score: -50461.652344 Penalty: 662.418030 Iteration 0F: 3 clusters Score -50461.65 nChanged 591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -51033.003906 Penalty: 662.418030 Iteration 1F: 3 clusters Score -51033 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -51606.250000 Penalty: 662.418030 Iteration 2F: 3 clusters Score -51606.25 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -51932.722656 Penalty: 662.418030 Iteration 3F: 3 clusters Score -51932.72 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -52067.304688 Penalty: 662.418030 Iteration 4F: 3 clusters Score -52067.3 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -52137.312500 Penalty: 662.418030 Iteration 5Q: 3 clusters Score -52137.31 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -52161.339844 Penalty: 662.418030 Iteration 6Q: 3 clusters Score -52161.34 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -52188.078125 Penalty: 662.418030 Iteration 7Q: 3 clusters Score -52188.08 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -52203.457031 Penalty: 662.418030 Iteration 8Q: 3 clusters Score -52203.46 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -52207.074219 Penalty: 662.418030 Iteration 9Q: 3 clusters Score -52207.07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1246 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -52208.035156 Penalty: 662.418030 Iteration 10Q: 3 clusters Score -52208.04 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1246 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -52208.035156 Penalty: 662.418030 Iteration 11F: 3 clusters Score -52208.04 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 860 members Mstep: Class 3 contains 1246 members Mstep: Class 4 contains 364 members Mstep: Class 5 contains 1159 members Mstep: Class 6 contains 936 members Mstep: Class 7 contains 1949 members Mstep: Class 8 contains 3773 members Mstep: Class 9 contains 27531 members Mstep: Class 10 contains 5492 members Mstep: Class 11 contains 1012 members Mstep: Class 12 contains 7570 members Mstep: Class 13 contains 12576 members Mstep: Class 14 contains 1070 members Mstep: Class 15 contains 259192 members Mstep: Class 16 contains 3392 members Mstep: Class 17 contains 16238 members Mstep: Class 18 contains 1210 members Mstep: Class 19 contains 479 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 22659 members Mstep: Class 22 contains 204 members Entering Unmasked Estep Score: -15537722.000000 Penalty: 12832.630859 Splitting cluster 3 changes total score from -15537291.000000 to -15537722.000000 So it's getting split into cluster 22. Entering ConstructFrom: Trying to split cluster 4 (364 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Entering Unmasked Estep Score: -13544.229492 Penalty: 268.320496 Iteration 0F: 2 clusters Score -13544.23 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -13146.700195 Penalty: 536.640991 Iteration 0F: 3 clusters Score -13146.7 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -13233.197266 Penalty: 536.640991 Iteration 1F: 3 clusters Score -13233.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -13254.581055 Penalty: 536.640991 Iteration 2F: 3 clusters Score -13254.58 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -13265.866211 Penalty: 536.640991 Iteration 3Q: 3 clusters Score -13265.87 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -13275.625000 Penalty: 536.640991 Iteration 4Q: 3 clusters Score -13275.62 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -13285.191406 Penalty: 536.640991 Iteration 5Q: 3 clusters Score -13285.19 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -13291.808594 Penalty: 536.640991 Iteration 6Q: 3 clusters Score -13291.81 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -13294.151367 Penalty: 536.640991 Iteration 7Q: 3 clusters Score -13294.15 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -13294.627930 Penalty: 536.640991 Iteration 8Q: 3 clusters Score -13294.63 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -13294.627930 Penalty: 536.640991 Iteration 9F: 3 clusters Score -13294.63 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (1159 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Entering Unmasked Estep Score: -44454.097656 Penalty: 321.016724 Iteration 0F: 2 clusters Score -44454.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -43549.468750 Penalty: 642.033447 Iteration 0F: 3 clusters Score -43549.47 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -43790.914062 Penalty: 642.033447 Iteration 1F: 3 clusters Score -43790.91 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -43850.750000 Penalty: 642.033447 Iteration 2F: 3 clusters Score -43850.75 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -43891.808594 Penalty: 642.033447 Iteration 3F: 3 clusters Score -43891.81 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -43935.109375 Penalty: 642.033447 Iteration 4Q: 3 clusters Score -43935.11 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -43976.183594 Penalty: 642.033447 Iteration 5Q: 3 clusters Score -43976.18 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -44022.308594 Penalty: 642.033447 Iteration 6F: 3 clusters Score -44022.31 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -44056.140625 Penalty: 642.033447 Iteration 7Q: 3 clusters Score -44056.14 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -44079.792969 Penalty: 642.033447 Iteration 8Q: 3 clusters Score -44079.79 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -44104.996094 Penalty: 642.033447 Iteration 9Q: 3 clusters Score -44105 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -44123.976562 Penalty: 642.033447 Iteration 10Q: 3 clusters Score -44123.98 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -44137.695312 Penalty: 642.033447 Iteration 11Q: 3 clusters Score -44137.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -44145.152344 Penalty: 642.033447 Iteration 12Q: 3 clusters Score -44145.15 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -44155.058594 Penalty: 642.033447 Iteration 13Q: 3 clusters Score -44155.06 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -44168.843750 Penalty: 642.033447 Iteration 14Q: 3 clusters Score -44168.84 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -44179.378906 Penalty: 642.033447 Iteration 15Q: 3 clusters Score -44179.38 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -44186.355469 Penalty: 642.033447 Iteration 16Q: 3 clusters Score -44186.36 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -44188.164062 Penalty: 642.033447 Iteration 17Q: 3 clusters Score -44188.16 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -44191.335938 Penalty: 642.033447 Iteration 18Q: 3 clusters Score -44191.34 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -44192.843750 Penalty: 642.033447 Iteration 19Q: 3 clusters Score -44192.84 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -44203.292969 Penalty: 642.033447 Iteration 20F: 3 clusters Score -44203.29 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -44225.589844 Penalty: 642.033447 Iteration 21Q: 3 clusters Score -44225.59 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -44249.570312 Penalty: 642.033447 Iteration 22Q: 3 clusters Score -44249.57 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -44276.660156 Penalty: 642.033447 Iteration 23Q: 3 clusters Score -44276.66 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -44306.378906 Penalty: 642.033447 Iteration 24Q: 3 clusters Score -44306.38 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -44327.964844 Penalty: 642.033447 Iteration 25Q: 3 clusters Score -44327.96 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -44347.410156 Penalty: 642.033447 Iteration 26Q: 3 clusters Score -44347.41 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -44358.242188 Penalty: 642.033447 Iteration 27Q: 3 clusters Score -44358.24 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -44371.449219 Penalty: 642.033447 Iteration 28Q: 3 clusters Score -44371.45 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -44382.402344 Penalty: 642.033447 Iteration 29Q: 3 clusters Score -44382.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -44387.609375 Penalty: 642.033447 Iteration 30Q: 3 clusters Score -44387.61 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -44391.320312 Penalty: 642.033447 Iteration 31Q: 3 clusters Score -44391.32 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -44396.488281 Penalty: 642.033447 Iteration 32Q: 3 clusters Score -44396.49 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -44401.343750 Penalty: 642.033447 Iteration 33Q: 3 clusters Score -44401.34 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -44403.953125 Penalty: 642.033447 Iteration 34Q: 3 clusters Score -44403.95 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -44405.500000 Penalty: 642.033447 Iteration 35Q: 3 clusters Score -44405.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -44408.531250 Penalty: 642.033447 Iteration 36Q: 3 clusters Score -44408.53 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -44411.304688 Penalty: 642.033447 Iteration 37Q: 3 clusters Score -44411.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -44418.183594 Penalty: 642.033447 Iteration 38Q: 3 clusters Score -44418.18 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -44421.500000 Penalty: 642.033447 Iteration 39Q: 3 clusters Score -44421.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -44422.757812 Penalty: 642.033447 Iteration 40F: 3 clusters Score -44422.76 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -44423.894531 Penalty: 642.033447 Iteration 41Q: 3 clusters Score -44423.89 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -44425.054688 Penalty: 642.033447 Iteration 42Q: 3 clusters Score -44425.05 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -44426.105469 Penalty: 642.033447 Iteration 43Q: 3 clusters Score -44426.11 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -44428.292969 Penalty: 642.033447 Iteration 44Q: 3 clusters Score -44428.29 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -44431.156250 Penalty: 642.033447 Iteration 45Q: 3 clusters Score -44431.16 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -44435.464844 Penalty: 642.033447 Iteration 46Q: 3 clusters Score -44435.46 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -44439.722656 Penalty: 642.033447 Iteration 47Q: 3 clusters Score -44439.72 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -44445.031250 Penalty: 642.033447 Iteration 48Q: 3 clusters Score -44445.03 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -44446.246094 Penalty: 642.033447 Iteration 49Q: 3 clusters Score -44446.25 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -44446.781250 Penalty: 642.033447 Iteration 50Q: 3 clusters Score -44446.78 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -44447.382812 Penalty: 642.033447 Iteration 51Q: 3 clusters Score -44447.38 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -44447.382812 Penalty: 642.033447 Iteration 52F: 3 clusters Score -44447.38 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (936 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Entering Unmasked Estep Score: -35870.410156 Penalty: 311.293518 Iteration 0F: 2 clusters Score -35870.41 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -35122.507812 Penalty: 622.587036 Iteration 0F: 3 clusters Score -35122.51 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -35609.347656 Penalty: 622.587036 Iteration 1F: 3 clusters Score -35609.35 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -35962.109375 Penalty: 622.587036 Iteration 2F: 3 clusters Score -35962.11 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -36151.339844 Penalty: 622.587036 Iteration 3F: 3 clusters Score -36151.34 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -36322.468750 Penalty: 622.587036 Iteration 4F: 3 clusters Score -36322.47 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -36458.113281 Penalty: 622.587036 Iteration 5F: 3 clusters Score -36458.11 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -36500.042969 Penalty: 622.587036 Iteration 6Q: 3 clusters Score -36500.04 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -36505.406250 Penalty: 622.587036 Iteration 7Q: 3 clusters Score -36505.41 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -36509.433594 Penalty: 622.587036 Iteration 8Q: 3 clusters Score -36509.43 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -36509.878906 Penalty: 622.587036 Iteration 9Q: 3 clusters Score -36509.88 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -36509.878906 Penalty: 622.587036 Iteration 10F: 3 clusters Score -36509.88 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 860 members Mstep: Class 3 contains 1246 members Mstep: Class 4 contains 364 members Mstep: Class 5 contains 1159 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 1949 members Mstep: Class 8 contains 3773 members Mstep: Class 9 contains 27531 members Mstep: Class 10 contains 5492 members Mstep: Class 11 contains 1012 members Mstep: Class 12 contains 7570 members Mstep: Class 13 contains 12576 members Mstep: Class 14 contains 1070 members Mstep: Class 15 contains 259192 members Mstep: Class 16 contains 3392 members Mstep: Class 17 contains 16238 members Mstep: Class 18 contains 1210 members Mstep: Class 19 contains 479 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 22659 members Mstep: Class 22 contains 204 members Mstep: Class 23 contains 687 members Entering Unmasked Estep Score: -15538094.000000 Penalty: 13415.931641 Splitting cluster 6 changes total score from -15537291.000000 to -15538094.000000 So it's getting split into cluster 23. Entering ConstructFrom: Trying to split cluster 7 (1949 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1949 members Entering Unmasked Estep Score: -81285.257812 Penalty: 344.665771 Iteration 0F: 2 clusters Score -81285.26 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -79837.625000 Penalty: 689.331543 Iteration 0F: 3 clusters Score -79837.62 nChanged 857 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -80367.601562 Penalty: 689.331543 Iteration 1F: 3 clusters Score -80367.6 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -80477.937500 Penalty: 689.331543 Iteration 2F: 3 clusters Score -80477.94 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -80563.242188 Penalty: 689.331543 Iteration 3F: 3 clusters Score -80563.24 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 1287 members Entering Unmasked Estep Score: -80655.242188 Penalty: 689.331543 Iteration 4F: 3 clusters Score -80655.24 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 1332 members Entering Unmasked Estep Score: -80730.914062 Penalty: 689.331543 Iteration 5Q: 3 clusters Score -80730.91 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 1380 members Entering Unmasked Estep Score: -80808.781250 Penalty: 689.331543 Iteration 6Q: 3 clusters Score -80808.78 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -80858.789062 Penalty: 689.331543 Iteration 7Q: 3 clusters Score -80858.79 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 1434 members Entering Unmasked Estep Score: -80886.882812 Penalty: 689.331543 Iteration 8Q: 3 clusters Score -80886.88 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 1443 members Entering Unmasked Estep Score: -80909.945312 Penalty: 689.331543 Iteration 9Q: 3 clusters Score -80909.95 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 1445 members Entering Unmasked Estep Score: -80952.320312 Penalty: 689.331543 Iteration 10Q: 3 clusters Score -80952.32 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 1458 members Entering Unmasked Estep Score: -80977.445312 Penalty: 689.331543 Iteration 11Q: 3 clusters Score -80977.45 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 1461 members Entering Unmasked Estep Score: -80988.664062 Penalty: 689.331543 Iteration 12Q: 3 clusters Score -80988.66 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 1467 members Entering Unmasked Estep Score: -80993.250000 Penalty: 689.331543 Iteration 13Q: 3 clusters Score -80993.25 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 1471 members Entering Unmasked Estep Score: -80996.070312 Penalty: 689.331543 Iteration 14Q: 3 clusters Score -80996.07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 1474 members Entering Unmasked Estep Score: -80996.835938 Penalty: 689.331543 Iteration 15Q: 3 clusters Score -80996.84 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 1477 members Entering Unmasked Estep Score: -80998.085938 Penalty: 689.331543 Iteration 16Q: 3 clusters Score -80998.09 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 1482 members Entering Unmasked Estep Score: -81001.171875 Penalty: 689.331543 Iteration 17Q: 3 clusters Score -81001.17 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 1486 members Entering Unmasked Estep Score: -81001.820312 Penalty: 689.331543 Iteration 18Q: 3 clusters Score -81001.82 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 1487 members Entering Unmasked Estep Score: -81001.937500 Penalty: 689.331543 Iteration 19Q: 3 clusters Score -81001.94 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 1487 members Entering Unmasked Estep Score: -81001.937500 Penalty: 689.331543 Iteration 20F: 3 clusters Score -81001.94 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (3773 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3773 members Entering Unmasked Estep Score: -156784.921875 Penalty: 374.720947 Iteration 0F: 2 clusters Score -156784.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1836 members Mstep: Class 2 contains 1937 members Entering Unmasked Estep Score: -154212.937500 Penalty: 749.441895 Iteration 0F: 3 clusters Score -154212.9 nChanged 1704 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1608 members Mstep: Class 2 contains 2165 members Entering Unmasked Estep Score: -155164.281250 Penalty: 749.441895 Iteration 1F: 3 clusters Score -155164.3 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1480 members Mstep: Class 2 contains 2293 members Entering Unmasked Estep Score: -155257.000000 Penalty: 749.441895 Iteration 2F: 3 clusters Score -155257 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1331 members Mstep: Class 2 contains 2442 members Entering Unmasked Estep Score: -155349.812500 Penalty: 749.441895 Iteration 3F: 3 clusters Score -155349.8 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 2648 members Entering Unmasked Estep Score: -155492.468750 Penalty: 749.441895 Iteration 4F: 3 clusters Score -155492.5 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 2901 members Entering Unmasked Estep Score: -155690.875000 Penalty: 749.441895 Iteration 5F: 3 clusters Score -155690.9 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 3168 members Entering Unmasked Estep Score: -155924.531250 Penalty: 749.441895 Iteration 6F: 3 clusters Score -155924.5 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 3381 members Entering Unmasked Estep Score: -156117.031250 Penalty: 749.441895 Iteration 7F: 3 clusters Score -156117 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 3546 members Entering Unmasked Estep Score: -156274.109375 Penalty: 749.441895 Iteration 8Q: 3 clusters Score -156274.1 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 3639 members Entering Unmasked Estep Score: -156357.218750 Penalty: 749.441895 Iteration 9Q: 3 clusters Score -156357.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 3685 members Entering Unmasked Estep Score: -156401.531250 Penalty: 749.441895 Iteration 10Q: 3 clusters Score -156401.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66 members Mstep: Class 2 contains 3707 members Entering Unmasked Estep Score: -156426.468750 Penalty: 749.441895 Iteration 11Q: 3 clusters Score -156426.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57 members Mstep: Class 2 contains 3716 members Entering Unmasked Estep Score: -156440.531250 Penalty: 749.441895 Iteration 12Q: 3 clusters Score -156440.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53 members Mstep: Class 2 contains 3720 members Entering Unmasked Estep Score: -156443.937500 Penalty: 749.441895 Iteration 13Q: 3 clusters Score -156443.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52 members Mstep: Class 2 contains 3721 members Entering Unmasked Estep Score: -156445.453125 Penalty: 749.441895 Iteration 14Q: 3 clusters Score -156445.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50 members Mstep: Class 2 contains 3723 members Entering Unmasked Estep Score: -156447.937500 Penalty: 749.441895 Iteration 15Q: 3 clusters Score -156447.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49 members Mstep: Class 2 contains 3724 members Entering Unmasked Estep Score: -156448.671875 Penalty: 749.441895 Iteration 16Q: 3 clusters Score -156448.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48 members Mstep: Class 2 contains 3725 members Entering Unmasked Estep Score: -156449.546875 Penalty: 749.441895 Iteration 17Q: 3 clusters Score -156449.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46 members Mstep: Class 2 contains 3727 members Entering Unmasked Estep Score: -156451.812500 Penalty: 749.441895 Iteration 18Q: 3 clusters Score -156451.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45 members Mstep: Class 2 contains 3728 members Entering Unmasked Estep Score: -156453.015625 Penalty: 749.441895 Iteration 19Q: 3 clusters Score -156453 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43 members Mstep: Class 2 contains 3730 members Entering Unmasked Estep Score: -156453.875000 Penalty: 749.441895 Iteration 20F: 3 clusters Score -156453.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (27531 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27531 members Entering Unmasked Estep Score: -1204144.375000 Penalty: 465.149597 Iteration 0F: 2 clusters Score -1204144 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13588 members Mstep: Class 2 contains 13943 members Entering Unmasked Estep Score: -1185647.750000 Penalty: 930.299194 Iteration 0F: 3 clusters Score -1185648 nChanged 13272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10712 members Mstep: Class 2 contains 16819 members Entering Unmasked Estep Score: -1193885.875000 Penalty: 930.299194 Iteration 1F: 3 clusters Score -1193886 nChanged 1983 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8809 members Mstep: Class 2 contains 18722 members Entering Unmasked Estep Score: -1195157.500000 Penalty: 930.299194 Iteration 2F: 3 clusters Score -1195158 nChanged 2546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6301 members Mstep: Class 2 contains 21230 members Entering Unmasked Estep Score: -1197259.250000 Penalty: 930.299194 Iteration 3F: 3 clusters Score -1197259 nChanged 2789 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3526 members Mstep: Class 2 contains 24005 members Entering Unmasked Estep Score: -1200074.250000 Penalty: 930.299194 Iteration 4F: 3 clusters Score -1200074 nChanged 2126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1404 members Mstep: Class 2 contains 26127 members Entering Unmasked Estep Score: -1202359.250000 Penalty: 930.299194 Iteration 5F: 3 clusters Score -1202359 nChanged 1000 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 27123 members Entering Unmasked Estep Score: -1203404.125000 Penalty: 930.299194 Iteration 6Q: 3 clusters Score -1203404 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 27400 members Entering Unmasked Estep Score: -1203670.500000 Penalty: 930.299194 Iteration 7Q: 3 clusters Score -1203670 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 27448 members Entering Unmasked Estep Score: -1203732.375000 Penalty: 930.299194 Iteration 8Q: 3 clusters Score -1203732 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 27461 members Entering Unmasked Estep Score: -1203755.000000 Penalty: 930.299194 Iteration 9Q: 3 clusters Score -1203755 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 27463 members Entering Unmasked Estep Score: -1203766.750000 Penalty: 930.299194 Iteration 10Q: 3 clusters Score -1203767 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 27460 members Entering Unmasked Estep Score: -1203770.875000 Penalty: 930.299194 Iteration 11Q: 3 clusters Score -1203771 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 27460 members Entering Unmasked Estep Score: -1203770.875000 Penalty: 930.299194 Iteration 12F: 3 clusters Score -1203771 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (5492 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5492 members Entering Unmasked Estep Score: -256173.328125 Penalty: 391.802673 Iteration 0F: 2 clusters Score -256173.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2726 members Mstep: Class 2 contains 2766 members Entering Unmasked Estep Score: -252446.375000 Penalty: 783.605347 Iteration 0F: 3 clusters Score -252446.4 nChanged 2492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2584 members Mstep: Class 2 contains 2908 members Entering Unmasked Estep Score: -253935.203125 Penalty: 783.605347 Iteration 1F: 3 clusters Score -253935.2 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2409 members Mstep: Class 2 contains 3083 members Entering Unmasked Estep Score: -254203.000000 Penalty: 783.605347 Iteration 2F: 3 clusters Score -254203 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2150 members Mstep: Class 2 contains 3342 members Entering Unmasked Estep Score: -254538.328125 Penalty: 783.605347 Iteration 3F: 3 clusters Score -254538.3 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1881 members Mstep: Class 2 contains 3611 members Entering Unmasked Estep Score: -254910.906250 Penalty: 783.605347 Iteration 4F: 3 clusters Score -254910.9 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1641 members Mstep: Class 2 contains 3851 members Entering Unmasked Estep Score: -255259.015625 Penalty: 783.605347 Iteration 5F: 3 clusters Score -255259 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1475 members Mstep: Class 2 contains 4017 members Entering Unmasked Estep Score: -255471.296875 Penalty: 783.605347 Iteration 6Q: 3 clusters Score -255471.3 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Mstep: Class 2 contains 4114 members Entering Unmasked Estep Score: -255558.890625 Penalty: 783.605347 Iteration 7Q: 3 clusters Score -255558.9 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1312 members Mstep: Class 2 contains 4180 members Entering Unmasked Estep Score: -255599.046875 Penalty: 783.605347 Iteration 8Q: 3 clusters Score -255599 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1256 members Mstep: Class 2 contains 4236 members Entering Unmasked Estep Score: -255627.046875 Penalty: 783.605347 Iteration 9Q: 3 clusters Score -255627 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 4297 members Entering Unmasked Estep Score: -255651.968750 Penalty: 783.605347 Iteration 10Q: 3 clusters Score -255652 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 4354 members Entering Unmasked Estep Score: -255678.312500 Penalty: 783.605347 Iteration 11Q: 3 clusters Score -255678.3 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 4409 members Entering Unmasked Estep Score: -255696.812500 Penalty: 783.605347 Iteration 12Q: 3 clusters Score -255696.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 4444 members Entering Unmasked Estep Score: -255706.656250 Penalty: 783.605347 Iteration 13Q: 3 clusters Score -255706.7 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Mstep: Class 2 contains 4486 members Entering Unmasked Estep Score: -255719.750000 Penalty: 783.605347 Iteration 14Q: 3 clusters Score -255719.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 4516 members Entering Unmasked Estep Score: -255728.265625 Penalty: 783.605347 Iteration 15Q: 3 clusters Score -255728.3 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 4555 members Entering Unmasked Estep Score: -255741.765625 Penalty: 783.605347 Iteration 16Q: 3 clusters Score -255741.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 4592 members Entering Unmasked Estep Score: -255754.031250 Penalty: 783.605347 Iteration 17Q: 3 clusters Score -255754 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 4623 members Entering Unmasked Estep Score: -255766.109375 Penalty: 783.605347 Iteration 18Q: 3 clusters Score -255766.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 4659 members Entering Unmasked Estep Score: -255777.968750 Penalty: 783.605347 Iteration 19Q: 3 clusters Score -255778 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 4694 members Entering Unmasked Estep Score: -255789.359375 Penalty: 783.605347 Iteration 20F: 3 clusters Score -255789.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 4721 members Entering Unmasked Estep Score: -255798.031250 Penalty: 783.605347 Iteration 21Q: 3 clusters Score -255798 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 4746 members Entering Unmasked Estep Score: -255806.375000 Penalty: 783.605347 Iteration 22Q: 3 clusters Score -255806.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 4772 members Entering Unmasked Estep Score: -255815.671875 Penalty: 783.605347 Iteration 23Q: 3 clusters Score -255815.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 4794 members Entering Unmasked Estep Score: -255821.671875 Penalty: 783.605347 Iteration 24Q: 3 clusters Score -255821.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 4808 members Entering Unmasked Estep Score: -255826.140625 Penalty: 783.605347 Iteration 25Q: 3 clusters Score -255826.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 4824 members Entering Unmasked Estep Score: -255828.703125 Penalty: 783.605347 Iteration 26Q: 3 clusters Score -255828.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 4838 members Entering Unmasked Estep Score: -255831.375000 Penalty: 783.605347 Iteration 27Q: 3 clusters Score -255831.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 4849 members Entering Unmasked Estep Score: -255833.234375 Penalty: 783.605347 Iteration 28Q: 3 clusters Score -255833.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 4859 members Entering Unmasked Estep Score: -255836.843750 Penalty: 783.605347 Iteration 29Q: 3 clusters Score -255836.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 4875 members Entering Unmasked Estep Score: -255840.765625 Penalty: 783.605347 Iteration 30Q: 3 clusters Score -255840.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 4890 members Entering Unmasked Estep Score: -255844.593750 Penalty: 783.605347 Iteration 31Q: 3 clusters Score -255844.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 4905 members Entering Unmasked Estep Score: -255848.875000 Penalty: 783.605347 Iteration 32Q: 3 clusters Score -255848.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 4921 members Entering Unmasked Estep Score: -255853.640625 Penalty: 783.605347 Iteration 33Q: 3 clusters Score -255853.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 4929 members Entering Unmasked Estep Score: -255855.406250 Penalty: 783.605347 Iteration 34Q: 3 clusters Score -255855.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 4933 members Entering Unmasked Estep Score: -255856.031250 Penalty: 783.605347 Iteration 35Q: 3 clusters Score -255856 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 4937 members Entering Unmasked Estep Score: -255857.203125 Penalty: 783.605347 Iteration 36Q: 3 clusters Score -255857.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 4947 members Entering Unmasked Estep Score: -255860.937500 Penalty: 783.605347 Iteration 37Q: 3 clusters Score -255860.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 4959 members Entering Unmasked Estep Score: -255865.500000 Penalty: 783.605347 Iteration 38Q: 3 clusters Score -255865.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 4972 members Entering Unmasked Estep Score: -255868.265625 Penalty: 783.605347 Iteration 39Q: 3 clusters Score -255868.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 4984 members Entering Unmasked Estep Score: -255871.031250 Penalty: 783.605347 Iteration 40F: 3 clusters Score -255871 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 4999 members Entering Unmasked Estep Score: -255875.000000 Penalty: 783.605347 Iteration 41Q: 3 clusters Score -255875 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 5016 members Entering Unmasked Estep Score: -255881.296875 Penalty: 783.605347 Iteration 42Q: 3 clusters Score -255881.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 5033 members Entering Unmasked Estep Score: -255886.406250 Penalty: 783.605347 Iteration 43Q: 3 clusters Score -255886.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 5046 members Entering Unmasked Estep Score: -255891.843750 Penalty: 783.605347 Iteration 44Q: 3 clusters Score -255891.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 5059 members Entering Unmasked Estep Score: -255895.984375 Penalty: 783.605347 Iteration 45Q: 3 clusters Score -255896 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 5067 members Entering Unmasked Estep Score: -255898.734375 Penalty: 783.605347 Iteration 46Q: 3 clusters Score -255898.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 5077 members Entering Unmasked Estep Score: -255900.203125 Penalty: 783.605347 Iteration 47Q: 3 clusters Score -255900.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 5080 members Entering Unmasked Estep Score: -255900.437500 Penalty: 783.605347 Iteration 48Q: 3 clusters Score -255900.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 5083 members Entering Unmasked Estep Score: -255901.328125 Penalty: 783.605347 Iteration 49Q: 3 clusters Score -255901.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 5085 members Entering Unmasked Estep Score: -255902.046875 Penalty: 783.605347 Iteration 50Q: 3 clusters Score -255902 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 5088 members Entering Unmasked Estep Score: -255903.062500 Penalty: 783.605347 Iteration 51Q: 3 clusters Score -255903.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 5089 members Entering Unmasked Estep Score: -255903.078125 Penalty: 783.605347 Iteration 52Q: 3 clusters Score -255903.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 5089 members Entering Unmasked Estep Score: -255903.078125 Penalty: 783.605347 Iteration 53F: 3 clusters Score -255903.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (1012 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Entering Unmasked Estep Score: -45606.488281 Penalty: 314.845612 Iteration 0F: 2 clusters Score -45606.49 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -44783.214844 Penalty: 629.691223 Iteration 0F: 3 clusters Score -44783.21 nChanged 418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -45033.531250 Penalty: 629.691223 Iteration 1F: 3 clusters Score -45033.53 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -45095.628906 Penalty: 629.691223 Iteration 2F: 3 clusters Score -45095.63 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -45139.808594 Penalty: 629.691223 Iteration 3F: 3 clusters Score -45139.81 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -45176.054688 Penalty: 629.691223 Iteration 4Q: 3 clusters Score -45176.05 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -45203.843750 Penalty: 629.691223 Iteration 5Q: 3 clusters Score -45203.84 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -45218.792969 Penalty: 629.691223 Iteration 6Q: 3 clusters Score -45218.79 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -45225.585938 Penalty: 629.691223 Iteration 7Q: 3 clusters Score -45225.59 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -45229.570312 Penalty: 629.691223 Iteration 8Q: 3 clusters Score -45229.57 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -45233.125000 Penalty: 629.691223 Iteration 9Q: 3 clusters Score -45233.12 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -45236.738281 Penalty: 629.691223 Iteration 10Q: 3 clusters Score -45236.74 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -45237.796875 Penalty: 629.691223 Iteration 11Q: 3 clusters Score -45237.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -45238.765625 Penalty: 629.691223 Iteration 12Q: 3 clusters Score -45238.77 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -45240.035156 Penalty: 629.691223 Iteration 13Q: 3 clusters Score -45240.04 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -45240.671875 Penalty: 629.691223 Iteration 14Q: 3 clusters Score -45240.67 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -45240.769531 Penalty: 629.691223 Iteration 15Q: 3 clusters Score -45240.77 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -45241.281250 Penalty: 629.691223 Iteration 16Q: 3 clusters Score -45241.28 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -45242.031250 Penalty: 629.691223 Iteration 17Q: 3 clusters Score -45242.03 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -45242.242188 Penalty: 629.691223 Iteration 18Q: 3 clusters Score -45242.24 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -45242.789062 Penalty: 629.691223 Iteration 19Q: 3 clusters Score -45242.79 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -45242.789062 Penalty: 629.691223 Iteration 20F: 3 clusters Score -45242.79 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (7570 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7570 members Entering Unmasked Estep Score: -359145.718750 Penalty: 406.403656 Iteration 0F: 2 clusters Score -359145.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3768 members Mstep: Class 2 contains 3802 members Entering Unmasked Estep Score: -354108.250000 Penalty: 812.807312 Iteration 0F: 3 clusters Score -354108.2 nChanged 3473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3545 members Mstep: Class 2 contains 4025 members Entering Unmasked Estep Score: -356121.156250 Penalty: 812.807312 Iteration 1F: 3 clusters Score -356121.2 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3476 members Mstep: Class 2 contains 4094 members Entering Unmasked Estep Score: -356345.062500 Penalty: 812.807312 Iteration 2F: 3 clusters Score -356345.1 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3396 members Mstep: Class 2 contains 4174 members Entering Unmasked Estep Score: -356645.218750 Penalty: 812.807312 Iteration 3F: 3 clusters Score -356645.2 nChanged 491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3337 members Mstep: Class 2 contains 4233 members Entering Unmasked Estep Score: -357040.312500 Penalty: 812.807312 Iteration 4F: 3 clusters Score -357040.3 nChanged 468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3289 members Mstep: Class 2 contains 4281 members Entering Unmasked Estep Score: -357411.968750 Penalty: 812.807312 Iteration 5F: 3 clusters Score -357412 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3261 members Mstep: Class 2 contains 4309 members Entering Unmasked Estep Score: -357606.562500 Penalty: 812.807312 Iteration 6Q: 3 clusters Score -357606.6 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3253 members Mstep: Class 2 contains 4317 members Entering Unmasked Estep Score: -357688.937500 Penalty: 812.807312 Iteration 7Q: 3 clusters Score -357688.9 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3219 members Mstep: Class 2 contains 4351 members Entering Unmasked Estep Score: -357743.406250 Penalty: 812.807312 Iteration 8Q: 3 clusters Score -357743.4 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3186 members Mstep: Class 2 contains 4384 members Entering Unmasked Estep Score: -357778.750000 Penalty: 812.807312 Iteration 9Q: 3 clusters Score -357778.8 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3149 members Mstep: Class 2 contains 4421 members Entering Unmasked Estep Score: -357803.406250 Penalty: 812.807312 Iteration 10Q: 3 clusters Score -357803.4 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3116 members Mstep: Class 2 contains 4454 members Entering Unmasked Estep Score: -357826.906250 Penalty: 812.807312 Iteration 11Q: 3 clusters Score -357826.9 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3080 members Mstep: Class 2 contains 4490 members Entering Unmasked Estep Score: -357849.656250 Penalty: 812.807312 Iteration 12Q: 3 clusters Score -357849.7 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3047 members Mstep: Class 2 contains 4523 members Entering Unmasked Estep Score: -357868.000000 Penalty: 812.807312 Iteration 13Q: 3 clusters Score -357868 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3002 members Mstep: Class 2 contains 4568 members Entering Unmasked Estep Score: -357889.250000 Penalty: 812.807312 Iteration 14Q: 3 clusters Score -357889.2 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2944 members Mstep: Class 2 contains 4626 members Entering Unmasked Estep Score: -357911.781250 Penalty: 812.807312 Iteration 15Q: 3 clusters Score -357911.8 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2870 members Mstep: Class 2 contains 4700 members Entering Unmasked Estep Score: -357939.187500 Penalty: 812.807312 Iteration 16Q: 3 clusters Score -357939.2 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2790 members Mstep: Class 2 contains 4780 members Entering Unmasked Estep Score: -357970.281250 Penalty: 812.807312 Iteration 17Q: 3 clusters Score -357970.3 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2718 members Mstep: Class 2 contains 4852 members Entering Unmasked Estep Score: -357995.656250 Penalty: 812.807312 Iteration 18Q: 3 clusters Score -357995.7 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2662 members Mstep: Class 2 contains 4908 members Entering Unmasked Estep Score: -358014.625000 Penalty: 812.807312 Iteration 19Q: 3 clusters Score -358014.6 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2612 members Mstep: Class 2 contains 4958 members Entering Unmasked Estep Score: -358031.687500 Penalty: 812.807312 Iteration 20F: 3 clusters Score -358031.7 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2562 members Mstep: Class 2 contains 5008 members Entering Unmasked Estep Score: -358049.312500 Penalty: 812.807312 Iteration 21Q: 3 clusters Score -358049.3 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2512 members Mstep: Class 2 contains 5058 members Entering Unmasked Estep Score: -358065.812500 Penalty: 812.807312 Iteration 22Q: 3 clusters Score -358065.8 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2458 members Mstep: Class 2 contains 5112 members Entering Unmasked Estep Score: -358081.687500 Penalty: 812.807312 Iteration 23Q: 3 clusters Score -358081.7 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2402 members Mstep: Class 2 contains 5168 members Entering Unmasked Estep Score: -358098.218750 Penalty: 812.807312 Iteration 24Q: 3 clusters Score -358098.2 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2351 members Mstep: Class 2 contains 5219 members Entering Unmasked Estep Score: -358115.937500 Penalty: 812.807312 Iteration 25Q: 3 clusters Score -358115.9 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2301 members Mstep: Class 2 contains 5269 members Entering Unmasked Estep Score: -358131.125000 Penalty: 812.807312 Iteration 26Q: 3 clusters Score -358131.1 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2265 members Mstep: Class 2 contains 5305 members Entering Unmasked Estep Score: -358138.500000 Penalty: 812.807312 Iteration 27Q: 3 clusters Score -358138.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2231 members Mstep: Class 2 contains 5339 members Entering Unmasked Estep Score: -358146.218750 Penalty: 812.807312 Iteration 28Q: 3 clusters Score -358146.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2196 members Mstep: Class 2 contains 5374 members Entering Unmasked Estep Score: -358153.218750 Penalty: 812.807312 Iteration 29Q: 3 clusters Score -358153.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2159 members Mstep: Class 2 contains 5411 members Entering Unmasked Estep Score: -358161.968750 Penalty: 812.807312 Iteration 30Q: 3 clusters Score -358162 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2120 members Mstep: Class 2 contains 5450 members Entering Unmasked Estep Score: -358170.625000 Penalty: 812.807312 Iteration 31Q: 3 clusters Score -358170.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 5492 members Entering Unmasked Estep Score: -358181.375000 Penalty: 812.807312 Iteration 32Q: 3 clusters Score -358181.4 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2028 members Mstep: Class 2 contains 5542 members Entering Unmasked Estep Score: -358193.031250 Penalty: 812.807312 Iteration 33Q: 3 clusters Score -358193 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1974 members Mstep: Class 2 contains 5596 members Entering Unmasked Estep Score: -358207.437500 Penalty: 812.807312 Iteration 34Q: 3 clusters Score -358207.4 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 5641 members Entering Unmasked Estep Score: -358218.093750 Penalty: 812.807312 Iteration 35Q: 3 clusters Score -358218.1 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1874 members Mstep: Class 2 contains 5696 members Entering Unmasked Estep Score: -358239.437500 Penalty: 812.807312 Iteration 36Q: 3 clusters Score -358239.4 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1824 members Mstep: Class 2 contains 5746 members Entering Unmasked Estep Score: -358254.781250 Penalty: 812.807312 Iteration 37Q: 3 clusters Score -358254.8 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1778 members Mstep: Class 2 contains 5792 members Entering Unmasked Estep Score: -358267.593750 Penalty: 812.807312 Iteration 38Q: 3 clusters Score -358267.6 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1743 members Mstep: Class 2 contains 5827 members Entering Unmasked Estep Score: -358277.343750 Penalty: 812.807312 Iteration 39Q: 3 clusters Score -358277.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1715 members Mstep: Class 2 contains 5855 members Entering Unmasked Estep Score: -358285.312500 Penalty: 812.807312 Iteration 40F: 3 clusters Score -358285.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1687 members Mstep: Class 2 contains 5883 members Entering Unmasked Estep Score: -358294.468750 Penalty: 812.807312 Iteration 41Q: 3 clusters Score -358294.5 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1657 members Mstep: Class 2 contains 5913 members Entering Unmasked Estep Score: -358303.375000 Penalty: 812.807312 Iteration 42Q: 3 clusters Score -358303.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1619 members Mstep: Class 2 contains 5951 members Entering Unmasked Estep Score: -358316.531250 Penalty: 812.807312 Iteration 43Q: 3 clusters Score -358316.5 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1574 members Mstep: Class 2 contains 5996 members Entering Unmasked Estep Score: -358332.562500 Penalty: 812.807312 Iteration 44Q: 3 clusters Score -358332.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1529 members Mstep: Class 2 contains 6041 members Entering Unmasked Estep Score: -358345.687500 Penalty: 812.807312 Iteration 45Q: 3 clusters Score -358345.7 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 6082 members Entering Unmasked Estep Score: -358357.937500 Penalty: 812.807312 Iteration 46Q: 3 clusters Score -358357.9 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1439 members Mstep: Class 2 contains 6131 members Entering Unmasked Estep Score: -358372.968750 Penalty: 812.807312 Iteration 47Q: 3 clusters Score -358373 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1393 members Mstep: Class 2 contains 6177 members Entering Unmasked Estep Score: -358389.875000 Penalty: 812.807312 Iteration 48Q: 3 clusters Score -358389.9 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 6226 members Entering Unmasked Estep Score: -358404.281250 Penalty: 812.807312 Iteration 49Q: 3 clusters Score -358404.3 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1304 members Mstep: Class 2 contains 6266 members Entering Unmasked Estep Score: -358418.031250 Penalty: 812.807312 Iteration 50Q: 3 clusters Score -358418 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1263 members Mstep: Class 2 contains 6307 members Entering Unmasked Estep Score: -358430.718750 Penalty: 812.807312 Iteration 51Q: 3 clusters Score -358430.7 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 6348 members Entering Unmasked Estep Score: -358441.781250 Penalty: 812.807312 Iteration 52Q: 3 clusters Score -358441.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 6390 members Entering Unmasked Estep Score: -358454.375000 Penalty: 812.807312 Iteration 53Q: 3 clusters Score -358454.4 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1139 members Mstep: Class 2 contains 6431 members Entering Unmasked Estep Score: -358468.031250 Penalty: 812.807312 Iteration 54Q: 3 clusters Score -358468 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 6478 members Entering Unmasked Estep Score: -358482.875000 Penalty: 812.807312 Iteration 55Q: 3 clusters Score -358482.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 6524 members Entering Unmasked Estep Score: -358497.468750 Penalty: 812.807312 Iteration 56Q: 3 clusters Score -358497.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 6562 members Entering Unmasked Estep Score: -358508.343750 Penalty: 812.807312 Iteration 57Q: 3 clusters Score -358508.3 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 6612 members Entering Unmasked Estep Score: -358523.000000 Penalty: 812.807312 Iteration 58Q: 3 clusters Score -358523 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 6651 members Entering Unmasked Estep Score: -358537.906250 Penalty: 812.807312 Iteration 59Q: 3 clusters Score -358537.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 6682 members Entering Unmasked Estep Score: -358548.687500 Penalty: 812.807312 Iteration 60F: 3 clusters Score -358548.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 6713 members Entering Unmasked Estep Score: -358558.812500 Penalty: 812.807312 Iteration 61Q: 3 clusters Score -358558.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 6741 members Entering Unmasked Estep Score: -358569.625000 Penalty: 812.807312 Iteration 62Q: 3 clusters Score -358569.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 6777 members Entering Unmasked Estep Score: -358581.281250 Penalty: 812.807312 Iteration 63Q: 3 clusters Score -358581.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 6802 members Entering Unmasked Estep Score: -358587.500000 Penalty: 812.807312 Iteration 64Q: 3 clusters Score -358587.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 6823 members Entering Unmasked Estep Score: -358595.093750 Penalty: 812.807312 Iteration 65Q: 3 clusters Score -358595.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 6852 members Entering Unmasked Estep Score: -358605.062500 Penalty: 812.807312 Iteration 66Q: 3 clusters Score -358605.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 6880 members Entering Unmasked Estep Score: -358611.812500 Penalty: 812.807312 Iteration 67Q: 3 clusters Score -358611.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 6915 members Entering Unmasked Estep Score: -358623.687500 Penalty: 812.807312 Iteration 68Q: 3 clusters Score -358623.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 6942 members Entering Unmasked Estep Score: -358633.250000 Penalty: 812.807312 Iteration 69Q: 3 clusters Score -358633.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 6972 members Entering Unmasked Estep Score: -358645.500000 Penalty: 812.807312 Iteration 70Q: 3 clusters Score -358645.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 7003 members Entering Unmasked Estep Score: -358660.500000 Penalty: 812.807312 Iteration 71Q: 3 clusters Score -358660.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 7031 members Entering Unmasked Estep Score: -358671.781250 Penalty: 812.807312 Iteration 72Q: 3 clusters Score -358671.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 7054 members Entering Unmasked Estep Score: -358679.812500 Penalty: 812.807312 Iteration 73Q: 3 clusters Score -358679.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 7078 members Entering Unmasked Estep Score: -358687.718750 Penalty: 812.807312 Iteration 74Q: 3 clusters Score -358687.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 7104 members Entering Unmasked Estep Score: -358699.437500 Penalty: 812.807312 Iteration 75Q: 3 clusters Score -358699.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 7127 members Entering Unmasked Estep Score: -358706.375000 Penalty: 812.807312 Iteration 76Q: 3 clusters Score -358706.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 7144 members Entering Unmasked Estep Score: -358710.843750 Penalty: 812.807312 Iteration 77Q: 3 clusters Score -358710.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 7160 members Entering Unmasked Estep Score: -358717.375000 Penalty: 812.807312 Iteration 78Q: 3 clusters Score -358717.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 7176 members Entering Unmasked Estep Score: -358722.093750 Penalty: 812.807312 Iteration 79Q: 3 clusters Score -358722.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 7188 members Entering Unmasked Estep Score: -358725.250000 Penalty: 812.807312 Iteration 80F: 3 clusters Score -358725.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 7201 members Entering Unmasked Estep Score: -358730.562500 Penalty: 812.807312 Iteration 81Q: 3 clusters Score -358730.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 7217 members Entering Unmasked Estep Score: -358738.843750 Penalty: 812.807312 Iteration 82Q: 3 clusters Score -358738.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 7227 members Entering Unmasked Estep Score: -358744.468750 Penalty: 812.807312 Iteration 83Q: 3 clusters Score -358744.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 7242 members Entering Unmasked Estep Score: -358751.062500 Penalty: 812.807312 Iteration 84Q: 3 clusters Score -358751.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 7253 members Entering Unmasked Estep Score: -358760.750000 Penalty: 812.807312 Iteration 85Q: 3 clusters Score -358760.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 7267 members Entering Unmasked Estep Score: -358766.250000 Penalty: 812.807312 Iteration 86Q: 3 clusters Score -358766.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 7280 members Entering Unmasked Estep Score: -358774.625000 Penalty: 812.807312 Iteration 87Q: 3 clusters Score -358774.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 7291 members Entering Unmasked Estep Score: -358780.812500 Penalty: 812.807312 Iteration 88Q: 3 clusters Score -358780.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 7299 members Entering Unmasked Estep Score: -358783.968750 Penalty: 812.807312 Iteration 89Q: 3 clusters Score -358784 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 7306 members Entering Unmasked Estep Score: -358788.500000 Penalty: 812.807312 Iteration 90Q: 3 clusters Score -358788.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 7311 members Entering Unmasked Estep Score: -358792.500000 Penalty: 812.807312 Iteration 91Q: 3 clusters Score -358792.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 7315 members Entering Unmasked Estep Score: -358793.968750 Penalty: 812.807312 Iteration 92Q: 3 clusters Score -358794 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 7319 members Entering Unmasked Estep Score: -358795.343750 Penalty: 812.807312 Iteration 93Q: 3 clusters Score -358795.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 7321 members Entering Unmasked Estep Score: -358795.812500 Penalty: 812.807312 Iteration 94Q: 3 clusters Score -358795.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 7321 members Entering Unmasked Estep Score: -358795.812500 Penalty: 812.807312 Iteration 95F: 3 clusters Score -358795.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (12576 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12576 members Entering Unmasked Estep Score: -541338.187500 Penalty: 429.499329 Iteration 0F: 2 clusters Score -541338.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6336 members Mstep: Class 2 contains 6240 members Entering Unmasked Estep Score: -532994.250000 Penalty: 858.998657 Iteration 0F: 3 clusters Score -532994.2 nChanged 5808 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7018 members Mstep: Class 2 contains 5558 members Entering Unmasked Estep Score: -536283.125000 Penalty: 858.998657 Iteration 1F: 3 clusters Score -536283.1 nChanged 707 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7427 members Mstep: Class 2 contains 5149 members Entering Unmasked Estep Score: -536601.312500 Penalty: 858.998657 Iteration 2F: 3 clusters Score -536601.3 nChanged 756 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7981 members Mstep: Class 2 contains 4595 members Entering Unmasked Estep Score: -537016.187500 Penalty: 858.998657 Iteration 3F: 3 clusters Score -537016.2 nChanged 830 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8693 members Mstep: Class 2 contains 3883 members Entering Unmasked Estep Score: -537547.375000 Penalty: 858.998657 Iteration 4F: 3 clusters Score -537547.4 nChanged 888 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9511 members Mstep: Class 2 contains 3065 members Entering Unmasked Estep Score: -538203.000000 Penalty: 858.998657 Iteration 5F: 3 clusters Score -538203 nChanged 854 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10349 members Mstep: Class 2 contains 2227 members Entering Unmasked Estep Score: -538913.000000 Penalty: 858.998657 Iteration 6F: 3 clusters Score -538913 nChanged 812 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11159 members Mstep: Class 2 contains 1417 members Entering Unmasked Estep Score: -539642.750000 Penalty: 858.998657 Iteration 7F: 3 clusters Score -539642.8 nChanged 647 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11802 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -540245.187500 Penalty: 858.998657 Iteration 8F: 3 clusters Score -540245.2 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12203 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -540624.125000 Penalty: 858.998657 Iteration 9Q: 3 clusters Score -540624.1 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12418 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -540837.437500 Penalty: 858.998657 Iteration 10Q: 3 clusters Score -540837.4 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12482 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -540900.875000 Penalty: 858.998657 Iteration 11Q: 3 clusters Score -540900.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12514 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -540936.437500 Penalty: 858.998657 Iteration 12Q: 3 clusters Score -540936.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12521 members Mstep: Class 2 contains 55 members Entering Unmasked Estep Score: -540948.437500 Penalty: 858.998657 Iteration 13Q: 3 clusters Score -540948.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12521 members Mstep: Class 2 contains 55 members Entering Unmasked Estep Score: -540957.187500 Penalty: 858.998657 Iteration 14Q: 3 clusters Score -540957.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12525 members Mstep: Class 2 contains 51 members Entering Unmasked Estep Score: -540964.750000 Penalty: 858.998657 Iteration 15Q: 3 clusters Score -540964.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12526 members Mstep: Class 2 contains 50 members Entering Unmasked Estep Score: -540966.562500 Penalty: 858.998657 Iteration 16Q: 3 clusters Score -540966.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12527 members Mstep: Class 2 contains 49 members Entering Unmasked Estep Score: -540966.812500 Penalty: 858.998657 Iteration 17Q: 3 clusters Score -540966.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12528 members Mstep: Class 2 contains 48 members Entering Unmasked Estep Score: -540967.562500 Penalty: 858.998657 Iteration 18Q: 3 clusters Score -540967.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12528 members Mstep: Class 2 contains 48 members Entering Unmasked Estep Score: -540967.562500 Penalty: 858.998657 Iteration 19F: 3 clusters Score -540967.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (1070 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Entering Unmasked Estep Score: -49029.437500 Penalty: 317.381317 Iteration 0F: 2 clusters Score -49029.44 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -48173.792969 Penalty: 634.762634 Iteration 0F: 3 clusters Score -48173.79 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -48423.507812 Penalty: 634.762634 Iteration 1F: 3 clusters Score -48423.51 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -48488.730469 Penalty: 634.762634 Iteration 2F: 3 clusters Score -48488.73 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -48533.851562 Penalty: 634.762634 Iteration 3F: 3 clusters Score -48533.85 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -48562.312500 Penalty: 634.762634 Iteration 4Q: 3 clusters Score -48562.31 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -48579.191406 Penalty: 634.762634 Iteration 5Q: 3 clusters Score -48579.19 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -48589.816406 Penalty: 634.762634 Iteration 6Q: 3 clusters Score -48589.82 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -48597.625000 Penalty: 634.762634 Iteration 7Q: 3 clusters Score -48597.62 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -48604.441406 Penalty: 634.762634 Iteration 8Q: 3 clusters Score -48604.44 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -48610.148438 Penalty: 634.762634 Iteration 9Q: 3 clusters Score -48610.15 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -48613.878906 Penalty: 634.762634 Iteration 10Q: 3 clusters Score -48613.88 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -48619.183594 Penalty: 634.762634 Iteration 11Q: 3 clusters Score -48619.18 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -48625.355469 Penalty: 634.762634 Iteration 12Q: 3 clusters Score -48625.36 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -48627.730469 Penalty: 634.762634 Iteration 13Q: 3 clusters Score -48627.73 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -48628.785156 Penalty: 634.762634 Iteration 14Q: 3 clusters Score -48628.79 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -48630.945312 Penalty: 634.762634 Iteration 15Q: 3 clusters Score -48630.95 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -48633.339844 Penalty: 634.762634 Iteration 16Q: 3 clusters Score -48633.34 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -48635.226562 Penalty: 634.762634 Iteration 17Q: 3 clusters Score -48635.23 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -48637.914062 Penalty: 634.762634 Iteration 18Q: 3 clusters Score -48637.91 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -48642.250000 Penalty: 634.762634 Iteration 19Q: 3 clusters Score -48642.25 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -48643.949219 Penalty: 634.762634 Iteration 20F: 3 clusters Score -48643.95 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -48646.507812 Penalty: 634.762634 Iteration 21Q: 3 clusters Score -48646.51 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -48648.468750 Penalty: 634.762634 Iteration 22Q: 3 clusters Score -48648.47 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -48648.769531 Penalty: 634.762634 Iteration 23Q: 3 clusters Score -48648.77 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -48648.828125 Penalty: 634.762634 Iteration 24Q: 3 clusters Score -48648.83 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -48648.828125 Penalty: 634.762634 Iteration 25F: 3 clusters Score -48648.83 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (259192 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259192 members Entering Unmasked Estep Score: -11200420.000000 Penalty: 567.172241 Iteration 0F: 2 clusters Score -1.120042e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129372 members Mstep: Class 2 contains 129820 members Entering Unmasked Estep Score: -11033315.000000 Penalty: 1134.344482 Iteration 0F: 3 clusters Score -1.103332e+07 nChanged 127543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117141 members Mstep: Class 2 contains 142051 members Entering Unmasked Estep Score: -11114338.000000 Penalty: 1134.344482 Iteration 1F: 3 clusters Score -1.111434e+07 nChanged 13347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110740 members Mstep: Class 2 contains 148452 members Entering Unmasked Estep Score: -11121353.000000 Penalty: 1134.344482 Iteration 2F: 3 clusters Score -1.112135e+07 nChanged 15829 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102747 members Mstep: Class 2 contains 156445 members Entering Unmasked Estep Score: -11131555.000000 Penalty: 1134.344482 Iteration 3F: 3 clusters Score -1.113156e+07 nChanged 17716 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94127 members Mstep: Class 2 contains 165065 members Entering Unmasked Estep Score: -11145143.000000 Penalty: 1134.344482 Iteration 4F: 3 clusters Score -1.114514e+07 nChanged 17821 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86898 members Mstep: Class 2 contains 172294 members Entering Unmasked Estep Score: -11160645.000000 Penalty: 1134.344482 Iteration 5F: 3 clusters Score -1.116064e+07 nChanged 15451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82443 members Mstep: Class 2 contains 176749 members Entering Unmasked Estep Score: -11171634.000000 Penalty: 1134.344482 Iteration 6F: 3 clusters Score -1.117163e+07 nChanged 10763 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79770 members Mstep: Class 2 contains 179422 members Entering Unmasked Estep Score: -11176519.000000 Penalty: 1134.344482 Iteration 7Q: 3 clusters Score -1.117652e+07 nChanged 6277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77385 members Mstep: Class 2 contains 181807 members Entering Unmasked Estep Score: -11178334.000000 Penalty: 1134.344482 Iteration 8Q: 3 clusters Score -1.117833e+07 nChanged 3969 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74986 members Mstep: Class 2 contains 184206 members Entering Unmasked Estep Score: -11179518.000000 Penalty: 1134.344482 Iteration 9Q: 3 clusters Score -1.117952e+07 nChanged 3326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72624 members Mstep: Class 2 contains 186568 members Entering Unmasked Estep Score: -11180446.000000 Penalty: 1134.344482 Iteration 10Q: 3 clusters Score -1.118045e+07 nChanged 3134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70242 members Mstep: Class 2 contains 188950 members Entering Unmasked Estep Score: -11181450.000000 Penalty: 1134.344482 Iteration 11Q: 3 clusters Score -1.118145e+07 nChanged 3136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67748 members Mstep: Class 2 contains 191444 members Entering Unmasked Estep Score: -11182375.000000 Penalty: 1134.344482 Iteration 12Q: 3 clusters Score -1.118238e+07 nChanged 3059 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65181 members Mstep: Class 2 contains 194011 members Entering Unmasked Estep Score: -11183441.000000 Penalty: 1134.344482 Iteration 13Q: 3 clusters Score -1.118344e+07 nChanged 2915 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62634 members Mstep: Class 2 contains 196558 members Entering Unmasked Estep Score: -11184350.000000 Penalty: 1134.344482 Iteration 14Q: 3 clusters Score -1.118435e+07 nChanged 2840 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60142 members Mstep: Class 2 contains 199050 members Entering Unmasked Estep Score: -11185199.000000 Penalty: 1134.344482 Iteration 15Q: 3 clusters Score -1.11852e+07 nChanged 2801 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57599 members Mstep: Class 2 contains 201593 members Entering Unmasked Estep Score: -11186048.000000 Penalty: 1134.344482 Iteration 16Q: 3 clusters Score -1.118605e+07 nChanged 2809 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55002 members Mstep: Class 2 contains 204190 members Entering Unmasked Estep Score: -11186925.000000 Penalty: 1134.344482 Iteration 17Q: 3 clusters Score -1.118692e+07 nChanged 2819 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52345 members Mstep: Class 2 contains 206847 members Entering Unmasked Estep Score: -11187832.000000 Penalty: 1134.344482 Iteration 18Q: 3 clusters Score -1.118783e+07 nChanged 2761 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49722 members Mstep: Class 2 contains 209470 members Entering Unmasked Estep Score: -11188597.000000 Penalty: 1134.344482 Iteration 19Q: 3 clusters Score -1.11886e+07 nChanged 2741 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47063 members Mstep: Class 2 contains 212129 members Entering Unmasked Estep Score: -11189401.000000 Penalty: 1134.344482 Iteration 20F: 3 clusters Score -1.11894e+07 nChanged 2736 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44399 members Mstep: Class 2 contains 214793 members Entering Unmasked Estep Score: -11190258.000000 Penalty: 1134.344482 Iteration 21Q: 3 clusters Score -1.119026e+07 nChanged 2691 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41790 members Mstep: Class 2 contains 217402 members Entering Unmasked Estep Score: -11190889.000000 Penalty: 1134.344482 Iteration 22Q: 3 clusters Score -1.119089e+07 nChanged 2582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39286 members Mstep: Class 2 contains 219906 members Entering Unmasked Estep Score: -11191578.000000 Penalty: 1134.344482 Iteration 23Q: 3 clusters Score -1.119158e+07 nChanged 2495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36869 members Mstep: Class 2 contains 222323 members Entering Unmasked Estep Score: -11192287.000000 Penalty: 1134.344482 Iteration 24Q: 3 clusters Score -1.119229e+07 nChanged 2411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34532 members Mstep: Class 2 contains 224660 members Entering Unmasked Estep Score: -11192896.000000 Penalty: 1134.344482 Iteration 25Q: 3 clusters Score -1.11929e+07 nChanged 2363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32235 members Mstep: Class 2 contains 226957 members Entering Unmasked Estep Score: -11193498.000000 Penalty: 1134.344482 Iteration 26Q: 3 clusters Score -1.11935e+07 nChanged 2231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30060 members Mstep: Class 2 contains 229132 members Entering Unmasked Estep Score: -11193982.000000 Penalty: 1134.344482 Iteration 27Q: 3 clusters Score -1.119398e+07 nChanged 2184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27908 members Mstep: Class 2 contains 231284 members Entering Unmasked Estep Score: -11194284.000000 Penalty: 1134.344482 Iteration 28Q: 3 clusters Score -1.119428e+07 nChanged 2047 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25883 members Mstep: Class 2 contains 233309 members Entering Unmasked Estep Score: -11194498.000000 Penalty: 1134.344482 Iteration 29Q: 3 clusters Score -1.11945e+07 nChanged 1954 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23941 members Mstep: Class 2 contains 235251 members Entering Unmasked Estep Score: -11194702.000000 Penalty: 1134.344482 Iteration 30Q: 3 clusters Score -1.11947e+07 nChanged 1897 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22052 members Mstep: Class 2 contains 237140 members Entering Unmasked Estep Score: -11195038.000000 Penalty: 1134.344482 Iteration 31Q: 3 clusters Score -1.119504e+07 nChanged 1828 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20234 members Mstep: Class 2 contains 238958 members Entering Unmasked Estep Score: -11195214.000000 Penalty: 1134.344482 Iteration 32Q: 3 clusters Score -1.119521e+07 nChanged 1804 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18430 members Mstep: Class 2 contains 240762 members Entering Unmasked Estep Score: -11195462.000000 Penalty: 1134.344482 Iteration 33Q: 3 clusters Score -1.119546e+07 nChanged 1826 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16604 members Mstep: Class 2 contains 242588 members Entering Unmasked Estep Score: -11195716.000000 Penalty: 1134.344482 Iteration 34Q: 3 clusters Score -1.119572e+07 nChanged 1858 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14748 members Mstep: Class 2 contains 244444 members Entering Unmasked Estep Score: -11195947.000000 Penalty: 1134.344482 Iteration 35Q: 3 clusters Score -1.119595e+07 nChanged 1922 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12826 members Mstep: Class 2 contains 246366 members Entering Unmasked Estep Score: -11196188.000000 Penalty: 1134.344482 Iteration 36Q: 3 clusters Score -1.119619e+07 nChanged 1941 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10885 members Mstep: Class 2 contains 248307 members Entering Unmasked Estep Score: -11196584.000000 Penalty: 1134.344482 Iteration 37Q: 3 clusters Score -1.119658e+07 nChanged 1979 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8908 members Mstep: Class 2 contains 250284 members Entering Unmasked Estep Score: -11197059.000000 Penalty: 1134.344482 Iteration 38Q: 3 clusters Score -1.119706e+07 nChanged 1918 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6990 members Mstep: Class 2 contains 252202 members Entering Unmasked Estep Score: -11197533.000000 Penalty: 1134.344482 Iteration 39Q: 3 clusters Score -1.119753e+07 nChanged 1620 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5370 members Mstep: Class 2 contains 253822 members Entering Unmasked Estep Score: -11198082.000000 Penalty: 1134.344482 Iteration 40F: 3 clusters Score -1.119808e+07 nChanged 1314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4056 members Mstep: Class 2 contains 255136 members Entering Unmasked Estep Score: -11198524.000000 Penalty: 1134.344482 Iteration 41Q: 3 clusters Score -1.119852e+07 nChanged 1058 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2998 members Mstep: Class 2 contains 256194 members Entering Unmasked Estep Score: -11198909.000000 Penalty: 1134.344482 Iteration 42Q: 3 clusters Score -1.119891e+07 nChanged 773 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2225 members Mstep: Class 2 contains 256967 members Entering Unmasked Estep Score: -11199215.000000 Penalty: 1134.344482 Iteration 43Q: 3 clusters Score -1.119922e+07 nChanged 574 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1651 members Mstep: Class 2 contains 257541 members Entering Unmasked Estep Score: -11199399.000000 Penalty: 1134.344482 Iteration 44Q: 3 clusters Score -1.11994e+07 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1249 members Mstep: Class 2 contains 257943 members Entering Unmasked Estep Score: -11199563.000000 Penalty: 1134.344482 Iteration 45Q: 3 clusters Score -1.119956e+07 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 258211 members Entering Unmasked Estep Score: -11199619.000000 Penalty: 1134.344482 Iteration 46Q: 3 clusters Score -1.119962e+07 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 258408 members Entering Unmasked Estep Score: -11199702.000000 Penalty: 1134.344482 Iteration 47Q: 3 clusters Score -1.11997e+07 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 258554 members Entering Unmasked Estep Score: -11199785.000000 Penalty: 1134.344482 Iteration 48Q: 3 clusters Score -1.119978e+07 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 258661 members Entering Unmasked Estep Score: -11199832.000000 Penalty: 1134.344482 Iteration 49Q: 3 clusters Score -1.119983e+07 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 258730 members Entering Unmasked Estep Score: -11199852.000000 Penalty: 1134.344482 Iteration 50Q: 3 clusters Score -1.119985e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 258790 members Entering Unmasked Estep Score: -11199868.000000 Penalty: 1134.344482 Iteration 51Q: 3 clusters Score -1.119987e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 258834 members Entering Unmasked Estep Score: -11199890.000000 Penalty: 1134.344482 Iteration 52Q: 3 clusters Score -1.119989e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 258865 members Entering Unmasked Estep Score: -11199910.000000 Penalty: 1134.344482 Iteration 53Q: 3 clusters Score -1.119991e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 258889 members Entering Unmasked Estep Score: -11199936.000000 Penalty: 1134.344482 Iteration 54Q: 3 clusters Score -1.119994e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 258902 members Entering Unmasked Estep Score: -11199956.000000 Penalty: 1134.344482 Iteration 55Q: 3 clusters Score -1.119996e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 258917 members Entering Unmasked Estep Score: -11199960.000000 Penalty: 1134.344482 Iteration 56Q: 3 clusters Score -1.119996e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 258922 members Entering Unmasked Estep Score: -11199957.000000 Penalty: 1134.344482 Iteration 57Q: 3 clusters Score -1.119996e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 258928 members Entering Unmasked Estep Score: -11199962.000000 Penalty: 1134.344482 Iteration 58Q: 3 clusters Score -1.119996e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 258931 members Entering Unmasked Estep Score: -11199963.000000 Penalty: 1134.344482 Iteration 59Q: 3 clusters Score -1.119996e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 258935 members Entering Unmasked Estep Score: -11199964.000000 Penalty: 1134.344482 Iteration 60F: 3 clusters Score -1.119996e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 258936 members Entering Unmasked Estep Score: -11199964.000000 Penalty: 1134.344482 Iteration 61Q: 3 clusters Score -1.119996e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 258937 members Entering Unmasked Estep Score: -11199959.000000 Penalty: 1134.344482 Iteration 62Q: 3 clusters Score -1.119996e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 258939 members Entering Unmasked Estep Score: -11199959.000000 Penalty: 1134.344482 Iteration 63Q: 3 clusters Score -1.119996e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 258941 members Entering Unmasked Estep Score: -11199956.000000 Penalty: 1134.344482 Iteration 64Q: 3 clusters Score -1.119996e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 258943 members Entering Unmasked Estep Score: -11199957.000000 Penalty: 1134.344482 Iteration 65Q: 3 clusters Score -1.119996e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 258946 members Entering Unmasked Estep Score: -11199953.000000 Penalty: 1134.344482 Iteration 66Q: 3 clusters Score -1.119995e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 258951 members Entering Unmasked Estep Score: -11199950.000000 Penalty: 1134.344482 Iteration 67Q: 3 clusters Score -1.119995e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 258955 members Entering Unmasked Estep Score: -11199956.000000 Penalty: 1134.344482 Iteration 68Q: 3 clusters Score -1.119996e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 258957 members Entering Unmasked Estep Score: -11199952.000000 Penalty: 1134.344482 Iteration 69Q: 3 clusters Score -1.119995e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 258958 members Entering Unmasked Estep Score: -11199953.000000 Penalty: 1134.344482 Iteration 70Q: 3 clusters Score -1.119995e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 258959 members Entering Unmasked Estep Score: -11199950.000000 Penalty: 1134.344482 Iteration 71Q: 3 clusters Score -1.119995e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 258959 members Entering Unmasked Estep Score: -11199950.000000 Penalty: 1134.344482 Iteration 72F: 3 clusters Score -1.119995e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (3392 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3392 members Entering Unmasked Estep Score: -137847.171875 Penalty: 369.877472 Iteration 0F: 2 clusters Score -137847.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1676 members Mstep: Class 2 contains 1716 members Entering Unmasked Estep Score: -135490.562500 Penalty: 739.754944 Iteration 0F: 3 clusters Score -135490.6 nChanged 1529 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1533 members Mstep: Class 2 contains 1859 members Entering Unmasked Estep Score: -136298.500000 Penalty: 739.754944 Iteration 1F: 3 clusters Score -136298.5 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1449 members Mstep: Class 2 contains 1943 members Entering Unmasked Estep Score: -136377.265625 Penalty: 739.754944 Iteration 2F: 3 clusters Score -136377.3 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 2044 members Entering Unmasked Estep Score: -136443.625000 Penalty: 739.754944 Iteration 3Q: 3 clusters Score -136443.6 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 2159 members Entering Unmasked Estep Score: -136514.046875 Penalty: 739.754944 Iteration 4Q: 3 clusters Score -136514 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 2296 members Entering Unmasked Estep Score: -136600.890625 Penalty: 739.754944 Iteration 5Q: 3 clusters Score -136600.9 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 2461 members Entering Unmasked Estep Score: -136721.171875 Penalty: 739.754944 Iteration 6Q: 3 clusters Score -136721.2 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 2655 members Entering Unmasked Estep Score: -136884.515625 Penalty: 739.754944 Iteration 7F: 3 clusters Score -136884.5 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 2846 members Entering Unmasked Estep Score: -137074.859375 Penalty: 739.754944 Iteration 8F: 3 clusters Score -137074.9 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 2999 members Entering Unmasked Estep Score: -137227.906250 Penalty: 739.754944 Iteration 9Q: 3 clusters Score -137227.9 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 3119 members Entering Unmasked Estep Score: -137340.140625 Penalty: 739.754944 Iteration 10Q: 3 clusters Score -137340.1 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 3188 members Entering Unmasked Estep Score: -137407.046875 Penalty: 739.754944 Iteration 11Q: 3 clusters Score -137407 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 3231 members Entering Unmasked Estep Score: -137444.390625 Penalty: 739.754944 Iteration 12Q: 3 clusters Score -137444.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 3255 members Entering Unmasked Estep Score: -137462.218750 Penalty: 739.754944 Iteration 13Q: 3 clusters Score -137462.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 3270 members Entering Unmasked Estep Score: -137475.343750 Penalty: 739.754944 Iteration 14Q: 3 clusters Score -137475.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 3282 members Entering Unmasked Estep Score: -137484.843750 Penalty: 739.754944 Iteration 15Q: 3 clusters Score -137484.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 3290 members Entering Unmasked Estep Score: -137492.890625 Penalty: 739.754944 Iteration 16Q: 3 clusters Score -137492.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 3293 members Entering Unmasked Estep Score: -137499.218750 Penalty: 739.754944 Iteration 17Q: 3 clusters Score -137499.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 3298 members Entering Unmasked Estep Score: -137509.078125 Penalty: 739.754944 Iteration 18Q: 3 clusters Score -137509.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 3301 members Entering Unmasked Estep Score: -137514.515625 Penalty: 739.754944 Iteration 19Q: 3 clusters Score -137514.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 3303 members Entering Unmasked Estep Score: -137517.093750 Penalty: 739.754944 Iteration 20F: 3 clusters Score -137517.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 3305 members Entering Unmasked Estep Score: -137519.062500 Penalty: 739.754944 Iteration 21Q: 3 clusters Score -137519.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 3307 members Entering Unmasked Estep Score: -137522.656250 Penalty: 739.754944 Iteration 22Q: 3 clusters Score -137522.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 3310 members Entering Unmasked Estep Score: -137526.078125 Penalty: 739.754944 Iteration 23Q: 3 clusters Score -137526.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 3312 members Entering Unmasked Estep Score: -137529.312500 Penalty: 739.754944 Iteration 24Q: 3 clusters Score -137529.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 3313 members Entering Unmasked Estep Score: -137531.671875 Penalty: 739.754944 Iteration 25Q: 3 clusters Score -137531.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 3313 members Entering Unmasked Estep Score: -137531.671875 Penalty: 739.754944 Iteration 26F: 3 clusters Score -137531.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (16238 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16238 members Entering Unmasked Estep Score: -744635.437500 Penalty: 441.127472 Iteration 0F: 2 clusters Score -744635.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8149 members Mstep: Class 2 contains 8089 members Entering Unmasked Estep Score: -733764.312500 Penalty: 882.254944 Iteration 0F: 3 clusters Score -733764.3 nChanged 7682 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8581 members Mstep: Class 2 contains 7657 members Entering Unmasked Estep Score: -738071.500000 Penalty: 882.254944 Iteration 1F: 3 clusters Score -738071.5 nChanged 669 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8726 members Mstep: Class 2 contains 7512 members Entering Unmasked Estep Score: -738279.687500 Penalty: 882.254944 Iteration 2Q: 3 clusters Score -738279.7 nChanged 680 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8978 members Mstep: Class 2 contains 7260 members Entering Unmasked Estep Score: -738573.250000 Penalty: 882.254944 Iteration 3Q: 3 clusters Score -738573.2 nChanged 801 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9307 members Mstep: Class 2 contains 6931 members Entering Unmasked Estep Score: -739081.187500 Penalty: 882.254944 Iteration 4Q: 3 clusters Score -739081.2 nChanged 1023 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9768 members Mstep: Class 2 contains 6470 members Entering Unmasked Estep Score: -739938.687500 Penalty: 882.254944 Iteration 5F: 3 clusters Score -739938.7 nChanged 1136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10252 members Mstep: Class 2 contains 5986 members Entering Unmasked Estep Score: -740945.000000 Penalty: 882.254944 Iteration 6F: 3 clusters Score -740945 nChanged 1043 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10583 members Mstep: Class 2 contains 5655 members Entering Unmasked Estep Score: -741766.375000 Penalty: 882.254944 Iteration 7F: 3 clusters Score -741766.4 nChanged 823 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10778 members Mstep: Class 2 contains 5460 members Entering Unmasked Estep Score: -742198.250000 Penalty: 882.254944 Iteration 8F: 3 clusters Score -742198.2 nChanged 518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10912 members Mstep: Class 2 contains 5326 members Entering Unmasked Estep Score: -742361.125000 Penalty: 882.254944 Iteration 9Q: 3 clusters Score -742361.1 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11045 members Mstep: Class 2 contains 5193 members Entering Unmasked Estep Score: -742454.187500 Penalty: 882.254944 Iteration 10Q: 3 clusters Score -742454.2 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11182 members Mstep: Class 2 contains 5056 members Entering Unmasked Estep Score: -742527.562500 Penalty: 882.254944 Iteration 11Q: 3 clusters Score -742527.6 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11333 members Mstep: Class 2 contains 4905 members Entering Unmasked Estep Score: -742603.812500 Penalty: 882.254944 Iteration 12Q: 3 clusters Score -742603.8 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11481 members Mstep: Class 2 contains 4757 members Entering Unmasked Estep Score: -742678.500000 Penalty: 882.254944 Iteration 13Q: 3 clusters Score -742678.5 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11634 members Mstep: Class 2 contains 4604 members Entering Unmasked Estep Score: -742745.875000 Penalty: 882.254944 Iteration 14Q: 3 clusters Score -742745.9 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11792 members Mstep: Class 2 contains 4446 members Entering Unmasked Estep Score: -742810.687500 Penalty: 882.254944 Iteration 15Q: 3 clusters Score -742810.7 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11946 members Mstep: Class 2 contains 4292 members Entering Unmasked Estep Score: -742871.625000 Penalty: 882.254944 Iteration 16Q: 3 clusters Score -742871.6 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12089 members Mstep: Class 2 contains 4149 members Entering Unmasked Estep Score: -742913.062500 Penalty: 882.254944 Iteration 17Q: 3 clusters Score -742913.1 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12216 members Mstep: Class 2 contains 4022 members Entering Unmasked Estep Score: -742953.875000 Penalty: 882.254944 Iteration 18Q: 3 clusters Score -742953.9 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12379 members Mstep: Class 2 contains 3859 members Entering Unmasked Estep Score: -743002.187500 Penalty: 882.254944 Iteration 19Q: 3 clusters Score -743002.2 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12528 members Mstep: Class 2 contains 3710 members Entering Unmasked Estep Score: -743046.250000 Penalty: 882.254944 Iteration 20F: 3 clusters Score -743046.2 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12680 members Mstep: Class 2 contains 3558 members Entering Unmasked Estep Score: -743093.062500 Penalty: 882.254944 Iteration 21Q: 3 clusters Score -743093.1 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12843 members Mstep: Class 2 contains 3395 members Entering Unmasked Estep Score: -743139.875000 Penalty: 882.254944 Iteration 22Q: 3 clusters Score -743139.9 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12989 members Mstep: Class 2 contains 3249 members Entering Unmasked Estep Score: -743182.437500 Penalty: 882.254944 Iteration 23Q: 3 clusters Score -743182.4 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13129 members Mstep: Class 2 contains 3109 members Entering Unmasked Estep Score: -743224.562500 Penalty: 882.254944 Iteration 24Q: 3 clusters Score -743224.6 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13291 members Mstep: Class 2 contains 2947 members Entering Unmasked Estep Score: -743279.062500 Penalty: 882.254944 Iteration 25Q: 3 clusters Score -743279.1 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13470 members Mstep: Class 2 contains 2768 members Entering Unmasked Estep Score: -743341.187500 Penalty: 882.254944 Iteration 26Q: 3 clusters Score -743341.2 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13663 members Mstep: Class 2 contains 2575 members Entering Unmasked Estep Score: -743402.437500 Penalty: 882.254944 Iteration 27Q: 3 clusters Score -743402.4 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13835 members Mstep: Class 2 contains 2403 members Entering Unmasked Estep Score: -743458.562500 Penalty: 882.254944 Iteration 28Q: 3 clusters Score -743458.6 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14006 members Mstep: Class 2 contains 2232 members Entering Unmasked Estep Score: -743518.375000 Penalty: 882.254944 Iteration 29Q: 3 clusters Score -743518.4 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14180 members Mstep: Class 2 contains 2058 members Entering Unmasked Estep Score: -743583.500000 Penalty: 882.254944 Iteration 30Q: 3 clusters Score -743583.5 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14357 members Mstep: Class 2 contains 1881 members Entering Unmasked Estep Score: -743661.312500 Penalty: 882.254944 Iteration 31Q: 3 clusters Score -743661.3 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14557 members Mstep: Class 2 contains 1681 members Entering Unmasked Estep Score: -743752.562500 Penalty: 882.254944 Iteration 32Q: 3 clusters Score -743752.6 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14732 members Mstep: Class 2 contains 1506 members Entering Unmasked Estep Score: -743839.500000 Penalty: 882.254944 Iteration 33Q: 3 clusters Score -743839.5 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14895 members Mstep: Class 2 contains 1343 members Entering Unmasked Estep Score: -743925.062500 Penalty: 882.254944 Iteration 34Q: 3 clusters Score -743925.1 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15040 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -743996.437500 Penalty: 882.254944 Iteration 35Q: 3 clusters Score -743996.4 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15152 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -744051.187500 Penalty: 882.254944 Iteration 36Q: 3 clusters Score -744051.2 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15256 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -744096.312500 Penalty: 882.254944 Iteration 37Q: 3 clusters Score -744096.3 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15344 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -744138.250000 Penalty: 882.254944 Iteration 38Q: 3 clusters Score -744138.2 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15422 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -744173.875000 Penalty: 882.254944 Iteration 39Q: 3 clusters Score -744173.9 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15488 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -744205.375000 Penalty: 882.254944 Iteration 40F: 3 clusters Score -744205.4 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15539 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -744227.812500 Penalty: 882.254944 Iteration 41Q: 3 clusters Score -744227.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15574 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -744245.250000 Penalty: 882.254944 Iteration 42Q: 3 clusters Score -744245.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15612 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -744263.000000 Penalty: 882.254944 Iteration 43Q: 3 clusters Score -744263 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15647 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -744275.187500 Penalty: 882.254944 Iteration 44Q: 3 clusters Score -744275.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15676 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -744283.250000 Penalty: 882.254944 Iteration 45Q: 3 clusters Score -744283.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15698 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -744290.625000 Penalty: 882.254944 Iteration 46Q: 3 clusters Score -744290.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15717 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -744297.875000 Penalty: 882.254944 Iteration 47Q: 3 clusters Score -744297.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15729 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -744302.000000 Penalty: 882.254944 Iteration 48Q: 3 clusters Score -744302 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15740 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -744305.062500 Penalty: 882.254944 Iteration 49Q: 3 clusters Score -744305.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15752 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -744309.937500 Penalty: 882.254944 Iteration 50Q: 3 clusters Score -744309.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15761 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -744312.187500 Penalty: 882.254944 Iteration 51Q: 3 clusters Score -744312.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15772 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -744314.812500 Penalty: 882.254944 Iteration 52Q: 3 clusters Score -744314.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15778 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -744316.375000 Penalty: 882.254944 Iteration 53Q: 3 clusters Score -744316.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15782 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -744319.187500 Penalty: 882.254944 Iteration 54Q: 3 clusters Score -744319.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15785 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -744317.875000 Penalty: 882.254944 Iteration 55Q: 3 clusters Score -744317.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15787 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -744317.812500 Penalty: 882.254944 Iteration 56Q: 3 clusters Score -744317.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15790 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -744318.437500 Penalty: 882.254944 Iteration 57Q: 3 clusters Score -744318.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15793 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -744318.375000 Penalty: 882.254944 Iteration 58Q: 3 clusters Score -744318.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15795 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -744319.562500 Penalty: 882.254944 Iteration 59Q: 3 clusters Score -744319.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15797 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -744320.875000 Penalty: 882.254944 Iteration 60F: 3 clusters Score -744320.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15801 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -744322.562500 Penalty: 882.254944 Iteration 61Q: 3 clusters Score -744322.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15804 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -744323.187500 Penalty: 882.254944 Iteration 62Q: 3 clusters Score -744323.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15805 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -744323.062500 Penalty: 882.254944 Iteration 63Q: 3 clusters Score -744323.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15805 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -744323.062500 Penalty: 882.254944 Iteration 64F: 3 clusters Score -744323.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (1210 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Entering Unmasked Estep Score: -51759.152344 Penalty: 322.976105 Iteration 0F: 2 clusters Score -51759.15 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -50819.164062 Penalty: 645.952209 Iteration 0F: 3 clusters Score -50819.16 nChanged 508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -51142.871094 Penalty: 645.952209 Iteration 1F: 3 clusters Score -51142.87 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -51202.062500 Penalty: 645.952209 Iteration 2F: 3 clusters Score -51202.06 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -51247.308594 Penalty: 645.952209 Iteration 3F: 3 clusters Score -51247.31 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -51285.371094 Penalty: 645.952209 Iteration 4Q: 3 clusters Score -51285.37 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -51313.500000 Penalty: 645.952209 Iteration 5Q: 3 clusters Score -51313.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -51332.308594 Penalty: 645.952209 Iteration 6Q: 3 clusters Score -51332.31 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -51354.503906 Penalty: 645.952209 Iteration 7Q: 3 clusters Score -51354.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -51372.375000 Penalty: 645.952209 Iteration 8Q: 3 clusters Score -51372.38 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -51391.605469 Penalty: 645.952209 Iteration 9Q: 3 clusters Score -51391.61 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -51407.570312 Penalty: 645.952209 Iteration 10Q: 3 clusters Score -51407.57 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -51415.343750 Penalty: 645.952209 Iteration 11Q: 3 clusters Score -51415.34 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -51420.160156 Penalty: 645.952209 Iteration 12Q: 3 clusters Score -51420.16 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -51423.894531 Penalty: 645.952209 Iteration 13Q: 3 clusters Score -51423.89 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -51426.062500 Penalty: 645.952209 Iteration 14Q: 3 clusters Score -51426.06 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -51429.039062 Penalty: 645.952209 Iteration 15Q: 3 clusters Score -51429.04 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -51433.445312 Penalty: 645.952209 Iteration 16Q: 3 clusters Score -51433.45 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -51438.144531 Penalty: 645.952209 Iteration 17Q: 3 clusters Score -51438.14 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -51442.328125 Penalty: 645.952209 Iteration 18Q: 3 clusters Score -51442.33 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -51445.535156 Penalty: 645.952209 Iteration 19Q: 3 clusters Score -51445.54 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -51447.492188 Penalty: 645.952209 Iteration 20F: 3 clusters Score -51447.49 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -51448.558594 Penalty: 645.952209 Iteration 21Q: 3 clusters Score -51448.56 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -51449.968750 Penalty: 645.952209 Iteration 22Q: 3 clusters Score -51449.97 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -51451.496094 Penalty: 645.952209 Iteration 23Q: 3 clusters Score -51451.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -51452.687500 Penalty: 645.952209 Iteration 24Q: 3 clusters Score -51452.69 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -51453.257812 Penalty: 645.952209 Iteration 25Q: 3 clusters Score -51453.26 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -51454.796875 Penalty: 645.952209 Iteration 26Q: 3 clusters Score -51454.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -51456.070312 Penalty: 645.952209 Iteration 27Q: 3 clusters Score -51456.07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -51459.335938 Penalty: 645.952209 Iteration 28Q: 3 clusters Score -51459.34 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -51464.003906 Penalty: 645.952209 Iteration 29Q: 3 clusters Score -51464 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -51465.187500 Penalty: 645.952209 Iteration 30Q: 3 clusters Score -51465.19 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -51466.566406 Penalty: 645.952209 Iteration 31Q: 3 clusters Score -51466.57 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -51467.656250 Penalty: 645.952209 Iteration 32Q: 3 clusters Score -51467.66 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -51468.980469 Penalty: 645.952209 Iteration 33Q: 3 clusters Score -51468.98 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -51469.636719 Penalty: 645.952209 Iteration 34Q: 3 clusters Score -51469.64 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -51470.406250 Penalty: 645.952209 Iteration 35Q: 3 clusters Score -51470.41 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -51472.164062 Penalty: 645.952209 Iteration 36Q: 3 clusters Score -51472.16 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -51474.218750 Penalty: 645.952209 Iteration 37Q: 3 clusters Score -51474.22 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -51476.304688 Penalty: 645.952209 Iteration 38Q: 3 clusters Score -51476.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -51476.875000 Penalty: 645.952209 Iteration 39Q: 3 clusters Score -51476.88 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -51476.875000 Penalty: 645.952209 Iteration 40F: 3 clusters Score -51476.88 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (479 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Entering Unmasked Estep Score: -22074.953125 Penalty: 280.812378 Iteration 0F: 2 clusters Score -22074.95 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -21592.185547 Penalty: 561.624756 Iteration 0F: 3 clusters Score -21592.19 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -21712.095703 Penalty: 561.624756 Iteration 1F: 3 clusters Score -21712.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -21730.121094 Penalty: 561.624756 Iteration 2F: 3 clusters Score -21730.12 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -21740.138672 Penalty: 561.624756 Iteration 3Q: 3 clusters Score -21740.14 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -21744.539062 Penalty: 561.624756 Iteration 4Q: 3 clusters Score -21744.54 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -21748.855469 Penalty: 561.624756 Iteration 5Q: 3 clusters Score -21748.86 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -21752.634766 Penalty: 561.624756 Iteration 6Q: 3 clusters Score -21752.63 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -21761.175781 Penalty: 561.624756 Iteration 7Q: 3 clusters Score -21761.18 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -21766.263672 Penalty: 561.624756 Iteration 8Q: 3 clusters Score -21766.26 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -21767.714844 Penalty: 561.624756 Iteration 9Q: 3 clusters Score -21767.71 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -21768.640625 Penalty: 561.624756 Iteration 10Q: 3 clusters Score -21768.64 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -21768.640625 Penalty: 561.624756 Iteration 11F: 3 clusters Score -21768.64 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (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: -15308.462891 Penalty: 268.195343 Iteration 0F: 2 clusters Score -15308.46 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -14908.770508 Penalty: 536.390686 Iteration 0F: 3 clusters Score -14908.77 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -14982.891602 Penalty: 536.390686 Iteration 1F: 3 clusters Score -14982.89 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -15009.722656 Penalty: 536.390686 Iteration 2F: 3 clusters Score -15009.72 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -15025.055664 Penalty: 536.390686 Iteration 3F: 3 clusters Score -15025.06 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -15030.195312 Penalty: 536.390686 Iteration 4Q: 3 clusters Score -15030.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -15032.149414 Penalty: 536.390686 Iteration 5Q: 3 clusters Score -15032.15 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -15038.118164 Penalty: 536.390686 Iteration 6Q: 3 clusters Score -15038.12 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -15042.257812 Penalty: 536.390686 Iteration 7Q: 3 clusters Score -15042.26 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -15045.235352 Penalty: 536.390686 Iteration 8Q: 3 clusters Score -15045.24 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -15046.500977 Penalty: 536.390686 Iteration 9Q: 3 clusters Score -15046.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -15048.424805 Penalty: 536.390686 Iteration 10Q: 3 clusters Score -15048.42 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -15049.091797 Penalty: 536.390686 Iteration 11Q: 3 clusters Score -15049.09 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -15049.091797 Penalty: 536.390686 Iteration 12F: 3 clusters Score -15049.09 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (22659 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22659 members Entering Unmasked Estep Score: -950876.812500 Penalty: 456.288239 Iteration 0F: 2 clusters Score -950876.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11384 members Mstep: Class 2 contains 11275 members Entering Unmasked Estep Score: -935719.312500 Penalty: 912.576477 Iteration 0F: 3 clusters Score -935719.3 nChanged 10800 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12604 members Mstep: Class 2 contains 10055 members Entering Unmasked Estep Score: -941950.500000 Penalty: 912.576477 Iteration 1F: 3 clusters Score -941950.5 nChanged 1216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13414 members Mstep: Class 2 contains 9245 members Entering Unmasked Estep Score: -942431.125000 Penalty: 912.576477 Iteration 2F: 3 clusters Score -942431.1 nChanged 1414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14516 members Mstep: Class 2 contains 8143 members Entering Unmasked Estep Score: -943126.375000 Penalty: 912.576477 Iteration 3F: 3 clusters Score -943126.4 nChanged 1644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15980 members Mstep: Class 2 contains 6679 members Entering Unmasked Estep Score: -944207.187500 Penalty: 912.576477 Iteration 4F: 3 clusters Score -944207.2 nChanged 1793 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17699 members Mstep: Class 2 contains 4960 members Entering Unmasked Estep Score: -945652.000000 Penalty: 912.576477 Iteration 5F: 3 clusters Score -945652 nChanged 1678 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19361 members Mstep: Class 2 contains 3298 members Entering Unmasked Estep Score: -947173.375000 Penalty: 912.576477 Iteration 6F: 3 clusters Score -947173.4 nChanged 1343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20704 members Mstep: Class 2 contains 1955 members Entering Unmasked Estep Score: -948533.500000 Penalty: 912.576477 Iteration 7F: 3 clusters Score -948533.5 nChanged 905 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21609 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -949544.375000 Penalty: 912.576477 Iteration 8Q: 3 clusters Score -949544.4 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22031 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -950061.937500 Penalty: 912.576477 Iteration 9Q: 3 clusters Score -950061.9 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22183 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -950246.375000 Penalty: 912.576477 Iteration 10Q: 3 clusters Score -950246.4 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22248 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -950331.937500 Penalty: 912.576477 Iteration 11Q: 3 clusters Score -950331.9 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22296 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -950392.437500 Penalty: 912.576477 Iteration 12Q: 3 clusters Score -950392.4 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22327 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -950428.062500 Penalty: 912.576477 Iteration 13Q: 3 clusters Score -950428.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22356 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -950445.812500 Penalty: 912.576477 Iteration 14Q: 3 clusters Score -950445.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22374 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -950459.875000 Penalty: 912.576477 Iteration 15Q: 3 clusters Score -950459.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22387 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -950471.937500 Penalty: 912.576477 Iteration 16Q: 3 clusters Score -950471.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22398 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -950479.875000 Penalty: 912.576477 Iteration 17Q: 3 clusters Score -950479.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22406 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -950486.687500 Penalty: 912.576477 Iteration 18Q: 3 clusters Score -950486.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22411 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -950491.937500 Penalty: 912.576477 Iteration 19Q: 3 clusters Score -950491.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22414 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -950494.875000 Penalty: 912.576477 Iteration 20F: 3 clusters Score -950494.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22421 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -950495.875000 Penalty: 912.576477 Iteration 21Q: 3 clusters Score -950495.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22422 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -950495.812500 Penalty: 912.576477 Iteration 22Q: 3 clusters Score -950495.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22423 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -950496.625000 Penalty: 912.576477 Iteration 23Q: 3 clusters Score -950496.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22425 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -950499.437500 Penalty: 912.576477 Iteration 24Q: 3 clusters Score -950499.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22426 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -950500.562500 Penalty: 912.576477 Iteration 25Q: 3 clusters Score -950500.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22427 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -950500.625000 Penalty: 912.576477 Iteration 26Q: 3 clusters Score -950500.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22427 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -950502.125000 Penalty: 912.576477 Iteration 27Q: 3 clusters Score -950502.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22429 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -950503.250000 Penalty: 912.576477 Iteration 28Q: 3 clusters Score -950503.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22433 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -950505.125000 Penalty: 912.576477 Iteration 29Q: 3 clusters Score -950505.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22434 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -950505.000000 Penalty: 912.576477 Iteration 30Q: 3 clusters Score -950505 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22436 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -950506.875000 Penalty: 912.576477 Iteration 31Q: 3 clusters Score -950506.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22438 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -950507.375000 Penalty: 912.576477 Iteration 32Q: 3 clusters Score -950507.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22441 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -950508.937500 Penalty: 912.576477 Iteration 33Q: 3 clusters Score -950508.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22443 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -950508.437500 Penalty: 912.576477 Iteration 34Q: 3 clusters Score -950508.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22445 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -950507.937500 Penalty: 912.576477 Iteration 35Q: 3 clusters Score -950507.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22446 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -950508.187500 Penalty: 912.576477 Iteration 36Q: 3 clusters Score -950508.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22446 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -950508.187500 Penalty: 912.576477 Iteration 37F: 3 clusters Score -950508.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 860 members Mstep: Class 3 contains 1246 members Mstep: Class 4 contains 364 members Mstep: Class 5 contains 1159 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 1949 members Mstep: Class 8 contains 3773 members Mstep: Class 9 contains 27531 members Mstep: Class 10 contains 5492 members Mstep: Class 11 contains 1012 members Mstep: Class 12 contains 7570 members Mstep: Class 13 contains 12576 members Mstep: Class 14 contains 1070 members Mstep: Class 15 contains 259192 members Mstep: Class 16 contains 3392 members Mstep: Class 17 contains 16238 members Mstep: Class 18 contains 1210 members Mstep: Class 19 contains 479 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 22659 members Entering Unmasked Estep ConsiderDeletion Score: -15538112.000000 Penalty: 13415.931641 Iteration 79Q: 24 clusters Score -1.553811e+07 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 859 members Mstep: Class 3 contains 1247 members Mstep: Class 4 contains 363 members Mstep: Class 5 contains 1152 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 1968 members Mstep: Class 8 contains 3749 members Mstep: Class 9 contains 27579 members Mstep: Class 10 contains 5492 members Mstep: Class 11 contains 1003 members Mstep: Class 12 contains 7467 members Mstep: Class 13 contains 12493 members Mstep: Class 14 contains 1070 members Mstep: Class 15 contains 259214 members Mstep: Class 16 contains 3419 members Mstep: Class 17 contains 16243 members Mstep: Class 18 contains 1214 members Mstep: Class 19 contains 478 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 22762 members Mstep: Class 22 contains 204 members Mstep: Class 23 contains 687 members Entering Unmasked Estep ConsiderDeletion Score: -15538214.000000 Penalty: 13415.931641 Iteration 80F: 24 clusters Score -1.553821e+07 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 858 members Mstep: Class 3 contains 1247 members Mstep: Class 4 contains 363 members Mstep: Class 5 contains 1146 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 1992 members Mstep: Class 8 contains 3727 members Mstep: Class 9 contains 27611 members Mstep: Class 10 contains 5491 members Mstep: Class 11 contains 992 members Mstep: Class 12 contains 7371 members Mstep: Class 13 contains 12415 members Mstep: Class 14 contains 1070 members Mstep: Class 15 contains 259248 members Mstep: Class 16 contains 3443 members Mstep: Class 17 contains 16251 members Mstep: Class 18 contains 1217 members Mstep: Class 19 contains 480 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 22850 members Mstep: Class 22 contains 204 members Mstep: Class 23 contains 687 members Entering Unmasked Estep ConsiderDeletion Score: -15538259.000000 Penalty: 13415.931641 Iteration 81Q: 24 clusters Score -1.553826e+07 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 857 members Mstep: Class 3 contains 1247 members Mstep: Class 4 contains 360 members Mstep: Class 5 contains 1144 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2011 members Mstep: Class 8 contains 3702 members Mstep: Class 9 contains 27660 members Mstep: Class 10 contains 5493 members Mstep: Class 11 contains 986 members Mstep: Class 12 contains 7262 members Mstep: Class 13 contains 12337 members Mstep: Class 14 contains 1070 members Mstep: Class 15 contains 259281 members Mstep: Class 16 contains 3469 members Mstep: Class 17 contains 16254 members Mstep: Class 18 contains 1219 members Mstep: Class 19 contains 484 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 22936 members Mstep: Class 22 contains 204 members Mstep: Class 23 contains 687 members Entering Unmasked Estep ConsiderDeletion Score: -15538242.000000 Penalty: 13415.931641 Iteration 82Q: 24 clusters Score -1.553824e+07 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 857 members Mstep: Class 3 contains 1247 members Mstep: Class 4 contains 357 members Mstep: Class 5 contains 1139 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2024 members Mstep: Class 8 contains 3668 members Mstep: Class 9 contains 27729 members Mstep: Class 10 contains 5491 members Mstep: Class 11 contains 977 members Mstep: Class 12 contains 7147 members Mstep: Class 13 contains 12268 members Mstep: Class 14 contains 1070 members Mstep: Class 15 contains 259314 members Mstep: Class 16 contains 3506 members Mstep: Class 17 contains 16252 members Mstep: Class 18 contains 1221 members Mstep: Class 19 contains 488 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 23017 members Mstep: Class 22 contains 204 members Mstep: Class 23 contains 687 members Entering Unmasked Estep ConsiderDeletion Score: -15538263.000000 Penalty: 13415.931641 Iteration 83Q: 24 clusters Score -1.553826e+07 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 857 members Mstep: Class 3 contains 1247 members Mstep: Class 4 contains 353 members Mstep: Class 5 contains 1128 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2034 members Mstep: Class 8 contains 3643 members Mstep: Class 9 contains 27792 members Mstep: Class 10 contains 5492 members Mstep: Class 11 contains 969 members Mstep: Class 12 contains 7043 members Mstep: Class 13 contains 12172 members Mstep: Class 14 contains 1070 members Mstep: Class 15 contains 259348 members Mstep: Class 16 contains 3548 members Mstep: Class 17 contains 16253 members Mstep: Class 18 contains 1225 members Mstep: Class 19 contains 486 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 23112 members Mstep: Class 22 contains 204 members Mstep: Class 23 contains 687 members Entering Unmasked Estep ConsiderDeletion Score: -15538257.000000 Penalty: 13415.931641 Iteration 84Q: 24 clusters Score -1.553826e+07 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 857 members Mstep: Class 3 contains 1247 members Mstep: Class 4 contains 351 members Mstep: Class 5 contains 1124 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2040 members Mstep: Class 8 contains 3625 members Mstep: Class 9 contains 27867 members Mstep: Class 10 contains 5493 members Mstep: Class 11 contains 958 members Mstep: Class 12 contains 6937 members Mstep: Class 13 contains 12087 members Mstep: Class 14 contains 1070 members Mstep: Class 15 contains 259371 members Mstep: Class 16 contains 3578 members Mstep: Class 17 contains 16260 members Mstep: Class 18 contains 1228 members Mstep: Class 19 contains 484 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 23195 members Mstep: Class 22 contains 204 members Mstep: Class 23 contains 687 members Entering Unmasked Estep ConsiderDeletion Score: -15538211.000000 Penalty: 13415.931641 Iteration 85Q: 24 clusters Score -1.553821e+07 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 857 members Mstep: Class 3 contains 1247 members Mstep: Class 4 contains 351 members Mstep: Class 5 contains 1119 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2047 members Mstep: Class 8 contains 3604 members Mstep: Class 9 contains 27945 members Mstep: Class 10 contains 5493 members Mstep: Class 11 contains 949 members Mstep: Class 12 contains 6843 members Mstep: Class 13 contains 11998 members Mstep: Class 14 contains 1070 members Mstep: Class 15 contains 259374 members Mstep: Class 16 contains 3616 members Mstep: Class 17 contains 16262 members Mstep: Class 18 contains 1228 members Mstep: Class 19 contains 484 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 23285 members Mstep: Class 22 contains 204 members Mstep: Class 23 contains 687 members Entering Unmasked Estep ConsiderDeletion Score: -15538244.000000 Penalty: 13415.931641 Iteration 86Q: 24 clusters Score -1.553824e+07 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 857 members Mstep: Class 3 contains 1247 members Mstep: Class 4 contains 350 members Mstep: Class 5 contains 1108 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2052 members Mstep: Class 8 contains 3597 members Mstep: Class 9 contains 28031 members Mstep: Class 10 contains 5493 members Mstep: Class 11 contains 940 members Mstep: Class 12 contains 6735 members Mstep: Class 13 contains 11916 members Mstep: Class 14 contains 1070 members Mstep: Class 15 contains 259373 members Mstep: Class 16 contains 3659 members Mstep: Class 17 contains 16267 members Mstep: Class 18 contains 1231 members Mstep: Class 19 contains 483 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 23363 members Mstep: Class 22 contains 204 members Mstep: Class 23 contains 687 members Entering Unmasked Estep ConsiderDeletion Score: -15538227.000000 Penalty: 13415.931641 Iteration 87Q: 24 clusters Score -1.553823e+07 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 857 members Mstep: Class 3 contains 1247 members Mstep: Class 4 contains 349 members Mstep: Class 5 contains 1103 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2060 members Mstep: Class 8 contains 3575 members Mstep: Class 9 contains 28097 members Mstep: Class 10 contains 5493 members Mstep: Class 11 contains 928 members Mstep: Class 12 contains 6635 members Mstep: Class 13 contains 11829 members Mstep: Class 14 contains 1070 members Mstep: Class 15 contains 259385 members Mstep: Class 16 contains 3699 members Mstep: Class 17 contains 16273 members Mstep: Class 18 contains 1234 members Mstep: Class 19 contains 484 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 23454 members Mstep: Class 22 contains 204 members Mstep: Class 23 contains 687 members Entering Unmasked Estep ConsiderDeletion Score: -15538287.000000 Penalty: 13415.931641 Iteration 88Q: 24 clusters Score -1.553829e+07 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 857 members Mstep: Class 3 contains 1247 members Mstep: Class 4 contains 349 members Mstep: Class 5 contains 1100 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2067 members Mstep: Class 8 contains 3540 members Mstep: Class 9 contains 28151 members Mstep: Class 10 contains 5493 members Mstep: Class 11 contains 919 members Mstep: Class 12 contains 6553 members Mstep: Class 13 contains 11746 members Mstep: Class 14 contains 1070 members Mstep: Class 15 contains 259387 members Mstep: Class 16 contains 3744 members Mstep: Class 17 contains 16273 members Mstep: Class 18 contains 1237 members Mstep: Class 19 contains 484 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 23555 members Mstep: Class 22 contains 204 members Mstep: Class 23 contains 687 members Entering Unmasked Estep ConsiderDeletion Score: -15538330.000000 Penalty: 13415.931641 Iteration 89Q: 24 clusters Score -1.553833e+07 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 857 members Mstep: Class 3 contains 1247 members Mstep: Class 4 contains 349 members Mstep: Class 5 contains 1089 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2073 members Mstep: Class 8 contains 3517 members Mstep: Class 9 contains 28199 members Mstep: Class 10 contains 5492 members Mstep: Class 11 contains 917 members Mstep: Class 12 contains 6471 members Mstep: Class 13 contains 11654 members Mstep: Class 14 contains 1070 members Mstep: Class 15 contains 259407 members Mstep: Class 16 contains 3790 members Mstep: Class 17 contains 16273 members Mstep: Class 18 contains 1237 members Mstep: Class 19 contains 482 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 23648 members Mstep: Class 22 contains 204 members Mstep: Class 23 contains 687 members Entering Unmasked Estep ConsiderDeletion Score: -15538336.000000 Penalty: 13415.931641 Iteration 90Q: 24 clusters Score -1.553834e+07 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 857 members Mstep: Class 3 contains 1247 members Mstep: Class 4 contains 349 members Mstep: Class 5 contains 1077 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2080 members Mstep: Class 8 contains 3498 members Mstep: Class 9 contains 28238 members Mstep: Class 10 contains 5493 members Mstep: Class 11 contains 914 members Mstep: Class 12 contains 6394 members Mstep: Class 13 contains 11570 members Mstep: Class 14 contains 1070 members Mstep: Class 15 contains 259413 members Mstep: Class 16 contains 3835 members Mstep: Class 17 contains 16281 members Mstep: Class 18 contains 1238 members Mstep: Class 19 contains 482 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 23736 members Mstep: Class 22 contains 204 members Mstep: Class 23 contains 687 members Entering Unmasked Estep ConsiderDeletion Score: -15538385.000000 Penalty: 13415.931641 Iteration 91Q: 24 clusters Score -1.553838e+07 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 857 members Mstep: Class 3 contains 1247 members Mstep: Class 4 contains 350 members Mstep: Class 5 contains 1068 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2089 members Mstep: Class 8 contains 3483 members Mstep: Class 9 contains 28276 members Mstep: Class 10 contains 5495 members Mstep: Class 11 contains 913 members Mstep: Class 12 contains 6322 members Mstep: Class 13 contains 11465 members Mstep: Class 14 contains 1070 members Mstep: Class 15 contains 259419 members Mstep: Class 16 contains 3875 members Mstep: Class 17 contains 16288 members Mstep: Class 18 contains 1238 members Mstep: Class 19 contains 482 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 23835 members Mstep: Class 22 contains 204 members Mstep: Class 23 contains 687 members Entering Unmasked Estep ConsiderDeletion Score: -15538402.000000 Penalty: 13415.931641 Iteration 92Q: 24 clusters Score -1.55384e+07 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 856 members Mstep: Class 3 contains 1247 members Mstep: Class 4 contains 350 members Mstep: Class 5 contains 1060 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2094 members Mstep: Class 8 contains 3468 members Mstep: Class 9 contains 28308 members Mstep: Class 10 contains 5496 members Mstep: Class 11 contains 912 members Mstep: Class 12 contains 6268 members Mstep: Class 13 contains 11355 members Mstep: Class 14 contains 1071 members Mstep: Class 15 contains 259420 members Mstep: Class 16 contains 3925 members Mstep: Class 17 contains 16289 members Mstep: Class 18 contains 1238 members Mstep: Class 19 contains 482 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 23933 members Mstep: Class 22 contains 204 members Mstep: Class 23 contains 687 members Entering Unmasked Estep ConsiderDeletion Score: -15538462.000000 Penalty: 13415.931641 Iteration 93Q: 24 clusters Score -1.553846e+07 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 856 members Mstep: Class 3 contains 1247 members Mstep: Class 4 contains 350 members Mstep: Class 5 contains 1048 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2100 members Mstep: Class 8 contains 3474 members Mstep: Class 9 contains 28348 members Mstep: Class 10 contains 5497 members Mstep: Class 11 contains 913 members Mstep: Class 12 contains 6202 members Mstep: Class 13 contains 11241 members Mstep: Class 14 contains 1071 members Mstep: Class 15 contains 259412 members Mstep: Class 16 contains 3972 members Mstep: Class 17 contains 16294 members Mstep: Class 18 contains 1237 members Mstep: Class 19 contains 482 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24028 members Mstep: Class 22 contains 204 members Mstep: Class 23 contains 687 members Entering Unmasked Estep ConsiderDeletion Score: -15538488.000000 Penalty: 13415.931641 Iteration 94Q: 24 clusters Score -1.553849e+07 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 856 members Mstep: Class 3 contains 1247 members Mstep: Class 4 contains 350 members Mstep: Class 5 contains 1040 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2104 members Mstep: Class 8 contains 3476 members Mstep: Class 9 contains 28396 members Mstep: Class 10 contains 5497 members Mstep: Class 11 contains 915 members Mstep: Class 12 contains 6126 members Mstep: Class 13 contains 11133 members Mstep: Class 14 contains 1071 members Mstep: Class 15 contains 259404 members Mstep: Class 16 contains 4012 members Mstep: Class 17 contains 16300 members Mstep: Class 18 contains 1237 members Mstep: Class 19 contains 482 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24126 members Mstep: Class 22 contains 204 members Mstep: Class 23 contains 687 members Entering Unmasked Estep ConsiderDeletion Score: -15538514.000000 Penalty: 13415.931641 Iteration 95Q: 24 clusters Score -1.553851e+07 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 856 members Mstep: Class 3 contains 1247 members Mstep: Class 4 contains 350 members Mstep: Class 5 contains 1032 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2111 members Mstep: Class 8 contains 3468 members Mstep: Class 9 contains 28445 members Mstep: Class 10 contains 5496 members Mstep: Class 11 contains 913 members Mstep: Class 12 contains 6037 members Mstep: Class 13 contains 11048 members Mstep: Class 14 contains 1071 members Mstep: Class 15 contains 259404 members Mstep: Class 16 contains 4058 members Mstep: Class 17 contains 16301 members Mstep: Class 18 contains 1238 members Mstep: Class 19 contains 482 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24215 members Mstep: Class 22 contains 204 members Mstep: Class 23 contains 687 members Entering Unmasked Estep ConsiderDeletion Score: -15538516.000000 Penalty: 13415.931641 Iteration 96Q: 24 clusters Score -1.553852e+07 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 856 members Mstep: Class 3 contains 1247 members Mstep: Class 4 contains 350 members Mstep: Class 5 contains 1024 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2119 members Mstep: Class 8 contains 3451 members Mstep: Class 9 contains 28479 members Mstep: Class 10 contains 5497 members Mstep: Class 11 contains 910 members Mstep: Class 12 contains 5964 members Mstep: Class 13 contains 10959 members Mstep: Class 14 contains 1071 members Mstep: Class 15 contains 259419 members Mstep: Class 16 contains 4098 members Mstep: Class 17 contains 16304 members Mstep: Class 18 contains 1241 members Mstep: Class 19 contains 482 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24301 members Mstep: Class 22 contains 204 members Mstep: Class 23 contains 687 members Entering Unmasked Estep ConsiderDeletion Score: -15538577.000000 Penalty: 13415.931641 Iteration 97Q: 24 clusters Score -1.553858e+07 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 856 members Mstep: Class 3 contains 1247 members Mstep: Class 4 contains 350 members Mstep: Class 5 contains 1018 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2127 members Mstep: Class 8 contains 3415 members Mstep: Class 9 contains 28500 members Mstep: Class 10 contains 5499 members Mstep: Class 11 contains 909 members Mstep: Class 12 contains 5908 members Mstep: Class 13 contains 10865 members Mstep: Class 14 contains 1071 members Mstep: Class 15 contains 259422 members Mstep: Class 16 contains 4127 members Mstep: Class 17 contains 16310 members Mstep: Class 18 contains 1243 members Mstep: Class 19 contains 482 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24423 members Mstep: Class 22 contains 204 members Mstep: Class 23 contains 687 members Entering Unmasked Estep ConsiderDeletion Score: -15538587.000000 Penalty: 13415.931641 Iteration 98Q: 24 clusters Score -1.553859e+07 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 856 members Mstep: Class 3 contains 1247 members Mstep: Class 4 contains 349 members Mstep: Class 5 contains 1012 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2135 members Mstep: Class 8 contains 3387 members Mstep: Class 9 contains 28532 members Mstep: Class 10 contains 5500 members Mstep: Class 11 contains 909 members Mstep: Class 12 contains 5839 members Mstep: Class 13 contains 10776 members Mstep: Class 14 contains 1071 members Mstep: Class 15 contains 259443 members Mstep: Class 16 contains 4157 members Mstep: Class 17 contains 16314 members Mstep: Class 18 contains 1244 members Mstep: Class 19 contains 482 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24519 members Mstep: Class 22 contains 204 members Mstep: Class 23 contains 687 members Entering Unmasked Estep ConsiderDeletion Score: -15538604.000000 Penalty: 13415.931641 Iteration 99Q: 24 clusters Score -1.55386e+07 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 856 members Mstep: Class 3 contains 1247 members Mstep: Class 4 contains 349 members Mstep: Class 5 contains 1010 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2147 members Mstep: Class 8 contains 3367 members Mstep: Class 9 contains 28550 members Mstep: Class 10 contains 5500 members Mstep: Class 11 contains 910 members Mstep: Class 12 contains 5778 members Mstep: Class 13 contains 10686 members Mstep: Class 14 contains 1071 members Mstep: Class 15 contains 259457 members Mstep: Class 16 contains 4186 members Mstep: Class 17 contains 16317 members Mstep: Class 18 contains 1245 members Mstep: Class 19 contains 482 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24614 members Mstep: Class 22 contains 204 members Mstep: Class 23 contains 687 members Entering Unmasked Estep ConsiderDeletion Score: -15538574.000000 Penalty: 13415.931641 Iteration 100F: 24 clusters Score -1.553857e+07 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 856 members Mstep: Class 3 contains 1247 members Mstep: Class 4 contains 349 members Mstep: Class 5 contains 1011 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2156 members Mstep: Class 8 contains 3353 members Mstep: Class 9 contains 28578 members Mstep: Class 10 contains 5500 members Mstep: Class 11 contains 909 members Mstep: Class 12 contains 5723 members Mstep: Class 13 contains 10600 members Mstep: Class 14 contains 1071 members Mstep: Class 15 contains 259471 members Mstep: Class 16 contains 4210 members Mstep: Class 17 contains 16315 members Mstep: Class 18 contains 1246 members Mstep: Class 19 contains 482 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24695 members Mstep: Class 22 contains 204 members Mstep: Class 23 contains 687 members Entering Unmasked Estep ConsiderDeletion Score: -15538579.000000 Penalty: 13415.931641 Iteration 101Q: 24 clusters Score -1.553858e+07 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 856 members Mstep: Class 3 contains 1247 members Mstep: Class 4 contains 349 members Mstep: Class 5 contains 1007 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2166 members Mstep: Class 8 contains 3336 members Mstep: Class 9 contains 28596 members Mstep: Class 10 contains 5500 members Mstep: Class 11 contains 906 members Mstep: Class 12 contains 5678 members Mstep: Class 13 contains 10528 members Mstep: Class 14 contains 1071 members Mstep: Class 15 contains 259476 members Mstep: Class 16 contains 4240 members Mstep: Class 17 contains 16318 members Mstep: Class 18 contains 1247 members Mstep: Class 19 contains 482 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24769 members Mstep: Class 22 contains 204 members Mstep: Class 23 contains 687 members Entering Unmasked Estep ConsiderDeletion Score: -15538644.000000 Penalty: 13415.931641 Iteration 102Q: 24 clusters Score -1.553864e+07 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 856 members Mstep: Class 3 contains 1247 members Mstep: Class 4 contains 350 members Mstep: Class 5 contains 1009 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2172 members Mstep: Class 8 contains 3321 members Mstep: Class 9 contains 28607 members Mstep: Class 10 contains 5500 members Mstep: Class 11 contains 903 members Mstep: Class 12 contains 5635 members Mstep: Class 13 contains 10467 members Mstep: Class 14 contains 1071 members Mstep: Class 15 contains 259470 members Mstep: Class 16 contains 4258 members Mstep: Class 17 contains 16319 members Mstep: Class 18 contains 1247 members Mstep: Class 19 contains 482 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24858 members Mstep: Class 22 contains 204 members Mstep: Class 23 contains 687 members Entering Unmasked Estep ConsiderDeletion Score: -15538618.000000 Penalty: 13415.931641 Iteration 103Q: 24 clusters Score -1.553862e+07 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 856 members Mstep: Class 3 contains 1247 members Mstep: Class 4 contains 349 members Mstep: Class 5 contains 1006 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2175 members Mstep: Class 8 contains 3312 members Mstep: Class 9 contains 28625 members Mstep: Class 10 contains 5500 members Mstep: Class 11 contains 900 members Mstep: Class 12 contains 5595 members Mstep: Class 13 contains 10397 members Mstep: Class 14 contains 1071 members Mstep: Class 15 contains 259461 members Mstep: Class 16 contains 4279 members Mstep: Class 17 contains 16320 members Mstep: Class 18 contains 1247 members Mstep: Class 19 contains 482 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24950 members Mstep: Class 22 contains 204 members Mstep: Class 23 contains 687 members Entering Unmasked Estep ConsiderDeletion Score: -15538620.000000 Penalty: 13415.931641 Iteration 104Q: 24 clusters Score -1.553862e+07 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 856 members Mstep: Class 3 contains 1247 members Mstep: Class 4 contains 348 members Mstep: Class 5 contains 1005 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2178 members Mstep: Class 8 contains 3306 members Mstep: Class 9 contains 28644 members Mstep: Class 10 contains 5500 members Mstep: Class 11 contains 897 members Mstep: Class 12 contains 5558 members Mstep: Class 13 contains 10334 members Mstep: Class 14 contains 1071 members Mstep: Class 15 contains 259450 members Mstep: Class 16 contains 4298 members Mstep: Class 17 contains 16320 members Mstep: Class 18 contains 1247 members Mstep: Class 19 contains 482 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 25031 members Mstep: Class 22 contains 204 members Mstep: Class 23 contains 687 members Entering Unmasked Estep ConsiderDeletion Score: -15538568.000000 Penalty: 13415.931641 Iteration 105Q: 24 clusters Score -1.553857e+07 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 856 members Mstep: Class 3 contains 1247 members Mstep: Class 4 contains 349 members Mstep: Class 5 contains 1004 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2185 members Mstep: Class 8 contains 3295 members Mstep: Class 9 contains 28647 members Mstep: Class 10 contains 5500 members Mstep: Class 11 contains 896 members Mstep: Class 12 contains 5533 members Mstep: Class 13 contains 10270 members Mstep: Class 14 contains 1071 members Mstep: Class 15 contains 259441 members Mstep: Class 16 contains 4317 members Mstep: Class 17 contains 16321 members Mstep: Class 18 contains 1247 members Mstep: Class 19 contains 482 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 25111 members Mstep: Class 22 contains 204 members Mstep: Class 23 contains 687 members Entering Unmasked Estep ConsiderDeletion Score: -15538559.000000 Penalty: 13415.931641 Iteration 106Q: 24 clusters Score -1.553856e+07 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 856 members Mstep: Class 3 contains 1247 members Mstep: Class 4 contains 350 members Mstep: Class 5 contains 1004 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2189 members Mstep: Class 8 contains 3284 members Mstep: Class 9 contains 28654 members Mstep: Class 10 contains 5500 members Mstep: Class 11 contains 895 members Mstep: Class 12 contains 5506 members Mstep: Class 13 contains 10201 members Mstep: Class 14 contains 1071 members Mstep: Class 15 contains 259431 members Mstep: Class 16 contains 4331 members Mstep: Class 17 contains 16322 members Mstep: Class 18 contains 1247 members Mstep: Class 19 contains 482 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 25202 members Mstep: Class 22 contains 204 members Mstep: Class 23 contains 687 members Entering Unmasked Estep ConsiderDeletion Score: -15538559.000000 Penalty: 13415.931641 Iteration 107Q: 24 clusters Score -1.553856e+07 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 856 members Mstep: Class 3 contains 1247 members Mstep: Class 4 contains 351 members Mstep: Class 5 contains 1001 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2194 members Mstep: Class 8 contains 3266 members Mstep: Class 9 contains 28662 members Mstep: Class 10 contains 5501 members Mstep: Class 11 contains 894 members Mstep: Class 12 contains 5487 members Mstep: Class 13 contains 10158 members Mstep: Class 14 contains 1071 members Mstep: Class 15 contains 259405 members Mstep: Class 16 contains 4357 members Mstep: Class 17 contains 16325 members Mstep: Class 18 contains 1247 members Mstep: Class 19 contains 483 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 25267 members Mstep: Class 22 contains 204 members Mstep: Class 23 contains 687 members Entering Unmasked Estep ConsiderDeletion Score: -15538538.000000 Penalty: 13415.931641 Iteration 108Q: 24 clusters Score -1.553854e+07 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 856 members Mstep: Class 3 contains 1247 members Mstep: Class 4 contains 353 members Mstep: Class 5 contains 999 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2198 members Mstep: Class 8 contains 3240 members Mstep: Class 9 contains 28678 members Mstep: Class 10 contains 5502 members Mstep: Class 11 contains 893 members Mstep: Class 12 contains 5457 members Mstep: Class 13 contains 10112 members Mstep: Class 14 contains 1071 members Mstep: Class 15 contains 259399 members Mstep: Class 16 contains 4378 members Mstep: Class 17 contains 16329 members Mstep: Class 18 contains 1247 members Mstep: Class 19 contains 485 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 25328 members Mstep: Class 22 contains 204 members Mstep: Class 23 contains 687 members Entering Unmasked Estep ConsiderDeletion Score: -15538558.000000 Penalty: 13415.931641 Iteration 109Q: 24 clusters Score -1.553856e+07 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 856 members Mstep: Class 3 contains 1247 members Mstep: Class 4 contains 353 members Mstep: Class 5 contains 998 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2203 members Mstep: Class 8 contains 3223 members Mstep: Class 9 contains 28691 members Mstep: Class 10 contains 5502 members Mstep: Class 11 contains 892 members Mstep: Class 12 contains 5432 members Mstep: Class 13 contains 10054 members Mstep: Class 14 contains 1071 members Mstep: Class 15 contains 259410 members Mstep: Class 16 contains 4397 members Mstep: Class 17 contains 16334 members Mstep: Class 18 contains 1247 members Mstep: Class 19 contains 491 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 25371 members Mstep: Class 22 contains 204 members Mstep: Class 23 contains 687 members Entering Unmasked Estep ConsiderDeletion Score: -15538557.000000 Penalty: 13415.931641 Iteration 110Q: 24 clusters Score -1.553856e+07 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 856 members Mstep: Class 3 contains 1247 members Mstep: Class 4 contains 353 members Mstep: Class 5 contains 994 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2204 members Mstep: Class 8 contains 3201 members Mstep: Class 9 contains 28709 members Mstep: Class 10 contains 5501 members Mstep: Class 11 contains 892 members Mstep: Class 12 contains 5408 members Mstep: Class 13 contains 10000 members Mstep: Class 14 contains 1071 members Mstep: Class 15 contains 259412 members Mstep: Class 16 contains 4417 members Mstep: Class 17 contains 16340 members Mstep: Class 18 contains 1247 members Mstep: Class 19 contains 494 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 25426 members Mstep: Class 22 contains 204 members Mstep: Class 23 contains 687 members Entering Unmasked Estep ConsiderDeletion Score: -15538546.000000 Penalty: 13415.931641 Iteration 111Q: 24 clusters Score -1.553855e+07 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 856 members Mstep: Class 3 contains 1247 members Mstep: Class 4 contains 353 members Mstep: Class 5 contains 992 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2205 members Mstep: Class 8 contains 3188 members Mstep: Class 9 contains 28721 members Mstep: Class 10 contains 5498 members Mstep: Class 11 contains 892 members Mstep: Class 12 contains 5389 members Mstep: Class 13 contains 9952 members Mstep: Class 14 contains 1071 members Mstep: Class 15 contains 259421 members Mstep: Class 16 contains 4432 members Mstep: Class 17 contains 16342 members Mstep: Class 18 contains 1248 members Mstep: Class 19 contains 495 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 25470 members Mstep: Class 22 contains 204 members Mstep: Class 23 contains 687 members Entering Unmasked Estep ConsiderDeletion Score: -15538572.000000 Penalty: 13415.931641 Iteration 112Q: 24 clusters Score -1.553857e+07 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 856 members Mstep: Class 3 contains 1247 members Mstep: Class 4 contains 353 members Mstep: Class 5 contains 985 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2208 members Mstep: Class 8 contains 3177 members Mstep: Class 9 contains 28723 members Mstep: Class 10 contains 5494 members Mstep: Class 11 contains 892 members Mstep: Class 12 contains 5377 members Mstep: Class 13 contains 9898 members Mstep: Class 14 contains 1071 members Mstep: Class 15 contains 259430 members Mstep: Class 16 contains 4446 members Mstep: Class 17 contains 16347 members Mstep: Class 18 contains 1248 members Mstep: Class 19 contains 496 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 25524 members Mstep: Class 22 contains 204 members Mstep: Class 23 contains 687 members Entering Unmasked Estep ConsiderDeletion Score: -15538576.000000 Penalty: 13415.931641 Iteration 113Q: 24 clusters Score -1.553858e+07 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 856 members Mstep: Class 3 contains 1247 members Mstep: Class 4 contains 353 members Mstep: Class 5 contains 983 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2211 members Mstep: Class 8 contains 3153 members Mstep: Class 9 contains 28724 members Mstep: Class 10 contains 5493 members Mstep: Class 11 contains 892 members Mstep: Class 12 contains 5365 members Mstep: Class 13 contains 9854 members Mstep: Class 14 contains 1071 members Mstep: Class 15 contains 259437 members Mstep: Class 16 contains 4464 members Mstep: Class 17 contains 16349 members Mstep: Class 18 contains 1248 members Mstep: Class 19 contains 497 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 25575 members Mstep: Class 22 contains 204 members Mstep: Class 23 contains 687 members Entering Unmasked Estep ConsiderDeletion Score: -15538570.000000 Penalty: 13415.931641 Iteration 114Q: 24 clusters Score -1.553857e+07 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 856 members Mstep: Class 3 contains 1247 members Mstep: Class 4 contains 353 members Mstep: Class 5 contains 981 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2213 members Mstep: Class 8 contains 3134 members Mstep: Class 9 contains 28731 members Mstep: Class 10 contains 5494 members Mstep: Class 11 contains 892 members Mstep: Class 12 contains 5346 members Mstep: Class 13 contains 9810 members Mstep: Class 14 contains 1071 members Mstep: Class 15 contains 259441 members Mstep: Class 16 contains 4491 members Mstep: Class 17 contains 16353 members Mstep: Class 18 contains 1248 members Mstep: Class 19 contains 498 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 25613 members Mstep: Class 22 contains 204 members Mstep: Class 23 contains 687 members Entering Unmasked Estep ConsiderDeletion Score: -15538563.000000 Penalty: 13415.931641 Iteration 115Q: 24 clusters Score -1.553856e+07 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 856 members Mstep: Class 3 contains 1247 members Mstep: Class 4 contains 353 members Mstep: Class 5 contains 978 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2213 members Mstep: Class 8 contains 3111 members Mstep: Class 9 contains 28745 members Mstep: Class 10 contains 5494 members Mstep: Class 11 contains 892 members Mstep: Class 12 contains 5324 members Mstep: Class 13 contains 9771 members Mstep: Class 14 contains 1071 members Mstep: Class 15 contains 259445 members Mstep: Class 16 contains 4508 members Mstep: Class 17 contains 16357 members Mstep: Class 18 contains 1248 members Mstep: Class 19 contains 498 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 25661 members Mstep: Class 22 contains 204 members Mstep: Class 23 contains 687 members Entering Unmasked Estep ConsiderDeletion Score: -15538537.000000 Penalty: 13415.931641 Iteration 116Q: 24 clusters Score -1.553854e+07 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 855 members Mstep: Class 3 contains 1247 members Mstep: Class 4 contains 353 members Mstep: Class 5 contains 975 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2215 members Mstep: Class 8 contains 3087 members Mstep: Class 9 contains 28748 members Mstep: Class 10 contains 5494 members Mstep: Class 11 contains 892 members Mstep: Class 12 contains 5306 members Mstep: Class 13 contains 9729 members Mstep: Class 14 contains 1071 members Mstep: Class 15 contains 259452 members Mstep: Class 16 contains 4527 members Mstep: Class 17 contains 16364 members Mstep: Class 18 contains 1248 members Mstep: Class 19 contains 498 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 25711 members Mstep: Class 22 contains 204 members Mstep: Class 23 contains 687 members Entering Unmasked Estep ConsiderDeletion Score: -15538551.000000 Penalty: 13415.931641 Iteration 117Q: 24 clusters Score -1.553855e+07 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 852 members Mstep: Class 3 contains 1247 members Mstep: Class 4 contains 353 members Mstep: Class 5 contains 968 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2218 members Mstep: Class 8 contains 3062 members Mstep: Class 9 contains 28756 members Mstep: Class 10 contains 5499 members Mstep: Class 11 contains 892 members Mstep: Class 12 contains 5286 members Mstep: Class 13 contains 9695 members Mstep: Class 14 contains 1071 members Mstep: Class 15 contains 259452 members Mstep: Class 16 contains 4546 members Mstep: Class 17 contains 16369 members Mstep: Class 18 contains 1248 members Mstep: Class 19 contains 498 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 25760 members Mstep: Class 22 contains 204 members Mstep: Class 23 contains 687 members Entering Unmasked Estep ConsiderDeletion Score: -15538586.000000 Penalty: 13415.931641 Iteration 118Q: 24 clusters Score -1.553859e+07 nChanged 158 Entering ConstructFrom: Score: -15538586.000000 Penalty: 13415.931641 Entering ConstructFrom: Trying to split cluster 1 (181 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Entering Unmasked Estep Score: -7547.692871 Penalty: 236.531601 Iteration 0F: 2 clusters Score -7547.693 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -7276.000977 Penalty: 473.063202 Iteration 0F: 3 clusters Score -7276.001 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -7329.561035 Penalty: 473.063202 Iteration 1F: 3 clusters Score -7329.561 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -7341.999023 Penalty: 473.063202 Iteration 2F: 3 clusters Score -7341.999 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -7349.915039 Penalty: 473.063202 Iteration 3Q: 3 clusters Score -7349.915 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -7356.467285 Penalty: 473.063202 Iteration 4Q: 3 clusters Score -7356.467 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -7357.694824 Penalty: 473.063202 Iteration 5Q: 3 clusters Score -7357.695 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -7357.694824 Penalty: 473.063202 Iteration 6F: 3 clusters Score -7357.695 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (851 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Entering Unmasked Estep Score: -42598.156250 Penalty: 306.961761 Iteration 0F: 2 clusters Score -42598.16 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -41877.804688 Penalty: 613.923523 Iteration 0F: 3 clusters Score -41877.8 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -42072.082031 Penalty: 613.923523 Iteration 1F: 3 clusters Score -42072.08 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -42108.492188 Penalty: 613.923523 Iteration 2F: 3 clusters Score -42108.49 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -42125.433594 Penalty: 613.923523 Iteration 3Q: 3 clusters Score -42125.43 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -42136.855469 Penalty: 613.923523 Iteration 4Q: 3 clusters Score -42136.86 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -42146.164062 Penalty: 613.923523 Iteration 5Q: 3 clusters Score -42146.16 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -42152.582031 Penalty: 613.923523 Iteration 6Q: 3 clusters Score -42152.58 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -42158.675781 Penalty: 613.923523 Iteration 7Q: 3 clusters Score -42158.68 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -42162.277344 Penalty: 613.923523 Iteration 8Q: 3 clusters Score -42162.28 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -42168.050781 Penalty: 613.923523 Iteration 9Q: 3 clusters Score -42168.05 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -42175.292969 Penalty: 613.923523 Iteration 10Q: 3 clusters Score -42175.29 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -42180.597656 Penalty: 613.923523 Iteration 11Q: 3 clusters Score -42180.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -42183.835938 Penalty: 613.923523 Iteration 12Q: 3 clusters Score -42183.84 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -42187.726562 Penalty: 613.923523 Iteration 13Q: 3 clusters Score -42187.73 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -42191.640625 Penalty: 613.923523 Iteration 14Q: 3 clusters Score -42191.64 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -42196.152344 Penalty: 613.923523 Iteration 15Q: 3 clusters Score -42196.15 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -42199.734375 Penalty: 613.923523 Iteration 16Q: 3 clusters Score -42199.73 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -42203.472656 Penalty: 613.923523 Iteration 17Q: 3 clusters Score -42203.47 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -42207.085938 Penalty: 613.923523 Iteration 18Q: 3 clusters Score -42207.09 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -42214.953125 Penalty: 613.923523 Iteration 19Q: 3 clusters Score -42214.95 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -42219.984375 Penalty: 613.923523 Iteration 20F: 3 clusters Score -42219.98 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -42223.777344 Penalty: 613.923523 Iteration 21Q: 3 clusters Score -42223.78 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -42228.003906 Penalty: 613.923523 Iteration 22Q: 3 clusters Score -42228 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -42230.566406 Penalty: 613.923523 Iteration 23Q: 3 clusters Score -42230.57 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -42234.578125 Penalty: 613.923523 Iteration 24Q: 3 clusters Score -42234.58 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -42237.253906 Penalty: 613.923523 Iteration 25Q: 3 clusters Score -42237.25 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -42240.460938 Penalty: 613.923523 Iteration 26Q: 3 clusters Score -42240.46 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -42242.570312 Penalty: 613.923523 Iteration 27Q: 3 clusters Score -42242.57 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -42246.242188 Penalty: 613.923523 Iteration 28Q: 3 clusters Score -42246.24 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -42251.648438 Penalty: 613.923523 Iteration 29Q: 3 clusters Score -42251.65 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -42256.828125 Penalty: 613.923523 Iteration 30Q: 3 clusters Score -42256.83 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -42262.476562 Penalty: 613.923523 Iteration 31Q: 3 clusters Score -42262.48 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -42275.421875 Penalty: 613.923523 Iteration 32Q: 3 clusters Score -42275.42 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -42286.117188 Penalty: 613.923523 Iteration 33Q: 3 clusters Score -42286.12 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -42293.156250 Penalty: 613.923523 Iteration 34Q: 3 clusters Score -42293.16 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -42300.421875 Penalty: 613.923523 Iteration 35Q: 3 clusters Score -42300.42 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -42303.910156 Penalty: 613.923523 Iteration 36Q: 3 clusters Score -42303.91 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -42305.167969 Penalty: 613.923523 Iteration 37Q: 3 clusters Score -42305.17 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -42307.015625 Penalty: 613.923523 Iteration 38Q: 3 clusters Score -42307.02 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -42311.609375 Penalty: 613.923523 Iteration 39Q: 3 clusters Score -42311.61 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -42317.097656 Penalty: 613.923523 Iteration 40F: 3 clusters Score -42317.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -42322.097656 Penalty: 613.923523 Iteration 41Q: 3 clusters Score -42322.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -42326.917969 Penalty: 613.923523 Iteration 42Q: 3 clusters Score -42326.92 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -42331.031250 Penalty: 613.923523 Iteration 43Q: 3 clusters Score -42331.03 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -42331.726562 Penalty: 613.923523 Iteration 44Q: 3 clusters Score -42331.73 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -42331.726562 Penalty: 613.923523 Iteration 45F: 3 clusters Score -42331.73 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (1247 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1247 members Entering Unmasked Estep Score: -45931.207031 Penalty: 324.346588 Iteration 0F: 2 clusters Score -45931.21 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -44974.324219 Penalty: 648.693176 Iteration 0F: 3 clusters Score -44974.32 nChanged 519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -45855.785156 Penalty: 648.693176 Iteration 1F: 3 clusters Score -45855.79 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -46348.464844 Penalty: 648.693176 Iteration 2F: 3 clusters Score -46348.46 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -46677.105469 Penalty: 648.693176 Iteration 3F: 3 clusters Score -46677.11 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -46897.003906 Penalty: 648.693176 Iteration 4F: 3 clusters Score -46897 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -47097.589844 Penalty: 648.693176 Iteration 5Q: 3 clusters Score -47097.59 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -47248.589844 Penalty: 648.693176 Iteration 6Q: 3 clusters Score -47248.59 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -47312.941406 Penalty: 648.693176 Iteration 7Q: 3 clusters Score -47312.94 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -47371.609375 Penalty: 648.693176 Iteration 8Q: 3 clusters Score -47371.61 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -47421.640625 Penalty: 648.693176 Iteration 9Q: 3 clusters Score -47421.64 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -47453.632812 Penalty: 648.693176 Iteration 10Q: 3 clusters Score -47453.63 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -47481.820312 Penalty: 648.693176 Iteration 11Q: 3 clusters Score -47481.82 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -47481.820312 Penalty: 648.693176 Iteration 12F: 3 clusters Score -47481.82 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 851 members Mstep: Class 3 contains 195 members Mstep: Class 4 contains 353 members Mstep: Class 5 contains 969 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2222 members Mstep: Class 8 contains 3041 members Mstep: Class 9 contains 28761 members Mstep: Class 10 contains 5496 members Mstep: Class 11 contains 892 members Mstep: Class 12 contains 5270 members Mstep: Class 13 contains 9667 members Mstep: Class 14 contains 1071 members Mstep: Class 15 contains 259448 members Mstep: Class 16 contains 4558 members Mstep: Class 17 contains 16378 members Mstep: Class 18 contains 1248 members Mstep: Class 19 contains 498 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 25802 members Mstep: Class 22 contains 204 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 1052 members Entering Unmasked Estep Score: -15539917.000000 Penalty: 13999.233398 Splitting cluster 3 changes total score from -15538586.000000 to -15539917.000000 So it's getting split into cluster 24. Entering ConstructFrom: Trying to split cluster 4 (353 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Entering Unmasked Estep Score: -13099.152344 Penalty: 266.924286 Iteration 0F: 2 clusters Score -13099.15 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -12698.918945 Penalty: 533.848572 Iteration 0F: 3 clusters Score -12698.92 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -12790.470703 Penalty: 533.848572 Iteration 1F: 3 clusters Score -12790.47 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -12813.155273 Penalty: 533.848572 Iteration 2F: 3 clusters Score -12813.16 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -12822.935547 Penalty: 533.848572 Iteration 3Q: 3 clusters Score -12822.94 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -12825.446289 Penalty: 533.848572 Iteration 4Q: 3 clusters Score -12825.45 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -12827.514648 Penalty: 533.848572 Iteration 5Q: 3 clusters Score -12827.51 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -12828.172852 Penalty: 533.848572 Iteration 6Q: 3 clusters Score -12828.17 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -12830.937500 Penalty: 533.848572 Iteration 7Q: 3 clusters Score -12830.94 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -12835.201172 Penalty: 533.848572 Iteration 8Q: 3 clusters Score -12835.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -12842.982422 Penalty: 533.848572 Iteration 9Q: 3 clusters Score -12842.98 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -12846.270508 Penalty: 533.848572 Iteration 10Q: 3 clusters Score -12846.27 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -12847.163086 Penalty: 533.848572 Iteration 11Q: 3 clusters Score -12847.16 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -12847.590820 Penalty: 533.848572 Iteration 12Q: 3 clusters Score -12847.59 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -12847.590820 Penalty: 533.848572 Iteration 13F: 3 clusters Score -12847.59 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (969 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Entering Unmasked Estep Score: -36808.921875 Penalty: 312.870026 Iteration 0F: 2 clusters Score -36808.92 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -36004.101562 Penalty: 625.740051 Iteration 0F: 3 clusters Score -36004.1 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -36250.410156 Penalty: 625.740051 Iteration 1F: 3 clusters Score -36250.41 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -36309.449219 Penalty: 625.740051 Iteration 2F: 3 clusters Score -36309.45 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -36338.921875 Penalty: 625.740051 Iteration 3Q: 3 clusters Score -36338.92 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -36358.027344 Penalty: 625.740051 Iteration 4Q: 3 clusters Score -36358.03 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -36373.996094 Penalty: 625.740051 Iteration 5Q: 3 clusters Score -36374 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -36387.988281 Penalty: 625.740051 Iteration 6Q: 3 clusters Score -36387.99 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -36403.398438 Penalty: 625.740051 Iteration 7Q: 3 clusters Score -36403.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -36416.832031 Penalty: 625.740051 Iteration 8Q: 3 clusters Score -36416.83 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -36437.082031 Penalty: 625.740051 Iteration 9Q: 3 clusters Score -36437.08 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -36483.734375 Penalty: 625.740051 Iteration 10Q: 3 clusters Score -36483.73 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -36556.789062 Penalty: 625.740051 Iteration 11Q: 3 clusters Score -36556.79 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -36633.640625 Penalty: 625.740051 Iteration 12F: 3 clusters Score -36633.64 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -36676.437500 Penalty: 625.740051 Iteration 13Q: 3 clusters Score -36676.44 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -36701.968750 Penalty: 625.740051 Iteration 14Q: 3 clusters Score -36701.97 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -36706.781250 Penalty: 625.740051 Iteration 15Q: 3 clusters Score -36706.78 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -36709.062500 Penalty: 625.740051 Iteration 16Q: 3 clusters Score -36709.06 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -36709.324219 Penalty: 625.740051 Iteration 17Q: 3 clusters Score -36709.32 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -36709.503906 Penalty: 625.740051 Iteration 18Q: 3 clusters Score -36709.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -36709.503906 Penalty: 625.740051 Iteration 19F: 3 clusters Score -36709.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (249 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Entering Unmasked Estep Score: -9346.308594 Penalty: 251.044098 Iteration 0F: 2 clusters Score -9346.309 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -9019.856445 Penalty: 502.088196 Iteration 0F: 3 clusters Score -9019.856 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -9097.642578 Penalty: 502.088196 Iteration 1F: 3 clusters Score -9097.643 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -9132.060547 Penalty: 502.088196 Iteration 2F: 3 clusters Score -9132.061 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -9143.457031 Penalty: 502.088196 Iteration 3F: 3 clusters Score -9143.457 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -9148.963867 Penalty: 502.088196 Iteration 4Q: 3 clusters Score -9148.964 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -9150.403320 Penalty: 502.088196 Iteration 5Q: 3 clusters Score -9150.403 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -9151.663086 Penalty: 502.088196 Iteration 6Q: 3 clusters Score -9151.663 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -9154.506836 Penalty: 502.088196 Iteration 7Q: 3 clusters Score -9154.507 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -9160.594727 Penalty: 502.088196 Iteration 8Q: 3 clusters Score -9160.595 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -9164.044922 Penalty: 502.088196 Iteration 9Q: 3 clusters Score -9164.045 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -9164.496094 Penalty: 502.088196 Iteration 10Q: 3 clusters Score -9164.496 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -9165.681641 Penalty: 502.088196 Iteration 11Q: 3 clusters Score -9165.682 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -9166.221680 Penalty: 502.088196 Iteration 12Q: 3 clusters Score -9166.222 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -9166.669922 Penalty: 502.088196 Iteration 13Q: 3 clusters Score -9166.67 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -9167.411133 Penalty: 502.088196 Iteration 14Q: 3 clusters Score -9167.411 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -9167.411133 Penalty: 502.088196 Iteration 15F: 3 clusters Score -9167.411 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (2222 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2222 members Entering Unmasked Estep Score: -92792.500000 Penalty: 350.630402 Iteration 0F: 2 clusters Score -92792.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -91194.656250 Penalty: 701.260803 Iteration 0F: 3 clusters Score -91194.66 nChanged 953 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -91808.914062 Penalty: 701.260803 Iteration 1F: 3 clusters Score -91808.91 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 1257 members Entering Unmasked Estep Score: -91911.046875 Penalty: 701.260803 Iteration 2F: 3 clusters Score -91911.05 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 1337 members Entering Unmasked Estep Score: -91990.859375 Penalty: 701.260803 Iteration 3F: 3 clusters Score -91990.86 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 1401 members Entering Unmasked Estep Score: -92046.960938 Penalty: 701.260803 Iteration 4Q: 3 clusters Score -92046.96 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 1462 members Entering Unmasked Estep Score: -92091.664062 Penalty: 701.260803 Iteration 5Q: 3 clusters Score -92091.66 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 1512 members Entering Unmasked Estep Score: -92143.656250 Penalty: 701.260803 Iteration 6Q: 3 clusters Score -92143.66 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 1579 members Entering Unmasked Estep Score: -92204.945312 Penalty: 701.260803 Iteration 7Q: 3 clusters Score -92204.95 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 1640 members Entering Unmasked Estep Score: -92269.984375 Penalty: 701.260803 Iteration 8Q: 3 clusters Score -92269.98 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 1688 members Entering Unmasked Estep Score: -92320.835938 Penalty: 701.260803 Iteration 9Q: 3 clusters Score -92320.84 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 1726 members Entering Unmasked Estep Score: -92359.281250 Penalty: 701.260803 Iteration 10Q: 3 clusters Score -92359.28 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 1759 members Entering Unmasked Estep Score: -92390.867188 Penalty: 701.260803 Iteration 11Q: 3 clusters Score -92390.87 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 1788 members Entering Unmasked Estep Score: -92428.734375 Penalty: 701.260803 Iteration 12Q: 3 clusters Score -92428.73 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 1821 members Entering Unmasked Estep Score: -92458.859375 Penalty: 701.260803 Iteration 13Q: 3 clusters Score -92458.86 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 1847 members Entering Unmasked Estep Score: -92478.070312 Penalty: 701.260803 Iteration 14Q: 3 clusters Score -92478.07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 1872 members Entering Unmasked Estep Score: -92490.906250 Penalty: 701.260803 Iteration 15Q: 3 clusters Score -92490.91 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 1890 members Entering Unmasked Estep Score: -92500.796875 Penalty: 701.260803 Iteration 16Q: 3 clusters Score -92500.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 1899 members Entering Unmasked Estep Score: -92505.968750 Penalty: 701.260803 Iteration 17Q: 3 clusters Score -92505.97 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 1909 members Entering Unmasked Estep Score: -92514.812500 Penalty: 701.260803 Iteration 18Q: 3 clusters Score -92514.81 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 1919 members Entering Unmasked Estep Score: -92520.742188 Penalty: 701.260803 Iteration 19Q: 3 clusters Score -92520.74 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 1927 members Entering Unmasked Estep Score: -92524.585938 Penalty: 701.260803 Iteration 20F: 3 clusters Score -92524.59 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 1933 members Entering Unmasked Estep Score: -92526.984375 Penalty: 701.260803 Iteration 21Q: 3 clusters Score -92526.98 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 1937 members Entering Unmasked Estep Score: -92529.210938 Penalty: 701.260803 Iteration 22Q: 3 clusters Score -92529.21 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 1945 members Entering Unmasked Estep Score: -92534.359375 Penalty: 701.260803 Iteration 23Q: 3 clusters Score -92534.36 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 1954 members Entering Unmasked Estep Score: -92539.687500 Penalty: 701.260803 Iteration 24Q: 3 clusters Score -92539.69 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 1963 members Entering Unmasked Estep Score: -92544.679688 Penalty: 701.260803 Iteration 25Q: 3 clusters Score -92544.68 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 1972 members Entering Unmasked Estep Score: -92549.828125 Penalty: 701.260803 Iteration 26Q: 3 clusters Score -92549.83 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 1980 members Entering Unmasked Estep Score: -92552.031250 Penalty: 701.260803 Iteration 27Q: 3 clusters Score -92552.03 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 1984 members Entering Unmasked Estep Score: -92553.117188 Penalty: 701.260803 Iteration 28Q: 3 clusters Score -92553.12 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 1987 members Entering Unmasked Estep Score: -92554.210938 Penalty: 701.260803 Iteration 29Q: 3 clusters Score -92554.21 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 1991 members Entering Unmasked Estep Score: -92556.757812 Penalty: 701.260803 Iteration 30Q: 3 clusters Score -92556.76 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 1997 members Entering Unmasked Estep Score: -92561.234375 Penalty: 701.260803 Iteration 31Q: 3 clusters Score -92561.23 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 2003 members Entering Unmasked Estep Score: -92564.414062 Penalty: 701.260803 Iteration 32Q: 3 clusters Score -92564.41 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 2007 members Entering Unmasked Estep Score: -92565.703125 Penalty: 701.260803 Iteration 33Q: 3 clusters Score -92565.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 2009 members Entering Unmasked Estep Score: -92565.929688 Penalty: 701.260803 Iteration 34Q: 3 clusters Score -92565.93 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 2010 members Entering Unmasked Estep Score: -92566.757812 Penalty: 701.260803 Iteration 35Q: 3 clusters Score -92566.76 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 2011 members Entering Unmasked Estep Score: -92567.273438 Penalty: 701.260803 Iteration 36Q: 3 clusters Score -92567.27 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 2012 members Entering Unmasked Estep Score: -92567.843750 Penalty: 701.260803 Iteration 37Q: 3 clusters Score -92567.84 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 2012 members Entering Unmasked Estep Score: -92567.843750 Penalty: 701.260803 Iteration 38F: 3 clusters Score -92567.84 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (3041 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3041 members Entering Unmasked Estep Score: -126891.710938 Penalty: 364.907318 Iteration 0F: 2 clusters Score -126891.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1517 members Mstep: Class 2 contains 1524 members Entering Unmasked Estep Score: -124755.750000 Penalty: 729.814636 Iteration 0F: 3 clusters Score -124755.8 nChanged 1341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1408 members Mstep: Class 2 contains 1633 members Entering Unmasked Estep Score: -125500.781250 Penalty: 729.814636 Iteration 1F: 3 clusters Score -125500.8 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1347 members Mstep: Class 2 contains 1694 members Entering Unmasked Estep Score: -125593.312500 Penalty: 729.814636 Iteration 2F: 3 clusters Score -125593.3 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1278 members Mstep: Class 2 contains 1763 members Entering Unmasked Estep Score: -125687.835938 Penalty: 729.814636 Iteration 3F: 3 clusters Score -125687.8 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 1853 members Entering Unmasked Estep Score: -125818.914062 Penalty: 729.814636 Iteration 4F: 3 clusters Score -125818.9 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 1929 members Entering Unmasked Estep Score: -125994.500000 Penalty: 729.814636 Iteration 5F: 3 clusters Score -125994.5 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 1991 members Entering Unmasked Estep Score: -126171.921875 Penalty: 729.814636 Iteration 6F: 3 clusters Score -126171.9 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 2025 members Entering Unmasked Estep Score: -126305.859375 Penalty: 729.814636 Iteration 7F: 3 clusters Score -126305.9 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 2052 members Entering Unmasked Estep Score: -126422.304688 Penalty: 729.814636 Iteration 8Q: 3 clusters Score -126422.3 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 2068 members Entering Unmasked Estep Score: -126522.406250 Penalty: 729.814636 Iteration 9Q: 3 clusters Score -126522.4 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 2090 members Entering Unmasked Estep Score: -126612.984375 Penalty: 729.814636 Iteration 10Q: 3 clusters Score -126613 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 2102 members Entering Unmasked Estep Score: -126722.437500 Penalty: 729.814636 Iteration 11Q: 3 clusters Score -126722.4 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 2101 members Entering Unmasked Estep Score: -126772.429688 Penalty: 729.814636 Iteration 12Q: 3 clusters Score -126772.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 2091 members Entering Unmasked Estep Score: -126795.984375 Penalty: 729.814636 Iteration 13Q: 3 clusters Score -126796 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 2067 members Entering Unmasked Estep Score: -126810.421875 Penalty: 729.814636 Iteration 14Q: 3 clusters Score -126810.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 2055 members Entering Unmasked Estep Score: -126815.109375 Penalty: 729.814636 Iteration 15Q: 3 clusters Score -126815.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 2046 members Entering Unmasked Estep Score: -126817.773438 Penalty: 729.814636 Iteration 16Q: 3 clusters Score -126817.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 2038 members Entering Unmasked Estep Score: -126819.945312 Penalty: 729.814636 Iteration 17Q: 3 clusters Score -126819.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 2028 members Entering Unmasked Estep Score: -126822.046875 Penalty: 729.814636 Iteration 18Q: 3 clusters Score -126822 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 2019 members Entering Unmasked Estep Score: -126824.195312 Penalty: 729.814636 Iteration 19Q: 3 clusters Score -126824.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 2007 members Entering Unmasked Estep Score: -126826.742188 Penalty: 729.814636 Iteration 20F: 3 clusters Score -126826.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 2001 members Entering Unmasked Estep Score: -126828.210938 Penalty: 729.814636 Iteration 21Q: 3 clusters Score -126828.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 1994 members Entering Unmasked Estep Score: -126829.679688 Penalty: 729.814636 Iteration 22Q: 3 clusters Score -126829.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 1985 members Entering Unmasked Estep Score: -126831.289062 Penalty: 729.814636 Iteration 23Q: 3 clusters Score -126831.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 1979 members Entering Unmasked Estep Score: -126832.726562 Penalty: 729.814636 Iteration 24Q: 3 clusters Score -126832.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 1972 members Entering Unmasked Estep Score: -126833.796875 Penalty: 729.814636 Iteration 25Q: 3 clusters Score -126833.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 1966 members Entering Unmasked Estep Score: -126835.203125 Penalty: 729.814636 Iteration 26Q: 3 clusters Score -126835.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 1962 members Entering Unmasked Estep Score: -126835.765625 Penalty: 729.814636 Iteration 27Q: 3 clusters Score -126835.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 1958 members Entering Unmasked Estep Score: -126836.015625 Penalty: 729.814636 Iteration 28Q: 3 clusters Score -126836 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 1957 members Entering Unmasked Estep Score: -126836.265625 Penalty: 729.814636 Iteration 29Q: 3 clusters Score -126836.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 1955 members Entering Unmasked Estep Score: -126836.335938 Penalty: 729.814636 Iteration 30Q: 3 clusters Score -126836.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 1955 members Entering Unmasked Estep Score: -126836.335938 Penalty: 729.814636 Iteration 31F: 3 clusters Score -126836.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (28761 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28761 members Entering Unmasked Estep Score: -1260472.625000 Penalty: 467.138275 Iteration 0F: 2 clusters Score -1260473 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14364 members Mstep: Class 2 contains 14397 members Entering Unmasked Estep Score: -1241232.625000 Penalty: 934.276550 Iteration 0F: 3 clusters Score -1241233 nChanged 13761 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13817 members Mstep: Class 2 contains 14944 members Entering Unmasked Estep Score: -1249196.750000 Penalty: 934.276550 Iteration 1F: 3 clusters Score -1249197 nChanged 1019 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13670 members Mstep: Class 2 contains 15091 members Entering Unmasked Estep Score: -1249469.000000 Penalty: 934.276550 Iteration 2Q: 3 clusters Score -1249469 nChanged 1069 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13387 members Mstep: Class 2 contains 15374 members Entering Unmasked Estep Score: -1249792.625000 Penalty: 934.276550 Iteration 3Q: 3 clusters Score -1249793 nChanged 1163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12936 members Mstep: Class 2 contains 15825 members Entering Unmasked Estep Score: -1250244.500000 Penalty: 934.276550 Iteration 4Q: 3 clusters Score -1250244 nChanged 1357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12285 members Mstep: Class 2 contains 16476 members Entering Unmasked Estep Score: -1250967.250000 Penalty: 934.276550 Iteration 5Q: 3 clusters Score -1250967 nChanged 1578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11443 members Mstep: Class 2 contains 17318 members Entering Unmasked Estep Score: -1252129.875000 Penalty: 934.276550 Iteration 6F: 3 clusters Score -1252130 nChanged 1716 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10575 members Mstep: Class 2 contains 18186 members Entering Unmasked Estep Score: -1253630.875000 Penalty: 934.276550 Iteration 7F: 3 clusters Score -1253631 nChanged 1617 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9888 members Mstep: Class 2 contains 18873 members Entering Unmasked Estep Score: -1254764.500000 Penalty: 934.276550 Iteration 8F: 3 clusters Score -1254764 nChanged 1143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9305 members Mstep: Class 2 contains 19456 members Entering Unmasked Estep Score: -1255291.000000 Penalty: 934.276550 Iteration 9Q: 3 clusters Score -1255291 nChanged 756 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8749 members Mstep: Class 2 contains 20012 members Entering Unmasked Estep Score: -1255547.500000 Penalty: 934.276550 Iteration 10Q: 3 clusters Score -1255548 nChanged 592 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8191 members Mstep: Class 2 contains 20570 members Entering Unmasked Estep Score: -1255756.250000 Penalty: 934.276550 Iteration 11Q: 3 clusters Score -1255756 nChanged 599 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7598 members Mstep: Class 2 contains 21163 members Entering Unmasked Estep Score: -1255967.125000 Penalty: 934.276550 Iteration 12Q: 3 clusters Score -1255967 nChanged 598 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7000 members Mstep: Class 2 contains 21761 members Entering Unmasked Estep Score: -1256196.000000 Penalty: 934.276550 Iteration 13Q: 3 clusters Score -1256196 nChanged 615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6385 members Mstep: Class 2 contains 22376 members Entering Unmasked Estep Score: -1256428.750000 Penalty: 934.276550 Iteration 14Q: 3 clusters Score -1256429 nChanged 617 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5770 members Mstep: Class 2 contains 22991 members Entering Unmasked Estep Score: -1256697.125000 Penalty: 934.276550 Iteration 15Q: 3 clusters Score -1256697 nChanged 611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5159 members Mstep: Class 2 contains 23602 members Entering Unmasked Estep Score: -1256956.125000 Penalty: 934.276550 Iteration 16Q: 3 clusters Score -1256956 nChanged 609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4550 members Mstep: Class 2 contains 24211 members Entering Unmasked Estep Score: -1257239.875000 Penalty: 934.276550 Iteration 17Q: 3 clusters Score -1257240 nChanged 629 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3921 members Mstep: Class 2 contains 24840 members Entering Unmasked Estep Score: -1257557.875000 Penalty: 934.276550 Iteration 18Q: 3 clusters Score -1257558 nChanged 591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3330 members Mstep: Class 2 contains 25431 members Entering Unmasked Estep Score: -1257884.750000 Penalty: 934.276550 Iteration 19Q: 3 clusters Score -1257885 nChanged 557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2773 members Mstep: Class 2 contains 25988 members Entering Unmasked Estep Score: -1258191.750000 Penalty: 934.276550 Iteration 20F: 3 clusters Score -1258192 nChanged 498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2275 members Mstep: Class 2 contains 26486 members Entering Unmasked Estep Score: -1258479.875000 Penalty: 934.276550 Iteration 21Q: 3 clusters Score -1258480 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1805 members Mstep: Class 2 contains 26956 members Entering Unmasked Estep Score: -1258775.750000 Penalty: 934.276550 Iteration 22Q: 3 clusters Score -1258776 nChanged 418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1387 members Mstep: Class 2 contains 27374 members Entering Unmasked Estep Score: -1259054.250000 Penalty: 934.276550 Iteration 23Q: 3 clusters Score -1259054 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 27728 members Entering Unmasked Estep Score: -1259299.125000 Penalty: 934.276550 Iteration 24Q: 3 clusters Score -1259299 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 28017 members Entering Unmasked Estep Score: -1259512.000000 Penalty: 934.276550 Iteration 25Q: 3 clusters Score -1259512 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 28262 members Entering Unmasked Estep Score: -1259696.250000 Penalty: 934.276550 Iteration 26Q: 3 clusters Score -1259696 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 28441 members Entering Unmasked Estep Score: -1259843.125000 Penalty: 934.276550 Iteration 27Q: 3 clusters Score -1259843 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 28548 members Entering Unmasked Estep Score: -1259924.125000 Penalty: 934.276550 Iteration 28Q: 3 clusters Score -1259924 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 28612 members Entering Unmasked Estep Score: -1259980.875000 Penalty: 934.276550 Iteration 29Q: 3 clusters Score -1259981 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 28649 members Entering Unmasked Estep Score: -1260017.750000 Penalty: 934.276550 Iteration 30Q: 3 clusters Score -1260018 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 28671 members Entering Unmasked Estep Score: -1260042.750000 Penalty: 934.276550 Iteration 31Q: 3 clusters Score -1260043 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 28685 members Entering Unmasked Estep Score: -1260057.250000 Penalty: 934.276550 Iteration 32Q: 3 clusters Score -1260057 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 28691 members Entering Unmasked Estep Score: -1260064.750000 Penalty: 934.276550 Iteration 33Q: 3 clusters Score -1260065 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64 members Mstep: Class 2 contains 28697 members Entering Unmasked Estep Score: -1260073.500000 Penalty: 934.276550 Iteration 34Q: 3 clusters Score -1260074 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 28700 members Entering Unmasked Estep Score: -1260082.750000 Penalty: 934.276550 Iteration 35Q: 3 clusters Score -1260083 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 28703 members Entering Unmasked Estep Score: -1260091.750000 Penalty: 934.276550 Iteration 36Q: 3 clusters Score -1260092 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57 members Mstep: Class 2 contains 28704 members Entering Unmasked Estep Score: -1260092.250000 Penalty: 934.276550 Iteration 37Q: 3 clusters Score -1260092 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57 members Mstep: Class 2 contains 28704 members Entering Unmasked Estep Score: -1260092.250000 Penalty: 934.276550 Iteration 38F: 3 clusters Score -1260092 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (5496 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5496 members Entering Unmasked Estep Score: -256339.015625 Penalty: 391.835785 Iteration 0F: 2 clusters Score -256339 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2745 members Mstep: Class 2 contains 2751 members Entering Unmasked Estep Score: -252655.937500 Penalty: 783.671570 Iteration 0F: 3 clusters Score -252655.9 nChanged 2458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2771 members Mstep: Class 2 contains 2725 members Entering Unmasked Estep Score: -254061.078125 Penalty: 783.671570 Iteration 1F: 3 clusters Score -254061.1 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2794 members Mstep: Class 2 contains 2702 members Entering Unmasked Estep Score: -254326.156250 Penalty: 783.671570 Iteration 2F: 3 clusters Score -254326.2 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2811 members Mstep: Class 2 contains 2685 members Entering Unmasked Estep Score: -254622.578125 Penalty: 783.671570 Iteration 3F: 3 clusters Score -254622.6 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2809 members Mstep: Class 2 contains 2687 members Entering Unmasked Estep Score: -254897.609375 Penalty: 783.671570 Iteration 4F: 3 clusters Score -254897.6 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2784 members Mstep: Class 2 contains 2712 members Entering Unmasked Estep Score: -255100.578125 Penalty: 783.671570 Iteration 5F: 3 clusters Score -255100.6 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2757 members Mstep: Class 2 contains 2739 members Entering Unmasked Estep Score: -255196.421875 Penalty: 783.671570 Iteration 6Q: 3 clusters Score -255196.4 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2713 members Mstep: Class 2 contains 2783 members Entering Unmasked Estep Score: -255243.734375 Penalty: 783.671570 Iteration 7Q: 3 clusters Score -255243.7 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2662 members Mstep: Class 2 contains 2834 members Entering Unmasked Estep Score: -255274.515625 Penalty: 783.671570 Iteration 8Q: 3 clusters Score -255274.5 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2609 members Mstep: Class 2 contains 2887 members Entering Unmasked Estep Score: -255298.031250 Penalty: 783.671570 Iteration 9Q: 3 clusters Score -255298 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2553 members Mstep: Class 2 contains 2943 members Entering Unmasked Estep Score: -255317.687500 Penalty: 783.671570 Iteration 10Q: 3 clusters Score -255317.7 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2499 members Mstep: Class 2 contains 2997 members Entering Unmasked Estep Score: -255334.625000 Penalty: 783.671570 Iteration 11Q: 3 clusters Score -255334.6 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2446 members Mstep: Class 2 contains 3050 members Entering Unmasked Estep Score: -255350.625000 Penalty: 783.671570 Iteration 12Q: 3 clusters Score -255350.6 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2384 members Mstep: Class 2 contains 3112 members Entering Unmasked Estep Score: -255371.718750 Penalty: 783.671570 Iteration 13Q: 3 clusters Score -255371.7 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2321 members Mstep: Class 2 contains 3175 members Entering Unmasked Estep Score: -255394.140625 Penalty: 783.671570 Iteration 14Q: 3 clusters Score -255394.1 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2265 members Mstep: Class 2 contains 3231 members Entering Unmasked Estep Score: -255408.250000 Penalty: 783.671570 Iteration 15Q: 3 clusters Score -255408.2 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2223 members Mstep: Class 2 contains 3273 members Entering Unmasked Estep Score: -255420.875000 Penalty: 783.671570 Iteration 16Q: 3 clusters Score -255420.9 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2179 members Mstep: Class 2 contains 3317 members Entering Unmasked Estep Score: -255435.812500 Penalty: 783.671570 Iteration 17Q: 3 clusters Score -255435.8 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2124 members Mstep: Class 2 contains 3372 members Entering Unmasked Estep Score: -255452.687500 Penalty: 783.671570 Iteration 18Q: 3 clusters Score -255452.7 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2074 members Mstep: Class 2 contains 3422 members Entering Unmasked Estep Score: -255469.484375 Penalty: 783.671570 Iteration 19Q: 3 clusters Score -255469.5 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2021 members Mstep: Class 2 contains 3475 members Entering Unmasked Estep Score: -255485.796875 Penalty: 783.671570 Iteration 20F: 3 clusters Score -255485.8 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1951 members Mstep: Class 2 contains 3545 members Entering Unmasked Estep Score: -255507.750000 Penalty: 783.671570 Iteration 21Q: 3 clusters Score -255507.8 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1877 members Mstep: Class 2 contains 3619 members Entering Unmasked Estep Score: -255529.375000 Penalty: 783.671570 Iteration 22Q: 3 clusters Score -255529.4 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1806 members Mstep: Class 2 contains 3690 members Entering Unmasked Estep Score: -255551.078125 Penalty: 783.671570 Iteration 23Q: 3 clusters Score -255551.1 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1734 members Mstep: Class 2 contains 3762 members Entering Unmasked Estep Score: -255572.687500 Penalty: 783.671570 Iteration 24Q: 3 clusters Score -255572.7 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1650 members Mstep: Class 2 contains 3846 members Entering Unmasked Estep Score: -255597.171875 Penalty: 783.671570 Iteration 25Q: 3 clusters Score -255597.2 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1570 members Mstep: Class 2 contains 3926 members Entering Unmasked Estep Score: -255623.781250 Penalty: 783.671570 Iteration 26Q: 3 clusters Score -255623.8 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1481 members Mstep: Class 2 contains 4015 members Entering Unmasked Estep Score: -255665.109375 Penalty: 783.671570 Iteration 27Q: 3 clusters Score -255665.1 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1384 members Mstep: Class 2 contains 4112 members Entering Unmasked Estep Score: -255716.203125 Penalty: 783.671570 Iteration 28Q: 3 clusters Score -255716.2 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 4206 members Entering Unmasked Estep Score: -255765.812500 Penalty: 783.671570 Iteration 29Q: 3 clusters Score -255765.8 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 4298 members Entering Unmasked Estep Score: -255811.109375 Penalty: 783.671570 Iteration 30Q: 3 clusters Score -255811.1 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1110 members Mstep: Class 2 contains 4386 members Entering Unmasked Estep Score: -255853.406250 Penalty: 783.671570 Iteration 31Q: 3 clusters Score -255853.4 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 4465 members Entering Unmasked Estep Score: -255887.296875 Penalty: 783.671570 Iteration 32Q: 3 clusters Score -255887.3 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 4531 members Entering Unmasked Estep Score: -255917.796875 Penalty: 783.671570 Iteration 33Q: 3 clusters Score -255917.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 4584 members Entering Unmasked Estep Score: -255935.671875 Penalty: 783.671570 Iteration 34Q: 3 clusters Score -255935.7 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 4630 members Entering Unmasked Estep Score: -255951.953125 Penalty: 783.671570 Iteration 35Q: 3 clusters Score -255952 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 4672 members Entering Unmasked Estep Score: -255966.796875 Penalty: 783.671570 Iteration 36Q: 3 clusters Score -255966.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 4713 members Entering Unmasked Estep Score: -255981.671875 Penalty: 783.671570 Iteration 37Q: 3 clusters Score -255981.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 4747 members Entering Unmasked Estep Score: -255990.625000 Penalty: 783.671570 Iteration 38Q: 3 clusters Score -255990.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 4766 members Entering Unmasked Estep Score: -255994.781250 Penalty: 783.671570 Iteration 39Q: 3 clusters Score -255994.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 4784 members Entering Unmasked Estep Score: -255998.781250 Penalty: 783.671570 Iteration 40F: 3 clusters Score -255998.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 4799 members Entering Unmasked Estep Score: -256003.234375 Penalty: 783.671570 Iteration 41Q: 3 clusters Score -256003.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 4817 members Entering Unmasked Estep Score: -256007.406250 Penalty: 783.671570 Iteration 42Q: 3 clusters Score -256007.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 4837 members Entering Unmasked Estep Score: -256014.531250 Penalty: 783.671570 Iteration 43Q: 3 clusters Score -256014.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 4856 members Entering Unmasked Estep Score: -256019.218750 Penalty: 783.671570 Iteration 44Q: 3 clusters Score -256019.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 4871 members Entering Unmasked Estep Score: -256021.578125 Penalty: 783.671570 Iteration 45Q: 3 clusters Score -256021.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 4880 members Entering Unmasked Estep Score: -256022.703125 Penalty: 783.671570 Iteration 46Q: 3 clusters Score -256022.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 4886 members Entering Unmasked Estep Score: -256023.453125 Penalty: 783.671570 Iteration 47Q: 3 clusters Score -256023.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 4890 members Entering Unmasked Estep Score: -256024.421875 Penalty: 783.671570 Iteration 48Q: 3 clusters Score -256024.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 4897 members Entering Unmasked Estep Score: -256025.578125 Penalty: 783.671570 Iteration 49Q: 3 clusters Score -256025.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 4902 members Entering Unmasked Estep Score: -256026.218750 Penalty: 783.671570 Iteration 50Q: 3 clusters Score -256026.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 4909 members Entering Unmasked Estep Score: -256027.171875 Penalty: 783.671570 Iteration 51Q: 3 clusters Score -256027.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 4911 members Entering Unmasked Estep Score: -256028.000000 Penalty: 783.671570 Iteration 52Q: 3 clusters Score -256028 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 4914 members Entering Unmasked Estep Score: -256028.359375 Penalty: 783.671570 Iteration 53Q: 3 clusters Score -256028.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 4914 members Entering Unmasked Estep Score: -256028.359375 Penalty: 783.671570 Iteration 54F: 3 clusters Score -256028.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (892 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Entering Unmasked Estep Score: -40217.718750 Penalty: 309.102722 Iteration 0F: 2 clusters Score -40217.72 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -39484.757812 Penalty: 618.205444 Iteration 0F: 3 clusters Score -39484.76 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -39661.640625 Penalty: 618.205444 Iteration 1F: 3 clusters Score -39661.64 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -39695.804688 Penalty: 618.205444 Iteration 2F: 3 clusters Score -39695.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -39709.863281 Penalty: 618.205444 Iteration 3Q: 3 clusters Score -39709.86 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -39719.316406 Penalty: 618.205444 Iteration 4Q: 3 clusters Score -39719.32 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -39725.210938 Penalty: 618.205444 Iteration 5Q: 3 clusters Score -39725.21 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -39731.921875 Penalty: 618.205444 Iteration 6Q: 3 clusters Score -39731.92 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -39738.515625 Penalty: 618.205444 Iteration 7Q: 3 clusters Score -39738.52 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -39742.457031 Penalty: 618.205444 Iteration 8Q: 3 clusters Score -39742.46 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -39744.039062 Penalty: 618.205444 Iteration 9Q: 3 clusters Score -39744.04 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -39748.531250 Penalty: 618.205444 Iteration 10Q: 3 clusters Score -39748.53 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -39749.750000 Penalty: 618.205444 Iteration 11Q: 3 clusters Score -39749.75 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -39750.691406 Penalty: 618.205444 Iteration 12Q: 3 clusters Score -39750.69 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -39752.421875 Penalty: 618.205444 Iteration 13Q: 3 clusters Score -39752.42 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -39755.574219 Penalty: 618.205444 Iteration 14Q: 3 clusters Score -39755.57 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -39760.558594 Penalty: 618.205444 Iteration 15Q: 3 clusters Score -39760.56 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -39763.687500 Penalty: 618.205444 Iteration 16Q: 3 clusters Score -39763.69 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -39766.597656 Penalty: 618.205444 Iteration 17Q: 3 clusters Score -39766.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -39768.488281 Penalty: 618.205444 Iteration 18Q: 3 clusters Score -39768.49 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -39771.007812 Penalty: 618.205444 Iteration 19Q: 3 clusters Score -39771.01 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -39776.085938 Penalty: 618.205444 Iteration 20F: 3 clusters Score -39776.09 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -39780.265625 Penalty: 618.205444 Iteration 21Q: 3 clusters Score -39780.27 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -39785.609375 Penalty: 618.205444 Iteration 22Q: 3 clusters Score -39785.61 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -39790.242188 Penalty: 618.205444 Iteration 23Q: 3 clusters Score -39790.24 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -39794.605469 Penalty: 618.205444 Iteration 24Q: 3 clusters Score -39794.61 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -39800.816406 Penalty: 618.205444 Iteration 25Q: 3 clusters Score -39800.82 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -39806.074219 Penalty: 618.205444 Iteration 26Q: 3 clusters Score -39806.07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -39812.593750 Penalty: 618.205444 Iteration 27Q: 3 clusters Score -39812.59 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -39817.472656 Penalty: 618.205444 Iteration 28Q: 3 clusters Score -39817.47 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -39826.226562 Penalty: 618.205444 Iteration 29Q: 3 clusters Score -39826.23 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -39836.722656 Penalty: 618.205444 Iteration 30Q: 3 clusters Score -39836.72 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -39849.312500 Penalty: 618.205444 Iteration 31Q: 3 clusters Score -39849.31 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -39860.914062 Penalty: 618.205444 Iteration 32Q: 3 clusters Score -39860.91 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -39877.574219 Penalty: 618.205444 Iteration 33Q: 3 clusters Score -39877.57 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -39893.777344 Penalty: 618.205444 Iteration 34Q: 3 clusters Score -39893.78 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -39902.281250 Penalty: 618.205444 Iteration 35Q: 3 clusters Score -39902.28 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -39906.339844 Penalty: 618.205444 Iteration 36Q: 3 clusters Score -39906.34 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -39907.921875 Penalty: 618.205444 Iteration 37Q: 3 clusters Score -39907.92 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -39909.707031 Penalty: 618.205444 Iteration 38Q: 3 clusters Score -39909.71 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -39909.933594 Penalty: 618.205444 Iteration 39Q: 3 clusters Score -39909.93 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -39909.933594 Penalty: 618.205444 Iteration 40F: 3 clusters Score -39909.93 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (5270 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5270 members Entering Unmasked Estep Score: -253132.843750 Penalty: 389.925262 Iteration 0F: 2 clusters Score -253132.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2678 members Mstep: Class 2 contains 2592 members Entering Unmasked Estep Score: -249532.218750 Penalty: 779.850525 Iteration 0F: 3 clusters Score -249532.2 nChanged 2375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2963 members Mstep: Class 2 contains 2307 members Entering Unmasked Estep Score: -250934.718750 Penalty: 779.850525 Iteration 1F: 3 clusters Score -250934.7 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3139 members Mstep: Class 2 contains 2131 members Entering Unmasked Estep Score: -251068.781250 Penalty: 779.850525 Iteration 2F: 3 clusters Score -251068.8 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3344 members Mstep: Class 2 contains 1926 members Entering Unmasked Estep Score: -251250.250000 Penalty: 779.850525 Iteration 3F: 3 clusters Score -251250.2 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3572 members Mstep: Class 2 contains 1698 members Entering Unmasked Estep Score: -251487.062500 Penalty: 779.850525 Iteration 4F: 3 clusters Score -251487.1 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3797 members Mstep: Class 2 contains 1473 members Entering Unmasked Estep Score: -251774.953125 Penalty: 779.850525 Iteration 5F: 3 clusters Score -251775 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3963 members Mstep: Class 2 contains 1307 members Entering Unmasked Estep Score: -252016.343750 Penalty: 779.850525 Iteration 6Q: 3 clusters Score -252016.3 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4080 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -252155.062500 Penalty: 779.850525 Iteration 7Q: 3 clusters Score -252155.1 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4158 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -252222.531250 Penalty: 779.850525 Iteration 8Q: 3 clusters Score -252222.5 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4240 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -252267.656250 Penalty: 779.850525 Iteration 9Q: 3 clusters Score -252267.7 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4323 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -252306.593750 Penalty: 779.850525 Iteration 10Q: 3 clusters Score -252306.6 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4389 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -252338.656250 Penalty: 779.850525 Iteration 11Q: 3 clusters Score -252338.7 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4454 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -252367.718750 Penalty: 779.850525 Iteration 12Q: 3 clusters Score -252367.7 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4524 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -252402.750000 Penalty: 779.850525 Iteration 13Q: 3 clusters Score -252402.8 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4590 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -252434.718750 Penalty: 779.850525 Iteration 14Q: 3 clusters Score -252434.7 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4650 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -252467.640625 Penalty: 779.850525 Iteration 15Q: 3 clusters Score -252467.6 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4718 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -252509.046875 Penalty: 779.850525 Iteration 16Q: 3 clusters Score -252509 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4773 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -252539.687500 Penalty: 779.850525 Iteration 17Q: 3 clusters Score -252539.7 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4826 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -252569.843750 Penalty: 779.850525 Iteration 18Q: 3 clusters Score -252569.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4873 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -252595.656250 Penalty: 779.850525 Iteration 19Q: 3 clusters Score -252595.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4913 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -252616.687500 Penalty: 779.850525 Iteration 20F: 3 clusters Score -252616.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4942 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -252634.968750 Penalty: 779.850525 Iteration 21Q: 3 clusters Score -252635 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4972 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -252655.234375 Penalty: 779.850525 Iteration 22Q: 3 clusters Score -252655.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4998 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -252669.156250 Penalty: 779.850525 Iteration 23Q: 3 clusters Score -252669.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5026 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -252686.125000 Penalty: 779.850525 Iteration 24Q: 3 clusters Score -252686.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5044 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -252700.593750 Penalty: 779.850525 Iteration 25Q: 3 clusters Score -252700.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5058 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -252713.109375 Penalty: 779.850525 Iteration 26Q: 3 clusters Score -252713.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5071 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -252721.359375 Penalty: 779.850525 Iteration 27Q: 3 clusters Score -252721.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5083 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -252729.625000 Penalty: 779.850525 Iteration 28Q: 3 clusters Score -252729.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5093 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -252736.625000 Penalty: 779.850525 Iteration 29Q: 3 clusters Score -252736.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5101 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -252740.593750 Penalty: 779.850525 Iteration 30Q: 3 clusters Score -252740.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5105 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -252745.578125 Penalty: 779.850525 Iteration 31Q: 3 clusters Score -252745.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5111 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -252753.828125 Penalty: 779.850525 Iteration 32Q: 3 clusters Score -252753.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5119 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -252759.562500 Penalty: 779.850525 Iteration 33Q: 3 clusters Score -252759.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5123 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -252763.031250 Penalty: 779.850525 Iteration 34Q: 3 clusters Score -252763 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5129 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -252765.968750 Penalty: 779.850525 Iteration 35Q: 3 clusters Score -252766 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5129 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -252765.968750 Penalty: 779.850525 Iteration 36F: 3 clusters Score -252766 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (9667 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9667 members Entering Unmasked Estep Score: -419528.312500 Penalty: 417.529541 Iteration 0F: 2 clusters Score -419528.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4797 members Mstep: Class 2 contains 4870 members Entering Unmasked Estep Score: -413097.718750 Penalty: 835.059082 Iteration 0F: 3 clusters Score -413097.7 nChanged 4519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4190 members Mstep: Class 2 contains 5477 members Entering Unmasked Estep Score: -415627.562500 Penalty: 835.059082 Iteration 1F: 3 clusters Score -415627.6 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3911 members Mstep: Class 2 contains 5756 members Entering Unmasked Estep Score: -415779.156250 Penalty: 835.059082 Iteration 2Q: 3 clusters Score -415779.2 nChanged 468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3525 members Mstep: Class 2 contains 6142 members Entering Unmasked Estep Score: -416004.000000 Penalty: 835.059082 Iteration 3Q: 3 clusters Score -416004 nChanged 599 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2968 members Mstep: Class 2 contains 6699 members Entering Unmasked Estep Score: -416368.031250 Penalty: 835.059082 Iteration 4F: 3 clusters Score -416368 nChanged 718 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2258 members Mstep: Class 2 contains 7409 members Entering Unmasked Estep Score: -416943.531250 Penalty: 835.059082 Iteration 5F: 3 clusters Score -416943.5 nChanged 804 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1456 members Mstep: Class 2 contains 8211 members Entering Unmasked Estep Score: -417701.906250 Penalty: 835.059082 Iteration 6F: 3 clusters Score -417701.9 nChanged 705 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 8916 members Entering Unmasked Estep Score: -418433.125000 Penalty: 835.059082 Iteration 7F: 3 clusters Score -418433.1 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 9352 members Entering Unmasked Estep Score: -418875.250000 Penalty: 835.059082 Iteration 8Q: 3 clusters Score -418875.2 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 9521 members Entering Unmasked Estep Score: -419050.343750 Penalty: 835.059082 Iteration 9Q: 3 clusters Score -419050.3 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 9575 members Entering Unmasked Estep Score: -419132.406250 Penalty: 835.059082 Iteration 10Q: 3 clusters Score -419132.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 9589 members Entering Unmasked Estep Score: -419156.250000 Penalty: 835.059082 Iteration 11Q: 3 clusters Score -419156.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 9593 members Entering Unmasked Estep Score: -419166.656250 Penalty: 835.059082 Iteration 12Q: 3 clusters Score -419166.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 9598 members Entering Unmasked Estep Score: -419182.312500 Penalty: 835.059082 Iteration 13Q: 3 clusters Score -419182.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 9597 members Entering Unmasked Estep Score: -419190.125000 Penalty: 835.059082 Iteration 14Q: 3 clusters Score -419190.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 9597 members Entering Unmasked Estep Score: -419199.218750 Penalty: 835.059082 Iteration 15Q: 3 clusters Score -419199.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 9595 members Entering Unmasked Estep Score: -419200.531250 Penalty: 835.059082 Iteration 16Q: 3 clusters Score -419200.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 9594 members Entering Unmasked Estep Score: -419200.687500 Penalty: 835.059082 Iteration 17Q: 3 clusters Score -419200.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 9594 members Entering Unmasked Estep Score: -419200.687500 Penalty: 835.059082 Iteration 18F: 3 clusters Score -419200.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (1071 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Entering Unmasked Estep Score: -49073.507812 Penalty: 317.423828 Iteration 0F: 2 clusters Score -49073.51 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -48218.328125 Penalty: 634.847656 Iteration 0F: 3 clusters Score -48218.33 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -48461.023438 Penalty: 634.847656 Iteration 1F: 3 clusters Score -48461.02 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -48503.378906 Penalty: 634.847656 Iteration 2F: 3 clusters Score -48503.38 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -48523.562500 Penalty: 634.847656 Iteration 3Q: 3 clusters Score -48523.56 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -48546.425781 Penalty: 634.847656 Iteration 4Q: 3 clusters Score -48546.43 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -48567.683594 Penalty: 634.847656 Iteration 5Q: 3 clusters Score -48567.68 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -48586.257812 Penalty: 634.847656 Iteration 6Q: 3 clusters Score -48586.26 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -48600.179688 Penalty: 634.847656 Iteration 7Q: 3 clusters Score -48600.18 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -48627.019531 Penalty: 634.847656 Iteration 8Q: 3 clusters Score -48627.02 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -48663.042969 Penalty: 634.847656 Iteration 9Q: 3 clusters Score -48663.04 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -48688.218750 Penalty: 634.847656 Iteration 10Q: 3 clusters Score -48688.22 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -48713.437500 Penalty: 634.847656 Iteration 11Q: 3 clusters Score -48713.44 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -48734.851562 Penalty: 634.847656 Iteration 12Q: 3 clusters Score -48734.85 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -48742.035156 Penalty: 634.847656 Iteration 13Q: 3 clusters Score -48742.04 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -48749.453125 Penalty: 634.847656 Iteration 14Q: 3 clusters Score -48749.45 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -48757.710938 Penalty: 634.847656 Iteration 15Q: 3 clusters Score -48757.71 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -48764.589844 Penalty: 634.847656 Iteration 16Q: 3 clusters Score -48764.59 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -48767.804688 Penalty: 634.847656 Iteration 17Q: 3 clusters Score -48767.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -48769.281250 Penalty: 634.847656 Iteration 18Q: 3 clusters Score -48769.28 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -48770.566406 Penalty: 634.847656 Iteration 19Q: 3 clusters Score -48770.57 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -48773.773438 Penalty: 634.847656 Iteration 20F: 3 clusters Score -48773.77 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -48776.160156 Penalty: 634.847656 Iteration 21Q: 3 clusters Score -48776.16 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -48781.078125 Penalty: 634.847656 Iteration 22Q: 3 clusters Score -48781.08 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -48782.375000 Penalty: 634.847656 Iteration 23Q: 3 clusters Score -48782.38 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -48783.562500 Penalty: 634.847656 Iteration 24Q: 3 clusters Score -48783.56 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -48786.609375 Penalty: 634.847656 Iteration 25Q: 3 clusters Score -48786.61 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -48787.972656 Penalty: 634.847656 Iteration 26Q: 3 clusters Score -48787.97 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -48788.503906 Penalty: 634.847656 Iteration 27Q: 3 clusters Score -48788.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -48788.503906 Penalty: 634.847656 Iteration 28F: 3 clusters Score -48788.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (259448 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259448 members Entering Unmasked Estep Score: -11211977.000000 Penalty: 567.217163 Iteration 0F: 2 clusters Score -1.121198e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129939 members Mstep: Class 2 contains 129509 members Entering Unmasked Estep Score: -11044377.000000 Penalty: 1134.434326 Iteration 0F: 3 clusters Score -1.104438e+07 nChanged 128246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139065 members Mstep: Class 2 contains 120383 members Entering Unmasked Estep Score: -11124108.000000 Penalty: 1134.434326 Iteration 1F: 3 clusters Score -1.112411e+07 nChanged 9284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144093 members Mstep: Class 2 contains 115355 members Entering Unmasked Estep Score: -11127024.000000 Penalty: 1134.434326 Iteration 2Q: 3 clusters Score -1.112702e+07 nChanged 11146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152007 members Mstep: Class 2 contains 107441 members Entering Unmasked Estep Score: -11131848.000000 Penalty: 1134.434326 Iteration 3Q: 3 clusters Score -1.113185e+07 nChanged 14363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164066 members Mstep: Class 2 contains 95382 members Entering Unmasked Estep Score: -11140303.000000 Penalty: 1134.434326 Iteration 4F: 3 clusters Score -1.11403e+07 nChanged 18064 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180644 members Mstep: Class 2 contains 78804 members Entering Unmasked Estep Score: -11153604.000000 Penalty: 1134.434326 Iteration 5F: 3 clusters Score -1.11536e+07 nChanged 20535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200181 members Mstep: Class 2 contains 59267 members Entering Unmasked Estep Score: -11172521.000000 Penalty: 1134.434326 Iteration 6F: 3 clusters Score -1.117252e+07 nChanged 19094 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218371 members Mstep: Class 2 contains 41077 members Entering Unmasked Estep Score: -11192152.000000 Penalty: 1134.434326 Iteration 7F: 3 clusters Score -1.119215e+07 nChanged 13157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230172 members Mstep: Class 2 contains 29276 members Entering Unmasked Estep Score: -11206049.000000 Penalty: 1134.434326 Iteration 8F: 3 clusters Score -1.120605e+07 nChanged 7687 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235845 members Mstep: Class 2 contains 23603 members Entering Unmasked Estep Score: -11213281.000000 Penalty: 1134.434326 Iteration 9Q: 3 clusters Score -1.121328e+07 nChanged 4757 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238498 members Mstep: Class 2 contains 20950 members Entering Unmasked Estep Score: -11216389.000000 Penalty: 1134.434326 Iteration 10Q: 3 clusters Score -1.121639e+07 nChanged 2957 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240009 members Mstep: Class 2 contains 19439 members Entering Unmasked Estep Score: -11217582.000000 Penalty: 1134.434326 Iteration 11Q: 3 clusters Score -1.121758e+07 nChanged 1870 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240939 members Mstep: Class 2 contains 18509 members Entering Unmasked Estep Score: -11218145.000000 Penalty: 1134.434326 Iteration 12Q: 3 clusters Score -1.121814e+07 nChanged 1231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241644 members Mstep: Class 2 contains 17804 members Entering Unmasked Estep Score: -11218325.000000 Penalty: 1134.434326 Iteration 13Q: 3 clusters Score -1.121832e+07 nChanged 923 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242193 members Mstep: Class 2 contains 17255 members Entering Unmasked Estep Score: -11218436.000000 Penalty: 1134.434326 Iteration 14Q: 3 clusters Score -1.121844e+07 nChanged 719 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242658 members Mstep: Class 2 contains 16790 members Entering Unmasked Estep Score: -11218442.000000 Penalty: 1134.434326 Iteration 15Q: 3 clusters Score -1.121844e+07 nChanged 551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243037 members Mstep: Class 2 contains 16411 members Entering Unmasked Estep Score: -11218517.000000 Penalty: 1134.434326 Iteration 16Q: 3 clusters Score -1.121852e+07 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243355 members Mstep: Class 2 contains 16093 members Entering Unmasked Estep Score: -11218539.000000 Penalty: 1134.434326 Iteration 17Q: 3 clusters Score -1.121854e+07 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243644 members Mstep: Class 2 contains 15804 members Entering Unmasked Estep Score: -11218539.000000 Penalty: 1134.434326 Iteration 18Q: 3 clusters Score -1.121854e+07 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243912 members Mstep: Class 2 contains 15536 members Entering Unmasked Estep Score: -11218528.000000 Penalty: 1134.434326 Iteration 19Q: 3 clusters Score -1.121853e+07 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244123 members Mstep: Class 2 contains 15325 members Entering Unmasked Estep Score: -11218511.000000 Penalty: 1134.434326 Iteration 20F: 3 clusters Score -1.121851e+07 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244313 members Mstep: Class 2 contains 15135 members Entering Unmasked Estep Score: -11218487.000000 Penalty: 1134.434326 Iteration 21Q: 3 clusters Score -1.121849e+07 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244486 members Mstep: Class 2 contains 14962 members Entering Unmasked Estep Score: -11218455.000000 Penalty: 1134.434326 Iteration 22Q: 3 clusters Score -1.121846e+07 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244653 members Mstep: Class 2 contains 14795 members Entering Unmasked Estep Score: -11218399.000000 Penalty: 1134.434326 Iteration 23Q: 3 clusters Score -1.12184e+07 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244812 members Mstep: Class 2 contains 14636 members Entering Unmasked Estep Score: -11218358.000000 Penalty: 1134.434326 Iteration 24Q: 3 clusters Score -1.121836e+07 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244965 members Mstep: Class 2 contains 14483 members Entering Unmasked Estep Score: -11218305.000000 Penalty: 1134.434326 Iteration 25Q: 3 clusters Score -1.12183e+07 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245094 members Mstep: Class 2 contains 14354 members Entering Unmasked Estep Score: -11218302.000000 Penalty: 1134.434326 Iteration 26Q: 3 clusters Score -1.12183e+07 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245214 members Mstep: Class 2 contains 14234 members Entering Unmasked Estep Score: -11218253.000000 Penalty: 1134.434326 Iteration 27Q: 3 clusters Score -1.121825e+07 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245343 members Mstep: Class 2 contains 14105 members Entering Unmasked Estep Score: -11218224.000000 Penalty: 1134.434326 Iteration 28Q: 3 clusters Score -1.121822e+07 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245464 members Mstep: Class 2 contains 13984 members Entering Unmasked Estep Score: -11218192.000000 Penalty: 1134.434326 Iteration 29Q: 3 clusters Score -1.121819e+07 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245570 members Mstep: Class 2 contains 13878 members Entering Unmasked Estep Score: -11218216.000000 Penalty: 1134.434326 Iteration 30Q: 3 clusters Score -1.121822e+07 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245667 members Mstep: Class 2 contains 13781 members Entering Unmasked Estep Score: -11218206.000000 Penalty: 1134.434326 Iteration 31Q: 3 clusters Score -1.121821e+07 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245753 members Mstep: Class 2 contains 13695 members Entering Unmasked Estep Score: -11218176.000000 Penalty: 1134.434326 Iteration 32Q: 3 clusters Score -1.121818e+07 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245830 members Mstep: Class 2 contains 13618 members Entering Unmasked Estep Score: -11218153.000000 Penalty: 1134.434326 Iteration 33Q: 3 clusters Score -1.121815e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245887 members Mstep: Class 2 contains 13561 members Entering Unmasked Estep Score: -11218147.000000 Penalty: 1134.434326 Iteration 34Q: 3 clusters Score -1.121815e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245940 members Mstep: Class 2 contains 13508 members Entering Unmasked Estep Score: -11218145.000000 Penalty: 1134.434326 Iteration 35Q: 3 clusters Score -1.121814e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245983 members Mstep: Class 2 contains 13465 members Entering Unmasked Estep Score: -11218138.000000 Penalty: 1134.434326 Iteration 36Q: 3 clusters Score -1.121814e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246016 members Mstep: Class 2 contains 13432 members Entering Unmasked Estep Score: -11218123.000000 Penalty: 1134.434326 Iteration 37Q: 3 clusters Score -1.121812e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246044 members Mstep: Class 2 contains 13404 members Entering Unmasked Estep Score: -11218117.000000 Penalty: 1134.434326 Iteration 38Q: 3 clusters Score -1.121812e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246071 members Mstep: Class 2 contains 13377 members Entering Unmasked Estep Score: -11218125.000000 Penalty: 1134.434326 Iteration 39Q: 3 clusters Score -1.121812e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246095 members Mstep: Class 2 contains 13353 members Entering Unmasked Estep Score: -11218109.000000 Penalty: 1134.434326 Iteration 40F: 3 clusters Score -1.121811e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246125 members Mstep: Class 2 contains 13323 members Entering Unmasked Estep Score: -11218098.000000 Penalty: 1134.434326 Iteration 41Q: 3 clusters Score -1.12181e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246145 members Mstep: Class 2 contains 13303 members Entering Unmasked Estep Score: -11218104.000000 Penalty: 1134.434326 Iteration 42Q: 3 clusters Score -1.12181e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246159 members Mstep: Class 2 contains 13289 members Entering Unmasked Estep Score: -11218102.000000 Penalty: 1134.434326 Iteration 43Q: 3 clusters Score -1.12181e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246170 members Mstep: Class 2 contains 13278 members Entering Unmasked Estep Score: -11218096.000000 Penalty: 1134.434326 Iteration 44Q: 3 clusters Score -1.12181e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246193 members Mstep: Class 2 contains 13255 members Entering Unmasked Estep Score: -11218111.000000 Penalty: 1134.434326 Iteration 45Q: 3 clusters Score -1.121811e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246219 members Mstep: Class 2 contains 13229 members Entering Unmasked Estep Score: -11218108.000000 Penalty: 1134.434326 Iteration 46Q: 3 clusters Score -1.121811e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246242 members Mstep: Class 2 contains 13206 members Entering Unmasked Estep Score: -11218107.000000 Penalty: 1134.434326 Iteration 47Q: 3 clusters Score -1.121811e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246269 members Mstep: Class 2 contains 13179 members Entering Unmasked Estep Score: -11218100.000000 Penalty: 1134.434326 Iteration 48Q: 3 clusters Score -1.12181e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246291 members Mstep: Class 2 contains 13157 members Entering Unmasked Estep Score: -11218089.000000 Penalty: 1134.434326 Iteration 49Q: 3 clusters Score -1.121809e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246313 members Mstep: Class 2 contains 13135 members Entering Unmasked Estep Score: -11218085.000000 Penalty: 1134.434326 Iteration 50Q: 3 clusters Score -1.121808e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246331 members Mstep: Class 2 contains 13117 members Entering Unmasked Estep Score: -11218079.000000 Penalty: 1134.434326 Iteration 51Q: 3 clusters Score -1.121808e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246350 members Mstep: Class 2 contains 13098 members Entering Unmasked Estep Score: -11218082.000000 Penalty: 1134.434326 Iteration 52Q: 3 clusters Score -1.121808e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246362 members Mstep: Class 2 contains 13086 members Entering Unmasked Estep Score: -11218080.000000 Penalty: 1134.434326 Iteration 53Q: 3 clusters Score -1.121808e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246369 members Mstep: Class 2 contains 13079 members Entering Unmasked Estep Score: -11218080.000000 Penalty: 1134.434326 Iteration 54Q: 3 clusters Score -1.121808e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246376 members Mstep: Class 2 contains 13072 members Entering Unmasked Estep Score: -11218070.000000 Penalty: 1134.434326 Iteration 55Q: 3 clusters Score -1.121807e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246384 members Mstep: Class 2 contains 13064 members Entering Unmasked Estep Score: -11218062.000000 Penalty: 1134.434326 Iteration 56Q: 3 clusters Score -1.121806e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246392 members Mstep: Class 2 contains 13056 members Entering Unmasked Estep Score: -11218055.000000 Penalty: 1134.434326 Iteration 57Q: 3 clusters Score -1.121806e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246394 members Mstep: Class 2 contains 13054 members Entering Unmasked Estep Score: -11218057.000000 Penalty: 1134.434326 Iteration 58Q: 3 clusters Score -1.121806e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246399 members Mstep: Class 2 contains 13049 members Entering Unmasked Estep Score: -11218048.000000 Penalty: 1134.434326 Iteration 59Q: 3 clusters Score -1.121805e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246402 members Mstep: Class 2 contains 13046 members Entering Unmasked Estep Score: -11218045.000000 Penalty: 1134.434326 Iteration 60F: 3 clusters Score -1.121804e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246405 members Mstep: Class 2 contains 13043 members Entering Unmasked Estep Score: -11218046.000000 Penalty: 1134.434326 Iteration 61Q: 3 clusters Score -1.121805e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246405 members Mstep: Class 2 contains 13043 members Entering Unmasked Estep Score: -11218046.000000 Penalty: 1134.434326 Iteration 62F: 3 clusters Score -1.121805e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 851 members Mstep: Class 3 contains 195 members Mstep: Class 4 contains 353 members Mstep: Class 5 contains 969 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2222 members Mstep: Class 8 contains 3041 members Mstep: Class 9 contains 28761 members Mstep: Class 10 contains 5496 members Mstep: Class 11 contains 892 members Mstep: Class 12 contains 5270 members Mstep: Class 13 contains 9667 members Mstep: Class 14 contains 1071 members Mstep: Class 15 contains 246405 members Mstep: Class 16 contains 4558 members Mstep: Class 17 contains 16378 members Mstep: Class 18 contains 1248 members Mstep: Class 19 contains 498 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 25802 members Mstep: Class 22 contains 204 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 1052 members Mstep: Class 25 contains 13043 members Entering Unmasked Estep Score: -15545996.000000 Penalty: 14582.535156 Splitting cluster 15 changes total score from -15538586.000000 to -15545996.000000 So it's getting split into cluster 25. Entering ConstructFrom: Trying to split cluster 16 (4558 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4558 members Entering Unmasked Estep Score: -185460.531250 Penalty: 383.321075 Iteration 0F: 2 clusters Score -185460.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2230 members Mstep: Class 2 contains 2328 members Entering Unmasked Estep Score: -182341.187500 Penalty: 766.642151 Iteration 0F: 3 clusters Score -182341.2 nChanged 2055 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1939 members Mstep: Class 2 contains 2619 members Entering Unmasked Estep Score: -183474.640625 Penalty: 766.642151 Iteration 1F: 3 clusters Score -183474.6 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1734 members Mstep: Class 2 contains 2824 members Entering Unmasked Estep Score: -183629.875000 Penalty: 766.642151 Iteration 2F: 3 clusters Score -183629.9 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1469 members Mstep: Class 2 contains 3089 members Entering Unmasked Estep Score: -183849.750000 Penalty: 766.642151 Iteration 3F: 3 clusters Score -183849.8 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 3397 members Entering Unmasked Estep Score: -184146.703125 Penalty: 766.642151 Iteration 4F: 3 clusters Score -184146.7 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 3672 members Entering Unmasked Estep Score: -184442.578125 Penalty: 766.642151 Iteration 5F: 3 clusters Score -184442.6 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 3876 members Entering Unmasked Estep Score: -184730.875000 Penalty: 766.642151 Iteration 6F: 3 clusters Score -184730.9 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 3987 members Entering Unmasked Estep Score: -184935.031250 Penalty: 766.642151 Iteration 7Q: 3 clusters Score -184935 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 4037 members Entering Unmasked Estep Score: -185073.906250 Penalty: 766.642151 Iteration 8Q: 3 clusters Score -185073.9 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 4062 members Entering Unmasked Estep Score: -185165.406250 Penalty: 766.642151 Iteration 9Q: 3 clusters Score -185165.4 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 4069 members Entering Unmasked Estep Score: -185207.015625 Penalty: 766.642151 Iteration 10Q: 3 clusters Score -185207 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 4084 members Entering Unmasked Estep Score: -185221.171875 Penalty: 766.642151 Iteration 11Q: 3 clusters Score -185221.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 4092 members Entering Unmasked Estep Score: -185232.484375 Penalty: 766.642151 Iteration 12Q: 3 clusters Score -185232.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 4101 members Entering Unmasked Estep Score: -185241.796875 Penalty: 766.642151 Iteration 13Q: 3 clusters Score -185241.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 4105 members Entering Unmasked Estep Score: -185249.281250 Penalty: 766.642151 Iteration 14Q: 3 clusters Score -185249.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 4107 members Entering Unmasked Estep Score: -185255.921875 Penalty: 766.642151 Iteration 15Q: 3 clusters Score -185255.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 4108 members Entering Unmasked Estep Score: -185258.671875 Penalty: 766.642151 Iteration 16Q: 3 clusters Score -185258.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 4106 members Entering Unmasked Estep Score: -185259.109375 Penalty: 766.642151 Iteration 17Q: 3 clusters Score -185259.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 4105 members Entering Unmasked Estep Score: -185259.578125 Penalty: 766.642151 Iteration 18Q: 3 clusters Score -185259.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 4101 members Entering Unmasked Estep Score: -185261.578125 Penalty: 766.642151 Iteration 19Q: 3 clusters Score -185261.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 4098 members Entering Unmasked Estep Score: -185262.218750 Penalty: 766.642151 Iteration 20F: 3 clusters Score -185262.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 4097 members Entering Unmasked Estep Score: -185262.687500 Penalty: 766.642151 Iteration 21Q: 3 clusters Score -185262.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 4097 members Entering Unmasked Estep Score: -185264.375000 Penalty: 766.642151 Iteration 22Q: 3 clusters Score -185264.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 4094 members Entering Unmasked Estep Score: -185265.812500 Penalty: 766.642151 Iteration 23Q: 3 clusters Score -185265.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 4095 members Entering Unmasked Estep Score: -185266.656250 Penalty: 766.642151 Iteration 24Q: 3 clusters Score -185266.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 4094 members Entering Unmasked Estep Score: -185267.328125 Penalty: 766.642151 Iteration 25Q: 3 clusters Score -185267.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 4094 members Entering Unmasked Estep Score: -185267.562500 Penalty: 766.642151 Iteration 26Q: 3 clusters Score -185267.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 4097 members Entering Unmasked Estep Score: -185269.265625 Penalty: 766.642151 Iteration 27Q: 3 clusters Score -185269.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 4093 members Entering Unmasked Estep Score: -185270.046875 Penalty: 766.642151 Iteration 28Q: 3 clusters Score -185270 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 4090 members Entering Unmasked Estep Score: -185270.937500 Penalty: 766.642151 Iteration 29Q: 3 clusters Score -185270.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 4086 members Entering Unmasked Estep Score: -185272.046875 Penalty: 766.642151 Iteration 30Q: 3 clusters Score -185272 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 4079 members Entering Unmasked Estep Score: -185274.656250 Penalty: 766.642151 Iteration 31Q: 3 clusters Score -185274.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 4075 members Entering Unmasked Estep Score: -185276.265625 Penalty: 766.642151 Iteration 32Q: 3 clusters Score -185276.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 4070 members Entering Unmasked Estep Score: -185277.390625 Penalty: 766.642151 Iteration 33Q: 3 clusters Score -185277.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 4064 members Entering Unmasked Estep Score: -185278.968750 Penalty: 766.642151 Iteration 34Q: 3 clusters Score -185279 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 4057 members Entering Unmasked Estep Score: -185281.453125 Penalty: 766.642151 Iteration 35Q: 3 clusters Score -185281.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 4052 members Entering Unmasked Estep Score: -185282.703125 Penalty: 766.642151 Iteration 36Q: 3 clusters Score -185282.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 4048 members Entering Unmasked Estep Score: -185283.843750 Penalty: 766.642151 Iteration 37Q: 3 clusters Score -185283.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 4045 members Entering Unmasked Estep Score: -185284.281250 Penalty: 766.642151 Iteration 38Q: 3 clusters Score -185284.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 4045 members Entering Unmasked Estep Score: -185284.281250 Penalty: 766.642151 Iteration 39F: 3 clusters Score -185284.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (16378 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16378 members Entering Unmasked Estep Score: -750891.312500 Penalty: 441.518097 Iteration 0F: 2 clusters Score -750891.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8238 members Mstep: Class 2 contains 8140 members Entering Unmasked Estep Score: -739937.562500 Penalty: 883.036194 Iteration 0F: 3 clusters Score -739937.6 nChanged 7793 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9033 members Mstep: Class 2 contains 7345 members Entering Unmasked Estep Score: -744575.187500 Penalty: 883.036194 Iteration 1F: 3 clusters Score -744575.2 nChanged 938 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9599 members Mstep: Class 2 contains 6779 members Entering Unmasked Estep Score: -745007.062500 Penalty: 883.036194 Iteration 2F: 3 clusters Score -745007.1 nChanged 1003 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10318 members Mstep: Class 2 contains 6060 members Entering Unmasked Estep Score: -745631.687500 Penalty: 883.036194 Iteration 3F: 3 clusters Score -745631.7 nChanged 1086 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11174 members Mstep: Class 2 contains 5204 members Entering Unmasked Estep Score: -746433.562500 Penalty: 883.036194 Iteration 4F: 3 clusters Score -746433.6 nChanged 1062 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12038 members Mstep: Class 2 contains 4340 members Entering Unmasked Estep Score: -747344.250000 Penalty: 883.036194 Iteration 5F: 3 clusters Score -747344.2 nChanged 945 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12837 members Mstep: Class 2 contains 3541 members Entering Unmasked Estep Score: -748291.937500 Penalty: 883.036194 Iteration 6F: 3 clusters Score -748291.9 nChanged 740 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13417 members Mstep: Class 2 contains 2961 members Entering Unmasked Estep Score: -749078.750000 Penalty: 883.036194 Iteration 7Q: 3 clusters Score -749078.8 nChanged 544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13763 members Mstep: Class 2 contains 2615 members Entering Unmasked Estep Score: -749546.750000 Penalty: 883.036194 Iteration 8Q: 3 clusters Score -749546.8 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14005 members Mstep: Class 2 contains 2373 members Entering Unmasked Estep Score: -749761.500000 Penalty: 883.036194 Iteration 9Q: 3 clusters Score -749761.5 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14209 members Mstep: Class 2 contains 2169 members Entering Unmasked Estep Score: -749906.750000 Penalty: 883.036194 Iteration 10Q: 3 clusters Score -749906.8 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14383 members Mstep: Class 2 contains 1995 members Entering Unmasked Estep Score: -750009.312500 Penalty: 883.036194 Iteration 11Q: 3 clusters Score -750009.3 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14533 members Mstep: Class 2 contains 1845 members Entering Unmasked Estep Score: -750077.375000 Penalty: 883.036194 Iteration 12Q: 3 clusters Score -750077.4 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14682 members Mstep: Class 2 contains 1696 members Entering Unmasked Estep Score: -750146.500000 Penalty: 883.036194 Iteration 13Q: 3 clusters Score -750146.5 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14817 members Mstep: Class 2 contains 1561 members Entering Unmasked Estep Score: -750205.687500 Penalty: 883.036194 Iteration 14Q: 3 clusters Score -750205.7 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14949 members Mstep: Class 2 contains 1429 members Entering Unmasked Estep Score: -750255.312500 Penalty: 883.036194 Iteration 15Q: 3 clusters Score -750255.3 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15055 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -750289.250000 Penalty: 883.036194 Iteration 16Q: 3 clusters Score -750289.2 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15133 members Mstep: Class 2 contains 1245 members Entering Unmasked Estep Score: -750311.625000 Penalty: 883.036194 Iteration 17Q: 3 clusters Score -750311.6 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15204 members Mstep: Class 2 contains 1174 members Entering Unmasked Estep Score: -750334.312500 Penalty: 883.036194 Iteration 18Q: 3 clusters Score -750334.3 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15291 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -750362.375000 Penalty: 883.036194 Iteration 19Q: 3 clusters Score -750362.4 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15362 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -750384.187500 Penalty: 883.036194 Iteration 20F: 3 clusters Score -750384.2 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15427 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -750403.500000 Penalty: 883.036194 Iteration 21Q: 3 clusters Score -750403.5 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15486 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -750424.625000 Penalty: 883.036194 Iteration 22Q: 3 clusters Score -750424.6 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15526 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -750433.937500 Penalty: 883.036194 Iteration 23Q: 3 clusters Score -750433.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15559 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -750440.250000 Penalty: 883.036194 Iteration 24Q: 3 clusters Score -750440.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15589 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -750446.812500 Penalty: 883.036194 Iteration 25Q: 3 clusters Score -750446.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15617 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -750455.000000 Penalty: 883.036194 Iteration 26Q: 3 clusters Score -750455 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15641 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -750461.687500 Penalty: 883.036194 Iteration 27Q: 3 clusters Score -750461.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15659 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -750463.937500 Penalty: 883.036194 Iteration 28Q: 3 clusters Score -750463.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15677 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -750467.250000 Penalty: 883.036194 Iteration 29Q: 3 clusters Score -750467.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15695 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -750469.875000 Penalty: 883.036194 Iteration 30Q: 3 clusters Score -750469.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15714 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -750474.062500 Penalty: 883.036194 Iteration 31Q: 3 clusters Score -750474.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15736 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -750478.625000 Penalty: 883.036194 Iteration 32Q: 3 clusters Score -750478.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15753 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -750485.375000 Penalty: 883.036194 Iteration 33Q: 3 clusters Score -750485.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15776 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -750489.250000 Penalty: 883.036194 Iteration 34Q: 3 clusters Score -750489.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15795 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -750493.062500 Penalty: 883.036194 Iteration 35Q: 3 clusters Score -750493.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15812 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -750497.937500 Penalty: 883.036194 Iteration 36Q: 3 clusters Score -750497.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15827 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -750506.937500 Penalty: 883.036194 Iteration 37Q: 3 clusters Score -750506.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15838 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -750510.750000 Penalty: 883.036194 Iteration 38Q: 3 clusters Score -750510.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15847 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -750512.625000 Penalty: 883.036194 Iteration 39Q: 3 clusters Score -750512.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15857 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -750513.500000 Penalty: 883.036194 Iteration 40F: 3 clusters Score -750513.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15866 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -750517.062500 Penalty: 883.036194 Iteration 41Q: 3 clusters Score -750517.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15877 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -750520.562500 Penalty: 883.036194 Iteration 42Q: 3 clusters Score -750520.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15888 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -750524.312500 Penalty: 883.036194 Iteration 43Q: 3 clusters Score -750524.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15897 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -750528.187500 Penalty: 883.036194 Iteration 44Q: 3 clusters Score -750528.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15908 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -750535.562500 Penalty: 883.036194 Iteration 45Q: 3 clusters Score -750535.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15914 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -750540.187500 Penalty: 883.036194 Iteration 46Q: 3 clusters Score -750540.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15928 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -750549.937500 Penalty: 883.036194 Iteration 47Q: 3 clusters Score -750549.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15938 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -750558.312500 Penalty: 883.036194 Iteration 48Q: 3 clusters Score -750558.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15954 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -750564.625000 Penalty: 883.036194 Iteration 49Q: 3 clusters Score -750564.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15966 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -750567.937500 Penalty: 883.036194 Iteration 50Q: 3 clusters Score -750567.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15971 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -750571.125000 Penalty: 883.036194 Iteration 51Q: 3 clusters Score -750571.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15978 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -750571.687500 Penalty: 883.036194 Iteration 52Q: 3 clusters Score -750571.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15985 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -750575.750000 Penalty: 883.036194 Iteration 53Q: 3 clusters Score -750575.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15997 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -750585.000000 Penalty: 883.036194 Iteration 54Q: 3 clusters Score -750585 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16005 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -750587.500000 Penalty: 883.036194 Iteration 55Q: 3 clusters Score -750587.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16018 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -750594.625000 Penalty: 883.036194 Iteration 56Q: 3 clusters Score -750594.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16034 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -750605.125000 Penalty: 883.036194 Iteration 57Q: 3 clusters Score -750605.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16039 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -750611.312500 Penalty: 883.036194 Iteration 58Q: 3 clusters Score -750611.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16045 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -750617.187500 Penalty: 883.036194 Iteration 59Q: 3 clusters Score -750617.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16056 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -750626.312500 Penalty: 883.036194 Iteration 60F: 3 clusters Score -750626.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16065 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -750633.812500 Penalty: 883.036194 Iteration 61Q: 3 clusters Score -750633.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16070 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -750640.312500 Penalty: 883.036194 Iteration 62Q: 3 clusters Score -750640.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16075 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -750650.187500 Penalty: 883.036194 Iteration 63Q: 3 clusters Score -750650.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16080 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -750658.375000 Penalty: 883.036194 Iteration 64Q: 3 clusters Score -750658.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16083 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -750664.687500 Penalty: 883.036194 Iteration 65Q: 3 clusters Score -750664.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16087 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -750672.000000 Penalty: 883.036194 Iteration 66Q: 3 clusters Score -750672 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16092 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -750685.750000 Penalty: 883.036194 Iteration 67Q: 3 clusters Score -750685.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16101 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -750701.125000 Penalty: 883.036194 Iteration 68Q: 3 clusters Score -750701.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16108 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -750706.312500 Penalty: 883.036194 Iteration 69Q: 3 clusters Score -750706.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16108 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -750708.187500 Penalty: 883.036194 Iteration 70Q: 3 clusters Score -750708.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16108 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -750708.812500 Penalty: 883.036194 Iteration 71Q: 3 clusters Score -750708.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16107 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -750709.125000 Penalty: 883.036194 Iteration 72Q: 3 clusters Score -750709.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16108 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -750708.562500 Penalty: 883.036194 Iteration 73Q: 3 clusters Score -750708.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16108 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -750708.562500 Penalty: 883.036194 Iteration 74F: 3 clusters Score -750708.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (1248 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1248 members Entering Unmasked Estep Score: -53360.269531 Penalty: 324.383057 Iteration 0F: 2 clusters Score -53360.27 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -52381.156250 Penalty: 648.766113 Iteration 0F: 3 clusters Score -52381.16 nChanged 498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -52663.332031 Penalty: 648.766113 Iteration 1F: 3 clusters Score -52663.33 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -52724.250000 Penalty: 648.766113 Iteration 2F: 3 clusters Score -52724.25 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -52767.519531 Penalty: 648.766113 Iteration 3F: 3 clusters Score -52767.52 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -52791.730469 Penalty: 648.766113 Iteration 4Q: 3 clusters Score -52791.73 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -52821.605469 Penalty: 648.766113 Iteration 5Q: 3 clusters Score -52821.61 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -52868.273438 Penalty: 648.766113 Iteration 6Q: 3 clusters Score -52868.27 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -52913.976562 Penalty: 648.766113 Iteration 7Q: 3 clusters Score -52913.98 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -52961.726562 Penalty: 648.766113 Iteration 8Q: 3 clusters Score -52961.73 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -52994.175781 Penalty: 648.766113 Iteration 9Q: 3 clusters Score -52994.18 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -53013.953125 Penalty: 648.766113 Iteration 10Q: 3 clusters Score -53013.95 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -53027.667969 Penalty: 648.766113 Iteration 11Q: 3 clusters Score -53027.67 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -53040.531250 Penalty: 648.766113 Iteration 12Q: 3 clusters Score -53040.53 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -53049.367188 Penalty: 648.766113 Iteration 13Q: 3 clusters Score -53049.37 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -53053.707031 Penalty: 648.766113 Iteration 14Q: 3 clusters Score -53053.71 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -53056.589844 Penalty: 648.766113 Iteration 15Q: 3 clusters Score -53056.59 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -53059.054688 Penalty: 648.766113 Iteration 16Q: 3 clusters Score -53059.05 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -53060.078125 Penalty: 648.766113 Iteration 17Q: 3 clusters Score -53060.08 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -53061.000000 Penalty: 648.766113 Iteration 18Q: 3 clusters Score -53061 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -53062.050781 Penalty: 648.766113 Iteration 19Q: 3 clusters Score -53062.05 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -53063.109375 Penalty: 648.766113 Iteration 20F: 3 clusters Score -53063.11 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -53064.375000 Penalty: 648.766113 Iteration 21Q: 3 clusters Score -53064.38 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -53065.285156 Penalty: 648.766113 Iteration 22Q: 3 clusters Score -53065.29 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -53065.613281 Penalty: 648.766113 Iteration 23Q: 3 clusters Score -53065.61 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -53065.976562 Penalty: 648.766113 Iteration 24Q: 3 clusters Score -53065.98 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -53066.781250 Penalty: 648.766113 Iteration 25Q: 3 clusters Score -53066.78 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -53067.617188 Penalty: 648.766113 Iteration 26Q: 3 clusters Score -53067.62 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 1028 members Entering Unmasked Estep Score: -53068.785156 Penalty: 648.766113 Iteration 27Q: 3 clusters Score -53068.79 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 1028 members Entering Unmasked Estep Score: -53071.539062 Penalty: 648.766113 Iteration 28Q: 3 clusters Score -53071.54 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -53073.261719 Penalty: 648.766113 Iteration 29Q: 3 clusters Score -53073.26 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -53075.882812 Penalty: 648.766113 Iteration 30Q: 3 clusters Score -53075.88 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -53077.375000 Penalty: 648.766113 Iteration 31Q: 3 clusters Score -53077.38 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -53077.871094 Penalty: 648.766113 Iteration 32Q: 3 clusters Score -53077.87 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -53079.988281 Penalty: 648.766113 Iteration 33Q: 3 clusters Score -53079.99 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -53083.847656 Penalty: 648.766113 Iteration 34Q: 3 clusters Score -53083.85 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 1058 members Entering Unmasked Estep Score: -53088.769531 Penalty: 648.766113 Iteration 35Q: 3 clusters Score -53088.77 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 1063 members Entering Unmasked Estep Score: -53091.101562 Penalty: 648.766113 Iteration 36Q: 3 clusters Score -53091.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -53093.367188 Penalty: 648.766113 Iteration 37Q: 3 clusters Score -53093.37 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -53095.601562 Penalty: 648.766113 Iteration 38Q: 3 clusters Score -53095.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -53098.152344 Penalty: 648.766113 Iteration 39Q: 3 clusters Score -53098.15 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -53102.558594 Penalty: 648.766113 Iteration 40F: 3 clusters Score -53102.56 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -53107.332031 Penalty: 648.766113 Iteration 41Q: 3 clusters Score -53107.33 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -53108.304688 Penalty: 648.766113 Iteration 42Q: 3 clusters Score -53108.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -53110.433594 Penalty: 648.766113 Iteration 43Q: 3 clusters Score -53110.43 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 1096 members Entering Unmasked Estep Score: -53112.140625 Penalty: 648.766113 Iteration 44Q: 3 clusters Score -53112.14 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -53114.179688 Penalty: 648.766113 Iteration 45Q: 3 clusters Score -53114.18 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -53117.625000 Penalty: 648.766113 Iteration 46Q: 3 clusters Score -53117.62 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -53122.882812 Penalty: 648.766113 Iteration 47Q: 3 clusters Score -53122.88 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 1107 members Entering Unmasked Estep Score: -53126.000000 Penalty: 648.766113 Iteration 48Q: 3 clusters Score -53126 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -53129.023438 Penalty: 648.766113 Iteration 49Q: 3 clusters Score -53129.02 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -53129.902344 Penalty: 648.766113 Iteration 50Q: 3 clusters Score -53129.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -53132.277344 Penalty: 648.766113 Iteration 51Q: 3 clusters Score -53132.28 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -53136.210938 Penalty: 648.766113 Iteration 52Q: 3 clusters Score -53136.21 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -53137.605469 Penalty: 648.766113 Iteration 53Q: 3 clusters Score -53137.61 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -53139.207031 Penalty: 648.766113 Iteration 54Q: 3 clusters Score -53139.21 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 1116 members Entering Unmasked Estep Score: -53139.757812 Penalty: 648.766113 Iteration 55Q: 3 clusters Score -53139.76 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -53142.140625 Penalty: 648.766113 Iteration 56Q: 3 clusters Score -53142.14 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -53144.750000 Penalty: 648.766113 Iteration 57Q: 3 clusters Score -53144.75 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -53145.800781 Penalty: 648.766113 Iteration 58Q: 3 clusters Score -53145.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -53145.800781 Penalty: 648.766113 Iteration 59F: 3 clusters Score -53145.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (498 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Entering Unmasked Estep Score: -22955.136719 Penalty: 282.582306 Iteration 0F: 2 clusters Score -22955.14 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -22474.986328 Penalty: 565.164612 Iteration 0F: 3 clusters Score -22474.99 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -22584.974609 Penalty: 565.164612 Iteration 1F: 3 clusters Score -22584.97 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -22623.169922 Penalty: 565.164612 Iteration 2F: 3 clusters Score -22623.17 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -22640.273438 Penalty: 565.164612 Iteration 3Q: 3 clusters Score -22640.27 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -22646.080078 Penalty: 565.164612 Iteration 4Q: 3 clusters Score -22646.08 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -22647.775391 Penalty: 565.164612 Iteration 5Q: 3 clusters Score -22647.78 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -22648.515625 Penalty: 565.164612 Iteration 6Q: 3 clusters Score -22648.52 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -22649.250000 Penalty: 565.164612 Iteration 7Q: 3 clusters Score -22649.25 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -22649.916016 Penalty: 565.164612 Iteration 8Q: 3 clusters Score -22649.92 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -22650.369141 Penalty: 565.164612 Iteration 9Q: 3 clusters Score -22650.37 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -22650.835938 Penalty: 565.164612 Iteration 10Q: 3 clusters Score -22650.84 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -22650.835938 Penalty: 565.164612 Iteration 11F: 3 clusters Score -22650.84 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (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: -15308.462891 Penalty: 268.195343 Iteration 0F: 2 clusters Score -15308.46 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -14921.830078 Penalty: 536.390686 Iteration 0F: 3 clusters Score -14921.83 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -15033.014648 Penalty: 536.390686 Iteration 1F: 3 clusters Score -15033.01 nChanged 34 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: -15059.583984 Penalty: 536.390686 Iteration 2F: 3 clusters Score -15059.58 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -15064.985352 Penalty: 536.390686 Iteration 3Q: 3 clusters Score -15064.99 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -15068.711914 Penalty: 536.390686 Iteration 4Q: 3 clusters Score -15068.71 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -15070.744141 Penalty: 536.390686 Iteration 5Q: 3 clusters Score -15070.74 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -15073.005859 Penalty: 536.390686 Iteration 6Q: 3 clusters Score -15073.01 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -15074.929688 Penalty: 536.390686 Iteration 7Q: 3 clusters Score -15074.93 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -15076.701172 Penalty: 536.390686 Iteration 8Q: 3 clusters Score -15076.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -15077.401367 Penalty: 536.390686 Iteration 9Q: 3 clusters Score -15077.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -15078.448242 Penalty: 536.390686 Iteration 10Q: 3 clusters Score -15078.45 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -15080.546875 Penalty: 536.390686 Iteration 11Q: 3 clusters Score -15080.55 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -15081.251953 Penalty: 536.390686 Iteration 12Q: 3 clusters Score -15081.25 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -15082.448242 Penalty: 536.390686 Iteration 13Q: 3 clusters Score -15082.45 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -15082.448242 Penalty: 536.390686 Iteration 14F: 3 clusters Score -15082.45 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (25802 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25802 members Entering Unmasked Estep Score: -1081514.250000 Penalty: 462.198425 Iteration 0F: 2 clusters Score -1081514 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12817 members Mstep: Class 2 contains 12985 members Entering Unmasked Estep Score: -1064418.250000 Penalty: 924.396851 Iteration 0F: 3 clusters Score -1064418 nChanged 12266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11587 members Mstep: Class 2 contains 14215 members Entering Unmasked Estep Score: -1071503.875000 Penalty: 924.396851 Iteration 1F: 3 clusters Score -1071504 nChanged 1139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10906 members Mstep: Class 2 contains 14896 members Entering Unmasked Estep Score: -1071919.750000 Penalty: 924.396851 Iteration 2Q: 3 clusters Score -1071920 nChanged 1424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9842 members Mstep: Class 2 contains 15960 members Entering Unmasked Estep Score: -1072595.000000 Penalty: 924.396851 Iteration 3F: 3 clusters Score -1072595 nChanged 1706 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8406 members Mstep: Class 2 contains 17396 members Entering Unmasked Estep Score: -1073660.375000 Penalty: 924.396851 Iteration 4F: 3 clusters Score -1073660 nChanged 1933 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6679 members Mstep: Class 2 contains 19123 members Entering Unmasked Estep Score: -1075177.500000 Penalty: 924.396851 Iteration 5F: 3 clusters Score -1075178 nChanged 1871 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4956 members Mstep: Class 2 contains 20846 members Entering Unmasked Estep Score: -1077036.750000 Penalty: 924.396851 Iteration 6F: 3 clusters Score -1077037 nChanged 1405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3745 members Mstep: Class 2 contains 22057 members Entering Unmasked Estep Score: -1078814.875000 Penalty: 924.396851 Iteration 7F: 3 clusters Score -1078815 nChanged 877 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3238 members Mstep: Class 2 contains 22564 members Entering Unmasked Estep Score: -1079927.750000 Penalty: 924.396851 Iteration 8Q: 3 clusters Score -1079928 nChanged 564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3054 members Mstep: Class 2 contains 22748 members Entering Unmasked Estep Score: -1080391.125000 Penalty: 924.396851 Iteration 9Q: 3 clusters Score -1080391 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2922 members Mstep: Class 2 contains 22880 members Entering Unmasked Estep Score: -1080579.375000 Penalty: 924.396851 Iteration 10Q: 3 clusters Score -1080579 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2829 members Mstep: Class 2 contains 22973 members Entering Unmasked Estep Score: -1080671.125000 Penalty: 924.396851 Iteration 11Q: 3 clusters Score -1080671 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2743 members Mstep: Class 2 contains 23059 members Entering Unmasked Estep Score: -1080735.125000 Penalty: 924.396851 Iteration 12Q: 3 clusters Score -1080735 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2664 members Mstep: Class 2 contains 23138 members Entering Unmasked Estep Score: -1080785.875000 Penalty: 924.396851 Iteration 13Q: 3 clusters Score -1080786 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2589 members Mstep: Class 2 contains 23213 members Entering Unmasked Estep Score: -1080818.375000 Penalty: 924.396851 Iteration 14Q: 3 clusters Score -1080818 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2512 members Mstep: Class 2 contains 23290 members Entering Unmasked Estep Score: -1080850.875000 Penalty: 924.396851 Iteration 15Q: 3 clusters Score -1080851 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2443 members Mstep: Class 2 contains 23359 members Entering Unmasked Estep Score: -1080876.250000 Penalty: 924.396851 Iteration 16Q: 3 clusters Score -1080876 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2382 members Mstep: Class 2 contains 23420 members Entering Unmasked Estep Score: -1080889.000000 Penalty: 924.396851 Iteration 17Q: 3 clusters Score -1080889 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2322 members Mstep: Class 2 contains 23480 members Entering Unmasked Estep Score: -1080904.625000 Penalty: 924.396851 Iteration 18Q: 3 clusters Score -1080905 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2277 members Mstep: Class 2 contains 23525 members Entering Unmasked Estep Score: -1080910.875000 Penalty: 924.396851 Iteration 19Q: 3 clusters Score -1080911 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2234 members Mstep: Class 2 contains 23568 members Entering Unmasked Estep Score: -1080923.000000 Penalty: 924.396851 Iteration 20F: 3 clusters Score -1080923 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2197 members Mstep: Class 2 contains 23605 members Entering Unmasked Estep Score: -1080931.625000 Penalty: 924.396851 Iteration 21Q: 3 clusters Score -1080932 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2164 members Mstep: Class 2 contains 23638 members Entering Unmasked Estep Score: -1080933.125000 Penalty: 924.396851 Iteration 22Q: 3 clusters Score -1080933 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2128 members Mstep: Class 2 contains 23674 members Entering Unmasked Estep Score: -1080935.500000 Penalty: 924.396851 Iteration 23Q: 3 clusters Score -1080936 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2105 members Mstep: Class 2 contains 23697 members Entering Unmasked Estep Score: -1080941.125000 Penalty: 924.396851 Iteration 24Q: 3 clusters Score -1080941 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2075 members Mstep: Class 2 contains 23727 members Entering Unmasked Estep Score: -1080947.750000 Penalty: 924.396851 Iteration 25Q: 3 clusters Score -1080948 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2041 members Mstep: Class 2 contains 23761 members Entering Unmasked Estep Score: -1080949.875000 Penalty: 924.396851 Iteration 26Q: 3 clusters Score -1080950 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2013 members Mstep: Class 2 contains 23789 members Entering Unmasked Estep Score: -1080952.375000 Penalty: 924.396851 Iteration 27Q: 3 clusters Score -1080952 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1994 members Mstep: Class 2 contains 23808 members Entering Unmasked Estep Score: -1080956.250000 Penalty: 924.396851 Iteration 28Q: 3 clusters Score -1080956 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1982 members Mstep: Class 2 contains 23820 members Entering Unmasked Estep Score: -1080956.125000 Penalty: 924.396851 Iteration 29Q: 3 clusters Score -1080956 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1975 members Mstep: Class 2 contains 23827 members Entering Unmasked Estep Score: -1080959.000000 Penalty: 924.396851 Iteration 30Q: 3 clusters Score -1080959 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1963 members Mstep: Class 2 contains 23839 members Entering Unmasked Estep Score: -1080959.875000 Penalty: 924.396851 Iteration 31Q: 3 clusters Score -1080960 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1951 members Mstep: Class 2 contains 23851 members Entering Unmasked Estep Score: -1080961.250000 Penalty: 924.396851 Iteration 32Q: 3 clusters Score -1080961 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1942 members Mstep: Class 2 contains 23860 members Entering Unmasked Estep Score: -1080960.375000 Penalty: 924.396851 Iteration 33Q: 3 clusters Score -1080960 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1932 members Mstep: Class 2 contains 23870 members Entering Unmasked Estep Score: -1080962.375000 Penalty: 924.396851 Iteration 34Q: 3 clusters Score -1080962 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1921 members Mstep: Class 2 contains 23881 members Entering Unmasked Estep Score: -1080964.750000 Penalty: 924.396851 Iteration 35Q: 3 clusters Score -1080965 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1907 members Mstep: Class 2 contains 23895 members Entering Unmasked Estep Score: -1080962.875000 Penalty: 924.396851 Iteration 36Q: 3 clusters Score -1080963 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1891 members Mstep: Class 2 contains 23911 members Entering Unmasked Estep Score: -1080964.375000 Penalty: 924.396851 Iteration 37Q: 3 clusters Score -1080964 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1868 members Mstep: Class 2 contains 23934 members Entering Unmasked Estep Score: -1080967.500000 Penalty: 924.396851 Iteration 38Q: 3 clusters Score -1080968 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1846 members Mstep: Class 2 contains 23956 members Entering Unmasked Estep Score: -1080971.625000 Penalty: 924.396851 Iteration 39Q: 3 clusters Score -1080972 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1829 members Mstep: Class 2 contains 23973 members Entering Unmasked Estep Score: -1080972.375000 Penalty: 924.396851 Iteration 40F: 3 clusters Score -1080972 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1814 members Mstep: Class 2 contains 23988 members Entering Unmasked Estep Score: -1080974.000000 Penalty: 924.396851 Iteration 41Q: 3 clusters Score -1080974 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1799 members Mstep: Class 2 contains 24003 members Entering Unmasked Estep Score: -1080974.250000 Penalty: 924.396851 Iteration 42Q: 3 clusters Score -1080974 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1783 members Mstep: Class 2 contains 24019 members Entering Unmasked Estep Score: -1080975.750000 Penalty: 924.396851 Iteration 43Q: 3 clusters Score -1080976 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1770 members Mstep: Class 2 contains 24032 members Entering Unmasked Estep Score: -1080976.750000 Penalty: 924.396851 Iteration 44Q: 3 clusters Score -1080977 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1756 members Mstep: Class 2 contains 24046 members Entering Unmasked Estep Score: -1080981.250000 Penalty: 924.396851 Iteration 45Q: 3 clusters Score -1080981 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1737 members Mstep: Class 2 contains 24065 members Entering Unmasked Estep Score: -1080984.500000 Penalty: 924.396851 Iteration 46Q: 3 clusters Score -1080984 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 24077 members Entering Unmasked Estep Score: -1080984.500000 Penalty: 924.396851 Iteration 47Q: 3 clusters Score -1080984 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1711 members Mstep: Class 2 contains 24091 members Entering Unmasked Estep Score: -1080987.000000 Penalty: 924.396851 Iteration 48Q: 3 clusters Score -1080987 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1698 members Mstep: Class 2 contains 24104 members Entering Unmasked Estep Score: -1080986.500000 Penalty: 924.396851 Iteration 49Q: 3 clusters Score -1080986 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1680 members Mstep: Class 2 contains 24122 members Entering Unmasked Estep Score: -1080989.250000 Penalty: 924.396851 Iteration 50Q: 3 clusters Score -1080989 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1659 members Mstep: Class 2 contains 24143 members Entering Unmasked Estep Score: -1080991.750000 Penalty: 924.396851 Iteration 51Q: 3 clusters Score -1080992 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1647 members Mstep: Class 2 contains 24155 members Entering Unmasked Estep Score: -1080995.875000 Penalty: 924.396851 Iteration 52Q: 3 clusters Score -1080996 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1634 members Mstep: Class 2 contains 24168 members Entering Unmasked Estep Score: -1080999.875000 Penalty: 924.396851 Iteration 53Q: 3 clusters Score -1081000 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1621 members Mstep: Class 2 contains 24181 members Entering Unmasked Estep Score: -1081002.125000 Penalty: 924.396851 Iteration 54Q: 3 clusters Score -1081002 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1606 members Mstep: Class 2 contains 24196 members Entering Unmasked Estep Score: -1081005.000000 Penalty: 924.396851 Iteration 55Q: 3 clusters Score -1081005 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1591 members Mstep: Class 2 contains 24211 members Entering Unmasked Estep Score: -1081003.500000 Penalty: 924.396851 Iteration 56Q: 3 clusters Score -1081004 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1581 members Mstep: Class 2 contains 24221 members Entering Unmasked Estep Score: -1081004.875000 Penalty: 924.396851 Iteration 57Q: 3 clusters Score -1081005 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1573 members Mstep: Class 2 contains 24229 members Entering Unmasked Estep Score: -1081005.125000 Penalty: 924.396851 Iteration 58Q: 3 clusters Score -1081005 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1562 members Mstep: Class 2 contains 24240 members Entering Unmasked Estep Score: -1081008.000000 Penalty: 924.396851 Iteration 59Q: 3 clusters Score -1081008 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1542 members Mstep: Class 2 contains 24260 members Entering Unmasked Estep Score: -1081009.375000 Penalty: 924.396851 Iteration 60F: 3 clusters Score -1081009 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1523 members Mstep: Class 2 contains 24279 members Entering Unmasked Estep Score: -1081015.875000 Penalty: 924.396851 Iteration 61Q: 3 clusters Score -1081016 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 24291 members Entering Unmasked Estep Score: -1081013.125000 Penalty: 924.396851 Iteration 62Q: 3 clusters Score -1081013 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1503 members Mstep: Class 2 contains 24299 members Entering Unmasked Estep Score: -1081014.875000 Penalty: 924.396851 Iteration 63Q: 3 clusters Score -1081015 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1499 members Mstep: Class 2 contains 24303 members Entering Unmasked Estep Score: -1081015.250000 Penalty: 924.396851 Iteration 64Q: 3 clusters Score -1081015 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1496 members Mstep: Class 2 contains 24306 members Entering Unmasked Estep Score: -1081014.750000 Penalty: 924.396851 Iteration 65Q: 3 clusters Score -1081015 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1495 members Mstep: Class 2 contains 24307 members Entering Unmasked Estep Score: -1081014.250000 Penalty: 924.396851 Iteration 66Q: 3 clusters Score -1081014 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1493 members Mstep: Class 2 contains 24309 members Entering Unmasked Estep Score: -1081014.375000 Penalty: 924.396851 Iteration 67Q: 3 clusters Score -1081014 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 24313 members Entering Unmasked Estep Score: -1081016.250000 Penalty: 924.396851 Iteration 68Q: 3 clusters Score -1081016 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1480 members Mstep: Class 2 contains 24322 members Entering Unmasked Estep Score: -1081016.500000 Penalty: 924.396851 Iteration 69Q: 3 clusters Score -1081016 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1473 members Mstep: Class 2 contains 24329 members Entering Unmasked Estep Score: -1081020.000000 Penalty: 924.396851 Iteration 70Q: 3 clusters Score -1081020 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1468 members Mstep: Class 2 contains 24334 members Entering Unmasked Estep Score: -1081019.500000 Penalty: 924.396851 Iteration 71Q: 3 clusters Score -1081020 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1460 members Mstep: Class 2 contains 24342 members Entering Unmasked Estep Score: -1081018.875000 Penalty: 924.396851 Iteration 72Q: 3 clusters Score -1081019 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1448 members Mstep: Class 2 contains 24354 members Entering Unmasked Estep Score: -1081020.625000 Penalty: 924.396851 Iteration 73Q: 3 clusters Score -1081021 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1434 members Mstep: Class 2 contains 24368 members Entering Unmasked Estep Score: -1081025.625000 Penalty: 924.396851 Iteration 74Q: 3 clusters Score -1081026 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1420 members Mstep: Class 2 contains 24382 members Entering Unmasked Estep Score: -1081024.875000 Penalty: 924.396851 Iteration 75Q: 3 clusters Score -1081025 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 24393 members Entering Unmasked Estep Score: -1081026.125000 Penalty: 924.396851 Iteration 76Q: 3 clusters Score -1081026 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1402 members Mstep: Class 2 contains 24400 members Entering Unmasked Estep Score: -1081026.000000 Penalty: 924.396851 Iteration 77Q: 3 clusters Score -1081026 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1393 members Mstep: Class 2 contains 24409 members Entering Unmasked Estep Score: -1081030.000000 Penalty: 924.396851 Iteration 78Q: 3 clusters Score -1081030 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1385 members Mstep: Class 2 contains 24417 members Entering Unmasked Estep Score: -1081030.125000 Penalty: 924.396851 Iteration 79Q: 3 clusters Score -1081030 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 24426 members Entering Unmasked Estep Score: -1081031.500000 Penalty: 924.396851 Iteration 80F: 3 clusters Score -1081032 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 24437 members Entering Unmasked Estep Score: -1081031.875000 Penalty: 924.396851 Iteration 81Q: 3 clusters Score -1081032 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Mstep: Class 2 contains 24448 members Entering Unmasked Estep Score: -1081035.000000 Penalty: 924.396851 Iteration 82Q: 3 clusters Score -1081035 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 24458 members Entering Unmasked Estep Score: -1081037.500000 Penalty: 924.396851 Iteration 83Q: 3 clusters Score -1081038 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 24472 members Entering Unmasked Estep Score: -1081039.500000 Penalty: 924.396851 Iteration 84Q: 3 clusters Score -1081040 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 24485 members Entering Unmasked Estep Score: -1081042.625000 Penalty: 924.396851 Iteration 85Q: 3 clusters Score -1081043 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1308 members Mstep: Class 2 contains 24494 members Entering Unmasked Estep Score: -1081043.875000 Penalty: 924.396851 Iteration 86Q: 3 clusters Score -1081044 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1298 members Mstep: Class 2 contains 24504 members Entering Unmasked Estep Score: -1081043.000000 Penalty: 924.396851 Iteration 87Q: 3 clusters Score -1081043 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1294 members Mstep: Class 2 contains 24508 members Entering Unmasked Estep Score: -1081043.500000 Penalty: 924.396851 Iteration 88Q: 3 clusters Score -1081044 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Mstep: Class 2 contains 24511 members Entering Unmasked Estep Score: -1081043.125000 Penalty: 924.396851 Iteration 89Q: 3 clusters Score -1081043 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 24513 members Entering Unmasked Estep Score: -1081044.500000 Penalty: 924.396851 Iteration 90Q: 3 clusters Score -1081044 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1284 members Mstep: Class 2 contains 24518 members Entering Unmasked Estep Score: -1081044.125000 Penalty: 924.396851 Iteration 91Q: 3 clusters Score -1081044 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1278 members Mstep: Class 2 contains 24524 members Entering Unmasked Estep Score: -1081044.750000 Penalty: 924.396851 Iteration 92Q: 3 clusters Score -1081045 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1274 members Mstep: Class 2 contains 24528 members Entering Unmasked Estep Score: -1081045.625000 Penalty: 924.396851 Iteration 93Q: 3 clusters Score -1081046 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1268 members Mstep: Class 2 contains 24534 members Entering Unmasked Estep Score: -1081046.375000 Penalty: 924.396851 Iteration 94Q: 3 clusters Score -1081046 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1263 members Mstep: Class 2 contains 24539 members Entering Unmasked Estep Score: -1081045.000000 Penalty: 924.396851 Iteration 95Q: 3 clusters Score -1081045 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1258 members Mstep: Class 2 contains 24544 members Entering Unmasked Estep Score: -1081046.000000 Penalty: 924.396851 Iteration 96Q: 3 clusters Score -1081046 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1249 members Mstep: Class 2 contains 24553 members Entering Unmasked Estep Score: -1081045.375000 Penalty: 924.396851 Iteration 97Q: 3 clusters Score -1081045 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1241 members Mstep: Class 2 contains 24561 members Entering Unmasked Estep Score: -1081045.625000 Penalty: 924.396851 Iteration 98Q: 3 clusters Score -1081046 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 24574 members Entering Unmasked Estep Score: -1081050.000000 Penalty: 924.396851 Iteration 99Q: 3 clusters Score -1081050 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 24590 members Entering Unmasked Estep Score: -1081051.750000 Penalty: 924.396851 Iteration 100F: 3 clusters Score -1081052 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 24604 members Entering Unmasked Estep Score: -1081050.625000 Penalty: 924.396851 Iteration 101Q: 3 clusters Score -1081051 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 24616 members Entering Unmasked Estep Score: -1081055.125000 Penalty: 924.396851 Iteration 102Q: 3 clusters Score -1081055 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 24620 members Entering Unmasked Estep Score: -1081058.125000 Penalty: 924.396851 Iteration 103Q: 3 clusters Score -1081058 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 24624 members Entering Unmasked Estep Score: -1081057.500000 Penalty: 924.396851 Iteration 104Q: 3 clusters Score -1081058 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 24628 members Entering Unmasked Estep Score: -1081059.875000 Penalty: 924.396851 Iteration 105Q: 3 clusters Score -1081060 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1170 members Mstep: Class 2 contains 24632 members Entering Unmasked Estep Score: -1081058.750000 Penalty: 924.396851 Iteration 106Q: 3 clusters Score -1081059 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 24636 members Entering Unmasked Estep Score: -1081061.000000 Penalty: 924.396851 Iteration 107Q: 3 clusters Score -1081061 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1162 members Mstep: Class 2 contains 24640 members Entering Unmasked Estep Score: -1081061.250000 Penalty: 924.396851 Iteration 108Q: 3 clusters Score -1081061 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 24647 members Entering Unmasked Estep Score: -1081061.875000 Penalty: 924.396851 Iteration 109Q: 3 clusters Score -1081062 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 24653 members Entering Unmasked Estep Score: -1081062.625000 Penalty: 924.396851 Iteration 110Q: 3 clusters Score -1081063 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 24662 members Entering Unmasked Estep Score: -1081062.625000 Penalty: 924.396851 Iteration 111Q: 3 clusters Score -1081063 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 24671 members Entering Unmasked Estep Score: -1081065.750000 Penalty: 924.396851 Iteration 112Q: 3 clusters Score -1081066 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Mstep: Class 2 contains 24678 members Entering Unmasked Estep Score: -1081065.125000 Penalty: 924.396851 Iteration 113Q: 3 clusters Score -1081065 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 24680 members Entering Unmasked Estep Score: -1081065.250000 Penalty: 924.396851 Iteration 114Q: 3 clusters Score -1081065 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 24685 members Entering Unmasked Estep Score: -1081064.375000 Penalty: 924.396851 Iteration 115Q: 3 clusters Score -1081064 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 24690 members Entering Unmasked Estep Score: -1081068.000000 Penalty: 924.396851 Iteration 116Q: 3 clusters Score -1081068 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 24694 members Entering Unmasked Estep Score: -1081065.500000 Penalty: 924.396851 Iteration 117Q: 3 clusters Score -1081066 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 24700 members Entering Unmasked Estep Score: -1081068.125000 Penalty: 924.396851 Iteration 118Q: 3 clusters Score -1081068 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 24707 members Entering Unmasked Estep Score: -1081070.750000 Penalty: 924.396851 Iteration 119Q: 3 clusters Score -1081071 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 24715 members Entering Unmasked Estep Score: -1081072.000000 Penalty: 924.396851 Iteration 120F: 3 clusters Score -1081072 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 24721 members Entering Unmasked Estep Score: -1081072.750000 Penalty: 924.396851 Iteration 121Q: 3 clusters Score -1081073 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 24730 members Entering Unmasked Estep Score: -1081073.500000 Penalty: 924.396851 Iteration 122Q: 3 clusters Score -1081074 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 24739 members Entering Unmasked Estep Score: -1081075.000000 Penalty: 924.396851 Iteration 123Q: 3 clusters Score -1081075 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 24741 members Entering Unmasked Estep Score: -1081075.125000 Penalty: 924.396851 Iteration 124Q: 3 clusters Score -1081075 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 24743 members Entering Unmasked Estep Score: -1081076.625000 Penalty: 924.396851 Iteration 125Q: 3 clusters Score -1081077 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 24744 members Entering Unmasked Estep Score: -1081074.625000 Penalty: 924.396851 Iteration 126Q: 3 clusters Score -1081075 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 24744 members Entering Unmasked Estep Score: -1081074.625000 Penalty: 924.396851 Iteration 127F: 3 clusters Score -1081075 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (204 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Entering Unmasked Estep Score: -7025.895020 Penalty: 241.974457 Iteration 0F: 2 clusters Score -7025.895 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -6757.116211 Penalty: 483.948914 Iteration 0F: 3 clusters Score -6757.116 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -6835.568359 Penalty: 483.948914 Iteration 1F: 3 clusters Score -6835.568 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -6848.537109 Penalty: 483.948914 Iteration 2F: 3 clusters Score -6848.537 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -6873.744629 Penalty: 483.948914 Iteration 3Q: 3 clusters Score -6873.745 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -6935.552246 Penalty: 483.948914 Iteration 4F: 3 clusters Score -6935.552 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -6983.665039 Penalty: 483.948914 Iteration 5F: 3 clusters Score -6983.665 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -7045.603516 Penalty: 483.948914 Iteration 6F: 3 clusters Score -7045.604 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -7081.119141 Penalty: 483.948914 Iteration 7Q: 3 clusters Score -7081.119 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 61 members Entering Unmasked Estep Score: -7084.736328 Penalty: 483.948914 Iteration 8Q: 3 clusters Score -7084.736 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -7106.966309 Penalty: 483.948914 Iteration 9Q: 3 clusters Score -7106.966 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 66 members Entering Unmasked Estep Score: -7138.438965 Penalty: 483.948914 Iteration 10Q: 3 clusters Score -7138.439 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 71 members Entering Unmasked Estep Score: -7240.865723 Penalty: 483.948914 Iteration 11Q: 3 clusters Score -7240.866 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -7327.887207 Penalty: 483.948914 Iteration 12Q: 3 clusters Score -7327.887 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -7337.866211 Penalty: 483.948914 Iteration 13F: 3 clusters Score -7337.866 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -7353.540039 Penalty: 483.948914 Iteration 14Q: 3 clusters Score -7353.54 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -7353.540039 Penalty: 483.948914 Iteration 15F: 3 clusters Score -7353.54 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 851 members Mstep: Class 3 contains 195 members Mstep: Class 4 contains 353 members Mstep: Class 5 contains 969 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2222 members Mstep: Class 8 contains 3041 members Mstep: Class 9 contains 28761 members Mstep: Class 10 contains 5496 members Mstep: Class 11 contains 892 members Mstep: Class 12 contains 5270 members Mstep: Class 13 contains 9667 members Mstep: Class 14 contains 1071 members Mstep: Class 15 contains 246405 members Mstep: Class 16 contains 4558 members Mstep: Class 17 contains 16378 members Mstep: Class 18 contains 1248 members Mstep: Class 19 contains 498 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 25802 members Mstep: Class 22 contains 131 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 1052 members Mstep: Class 25 contains 13043 members Mstep: Class 26 contains 73 members Entering Unmasked Estep Score: -15545982.000000 Penalty: 15165.835938 Splitting cluster 22 changes total score from -15538586.000000 to -15545982.000000 So it's getting split into cluster 26. Entering ConstructFrom: Trying to split cluster 23 (687 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Entering Unmasked Estep Score: -27779.066406 Penalty: 297.221222 Iteration 0F: 2 clusters Score -27779.07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -27197.896484 Penalty: 594.442444 Iteration 0F: 3 clusters Score -27197.9 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -27359.179688 Penalty: 594.442444 Iteration 1F: 3 clusters Score -27359.18 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -27387.927734 Penalty: 594.442444 Iteration 2F: 3 clusters Score -27387.93 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -27414.582031 Penalty: 594.442444 Iteration 3Q: 3 clusters Score -27414.58 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -27436.888672 Penalty: 594.442444 Iteration 4Q: 3 clusters Score -27436.89 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -27448.443359 Penalty: 594.442444 Iteration 5Q: 3 clusters Score -27448.44 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -27452.429688 Penalty: 594.442444 Iteration 6Q: 3 clusters Score -27452.43 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -27458.802734 Penalty: 594.442444 Iteration 7Q: 3 clusters Score -27458.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -27463.011719 Penalty: 594.442444 Iteration 8Q: 3 clusters Score -27463.01 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -27466.615234 Penalty: 594.442444 Iteration 9Q: 3 clusters Score -27466.62 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -27470.386719 Penalty: 594.442444 Iteration 10Q: 3 clusters Score -27470.39 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -27476.154297 Penalty: 594.442444 Iteration 11Q: 3 clusters Score -27476.15 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -27479.294922 Penalty: 594.442444 Iteration 12Q: 3 clusters Score -27479.29 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -27485.054688 Penalty: 594.442444 Iteration 13Q: 3 clusters Score -27485.05 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -27488.416016 Penalty: 594.442444 Iteration 14Q: 3 clusters Score -27488.42 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -27489.992188 Penalty: 594.442444 Iteration 15Q: 3 clusters Score -27489.99 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -27490.890625 Penalty: 594.442444 Iteration 16Q: 3 clusters Score -27490.89 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -27491.685547 Penalty: 594.442444 Iteration 17Q: 3 clusters Score -27491.69 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -27493.365234 Penalty: 594.442444 Iteration 18Q: 3 clusters Score -27493.37 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -27494.146484 Penalty: 594.442444 Iteration 19Q: 3 clusters Score -27494.15 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -27495.246094 Penalty: 594.442444 Iteration 20F: 3 clusters Score -27495.25 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -27495.544922 Penalty: 594.442444 Iteration 21Q: 3 clusters Score -27495.54 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -27495.544922 Penalty: 594.442444 Iteration 22F: 3 clusters Score -27495.54 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 851 members Mstep: Class 3 contains 195 members Mstep: Class 4 contains 353 members Mstep: Class 5 contains 969 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2222 members Mstep: Class 8 contains 3041 members Mstep: Class 9 contains 28761 members Mstep: Class 10 contains 5496 members Mstep: Class 11 contains 892 members Mstep: Class 12 contains 5270 members Mstep: Class 13 contains 9667 members Mstep: Class 14 contains 1071 members Mstep: Class 15 contains 246405 members Mstep: Class 16 contains 4558 members Mstep: Class 17 contains 16378 members Mstep: Class 18 contains 1248 members Mstep: Class 19 contains 498 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 25802 members Mstep: Class 22 contains 131 members Mstep: Class 23 contains 687 members Entering Unmasked Estep ConsiderDeletion Deleting Class 26. Lose 400.837250 but Gain 583.300781 Score: -15546426.000000 Penalty: 14582.535156 Iteration 119Q: 26 clusters Score -1.554643e+07 nChanged 2023 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 842 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 349 members Mstep: Class 5 contains 972 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2227 members Mstep: Class 8 contains 3026 members Mstep: Class 9 contains 28598 members Mstep: Class 10 contains 5348 members Mstep: Class 11 contains 894 members Mstep: Class 12 contains 5154 members Mstep: Class 13 contains 9352 members Mstep: Class 14 contains 1072 members Mstep: Class 15 contains 247925 members Mstep: Class 16 contains 4570 members Mstep: Class 17 contains 16167 members Mstep: Class 18 contains 1273 members Mstep: Class 19 contains 496 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 25221 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 1112 members Mstep: Class 25 contains 13041 members Entering Unmasked Estep ConsiderDeletion Score: -15546825.000000 Penalty: 14582.535156 Iteration 120F: 26 clusters Score -1.554682e+07 nChanged 1336 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 836 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 347 members Mstep: Class 5 contains 974 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2230 members Mstep: Class 8 contains 3003 members Mstep: Class 9 contains 28518 members Mstep: Class 10 contains 5223 members Mstep: Class 11 contains 895 members Mstep: Class 12 contains 5065 members Mstep: Class 13 contains 9103 members Mstep: Class 14 contains 1072 members Mstep: Class 15 contains 249013 members Mstep: Class 16 contains 4585 members Mstep: Class 17 contains 15990 members Mstep: Class 18 contains 1278 members Mstep: Class 19 contains 496 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24820 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 1113 members Mstep: Class 25 contains 13079 members Entering Unmasked Estep ConsiderDeletion Score: -15546887.000000 Penalty: 14582.535156 Iteration 121Q: 26 clusters Score -1.554689e+07 nChanged 1030 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 835 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 345 members Mstep: Class 5 contains 974 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2238 members Mstep: Class 8 contains 2990 members Mstep: Class 9 contains 28485 members Mstep: Class 10 contains 5110 members Mstep: Class 11 contains 896 members Mstep: Class 12 contains 4995 members Mstep: Class 13 contains 8892 members Mstep: Class 14 contains 1073 members Mstep: Class 15 contains 249783 members Mstep: Class 16 contains 4588 members Mstep: Class 17 contains 15830 members Mstep: Class 18 contains 1282 members Mstep: Class 19 contains 494 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24582 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 1113 members Mstep: Class 25 contains 13135 members Entering Unmasked Estep ConsiderDeletion Score: -15546984.000000 Penalty: 14582.535156 Iteration 122Q: 26 clusters Score -1.554698e+07 nChanged 857 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 834 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 343 members Mstep: Class 5 contains 971 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2246 members Mstep: Class 8 contains 2974 members Mstep: Class 9 contains 28464 members Mstep: Class 10 contains 5027 members Mstep: Class 11 contains 897 members Mstep: Class 12 contains 4933 members Mstep: Class 13 contains 8692 members Mstep: Class 14 contains 1074 members Mstep: Class 15 contains 250372 members Mstep: Class 16 contains 4590 members Mstep: Class 17 contains 15702 members Mstep: Class 18 contains 1283 members Mstep: Class 19 contains 495 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24424 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 1113 members Mstep: Class 25 contains 13206 members Entering Unmasked Estep ConsiderDeletion Score: -15547046.000000 Penalty: 14582.535156 Iteration 123Q: 26 clusters Score -1.554705e+07 nChanged 726 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 829 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 343 members Mstep: Class 5 contains 972 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2248 members Mstep: Class 8 contains 2959 members Mstep: Class 9 contains 28468 members Mstep: Class 10 contains 4962 members Mstep: Class 11 contains 896 members Mstep: Class 12 contains 4871 members Mstep: Class 13 contains 8527 members Mstep: Class 14 contains 1075 members Mstep: Class 15 contains 250791 members Mstep: Class 16 contains 4592 members Mstep: Class 17 contains 15599 members Mstep: Class 18 contains 1283 members Mstep: Class 19 contains 499 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24310 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 1113 members Mstep: Class 25 contains 13303 members Entering Unmasked Estep ConsiderDeletion Score: -15547046.000000 Penalty: 14582.535156 Iteration 124Q: 26 clusters Score -1.554705e+07 nChanged 627 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 823 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 343 members Mstep: Class 5 contains 972 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2250 members Mstep: Class 8 contains 2948 members Mstep: Class 9 contains 28474 members Mstep: Class 10 contains 4917 members Mstep: Class 11 contains 895 members Mstep: Class 12 contains 4807 members Mstep: Class 13 contains 8397 members Mstep: Class 14 contains 1076 members Mstep: Class 15 contains 251082 members Mstep: Class 16 contains 4597 members Mstep: Class 17 contains 15517 members Mstep: Class 18 contains 1281 members Mstep: Class 19 contains 505 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24230 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 1113 members Mstep: Class 25 contains 13413 members Entering Unmasked Estep ConsiderDeletion Score: -15547056.000000 Penalty: 14582.535156 Iteration 125Q: 26 clusters Score -1.554706e+07 nChanged 573 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 820 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 342 members Mstep: Class 5 contains 977 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2251 members Mstep: Class 8 contains 2935 members Mstep: Class 9 contains 28494 members Mstep: Class 10 contains 4873 members Mstep: Class 11 contains 894 members Mstep: Class 12 contains 4740 members Mstep: Class 13 contains 8263 members Mstep: Class 14 contains 1076 members Mstep: Class 15 contains 251327 members Mstep: Class 16 contains 4604 members Mstep: Class 17 contains 15452 members Mstep: Class 18 contains 1282 members Mstep: Class 19 contains 508 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24177 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 1113 members Mstep: Class 25 contains 13512 members Entering Unmasked Estep ConsiderDeletion Score: -15547030.000000 Penalty: 14582.535156 Iteration 126Q: 26 clusters Score -1.554703e+07 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 819 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 342 members Mstep: Class 5 contains 977 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2253 members Mstep: Class 8 contains 2920 members Mstep: Class 9 contains 28507 members Mstep: Class 10 contains 4832 members Mstep: Class 11 contains 894 members Mstep: Class 12 contains 4673 members Mstep: Class 13 contains 8145 members Mstep: Class 14 contains 1076 members Mstep: Class 15 contains 251523 members Mstep: Class 16 contains 4611 members Mstep: Class 17 contains 15401 members Mstep: Class 18 contains 1282 members Mstep: Class 19 contains 509 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24154 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 1113 members Mstep: Class 25 contains 13609 members Entering Unmasked Estep ConsiderDeletion Score: -15547047.000000 Penalty: 14582.535156 Iteration 127Q: 26 clusters Score -1.554705e+07 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 819 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 341 members Mstep: Class 5 contains 979 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2256 members Mstep: Class 8 contains 2905 members Mstep: Class 9 contains 28513 members Mstep: Class 10 contains 4807 members Mstep: Class 11 contains 894 members Mstep: Class 12 contains 4618 members Mstep: Class 13 contains 8034 members Mstep: Class 14 contains 1077 members Mstep: Class 15 contains 251649 members Mstep: Class 16 contains 4612 members Mstep: Class 17 contains 15368 members Mstep: Class 18 contains 1283 members Mstep: Class 19 contains 511 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24141 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 1113 members Mstep: Class 25 contains 13720 members Entering Unmasked Estep ConsiderDeletion Score: -15547003.000000 Penalty: 14582.535156 Iteration 128Q: 26 clusters Score -1.5547e+07 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 819 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 342 members Mstep: Class 5 contains 980 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2256 members Mstep: Class 8 contains 2887 members Mstep: Class 9 contains 28526 members Mstep: Class 10 contains 4791 members Mstep: Class 11 contains 894 members Mstep: Class 12 contains 4568 members Mstep: Class 13 contains 7928 members Mstep: Class 14 contains 1076 members Mstep: Class 15 contains 251749 members Mstep: Class 16 contains 4617 members Mstep: Class 17 contains 15327 members Mstep: Class 18 contains 1284 members Mstep: Class 19 contains 514 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24144 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 1113 members Mstep: Class 25 contains 13825 members Entering Unmasked Estep ConsiderDeletion Score: -15547087.000000 Penalty: 14582.535156 Iteration 129Q: 26 clusters Score -1.554709e+07 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 819 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 340 members Mstep: Class 5 contains 980 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2257 members Mstep: Class 8 contains 2874 members Mstep: Class 9 contains 28534 members Mstep: Class 10 contains 4782 members Mstep: Class 11 contains 893 members Mstep: Class 12 contains 4529 members Mstep: Class 13 contains 7846 members Mstep: Class 14 contains 1074 members Mstep: Class 15 contains 251785 members Mstep: Class 16 contains 4622 members Mstep: Class 17 contains 15280 members Mstep: Class 18 contains 1283 members Mstep: Class 19 contains 515 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24155 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 1113 members Mstep: Class 25 contains 13959 members Entering Unmasked Estep ConsiderDeletion Score: -15547139.000000 Penalty: 14582.535156 Iteration 130Q: 26 clusters Score -1.554714e+07 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 819 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 340 members Mstep: Class 5 contains 978 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2258 members Mstep: Class 8 contains 2865 members Mstep: Class 9 contains 28535 members Mstep: Class 10 contains 4773 members Mstep: Class 11 contains 893 members Mstep: Class 12 contains 4487 members Mstep: Class 13 contains 7759 members Mstep: Class 14 contains 1074 members Mstep: Class 15 contains 251847 members Mstep: Class 16 contains 4628 members Mstep: Class 17 contains 15231 members Mstep: Class 18 contains 1284 members Mstep: Class 19 contains 516 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24161 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 1113 members Mstep: Class 25 contains 14079 members Entering Unmasked Estep ConsiderDeletion Score: -15547165.000000 Penalty: 14582.535156 Iteration 131Q: 26 clusters Score -1.554716e+07 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 819 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 340 members Mstep: Class 5 contains 979 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2259 members Mstep: Class 8 contains 2854 members Mstep: Class 9 contains 28542 members Mstep: Class 10 contains 4768 members Mstep: Class 11 contains 892 members Mstep: Class 12 contains 4455 members Mstep: Class 13 contains 7696 members Mstep: Class 14 contains 1074 members Mstep: Class 15 contains 251863 members Mstep: Class 16 contains 4630 members Mstep: Class 17 contains 15196 members Mstep: Class 18 contains 1284 members Mstep: Class 19 contains 518 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24165 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 1113 members Mstep: Class 25 contains 14193 members Entering Unmasked Estep ConsiderDeletion Score: -15547141.000000 Penalty: 14582.535156 Iteration 132Q: 26 clusters Score -1.554714e+07 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 820 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 340 members Mstep: Class 5 contains 981 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2261 members Mstep: Class 8 contains 2840 members Mstep: Class 9 contains 28548 members Mstep: Class 10 contains 4763 members Mstep: Class 11 contains 894 members Mstep: Class 12 contains 4424 members Mstep: Class 13 contains 7650 members Mstep: Class 14 contains 1075 members Mstep: Class 15 contains 251854 members Mstep: Class 16 contains 4628 members Mstep: Class 17 contains 15164 members Mstep: Class 18 contains 1284 members Mstep: Class 19 contains 519 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24175 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 1113 members Mstep: Class 25 contains 14307 members Entering Unmasked Estep ConsiderDeletion Score: -15547174.000000 Penalty: 14582.535156 Iteration 133Q: 26 clusters Score -1.554717e+07 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 820 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 340 members Mstep: Class 5 contains 978 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2266 members Mstep: Class 8 contains 2827 members Mstep: Class 9 contains 28573 members Mstep: Class 10 contains 4759 members Mstep: Class 11 contains 895 members Mstep: Class 12 contains 4372 members Mstep: Class 13 contains 7618 members Mstep: Class 14 contains 1076 members Mstep: Class 15 contains 251844 members Mstep: Class 16 contains 4633 members Mstep: Class 17 contains 15136 members Mstep: Class 18 contains 1284 members Mstep: Class 19 contains 519 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24179 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 1113 members Mstep: Class 25 contains 14408 members Entering Unmasked Estep ConsiderDeletion Score: -15547171.000000 Penalty: 14582.535156 Iteration 134Q: 26 clusters Score -1.554717e+07 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 820 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 340 members Mstep: Class 5 contains 978 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2270 members Mstep: Class 8 contains 2819 members Mstep: Class 9 contains 28582 members Mstep: Class 10 contains 4756 members Mstep: Class 11 contains 896 members Mstep: Class 12 contains 4333 members Mstep: Class 13 contains 7591 members Mstep: Class 14 contains 1076 members Mstep: Class 15 contains 251823 members Mstep: Class 16 contains 4640 members Mstep: Class 17 contains 15115 members Mstep: Class 18 contains 1285 members Mstep: Class 19 contains 519 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24175 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 1113 members Mstep: Class 25 contains 14509 members Entering Unmasked Estep ConsiderDeletion Score: -15547223.000000 Penalty: 14582.535156 Iteration 135Q: 26 clusters Score -1.554722e+07 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 820 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 340 members Mstep: Class 5 contains 978 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2274 members Mstep: Class 8 contains 2809 members Mstep: Class 9 contains 28601 members Mstep: Class 10 contains 4753 members Mstep: Class 11 contains 896 members Mstep: Class 12 contains 4282 members Mstep: Class 13 contains 7567 members Mstep: Class 14 contains 1075 members Mstep: Class 15 contains 251811 members Mstep: Class 16 contains 4642 members Mstep: Class 17 contains 15095 members Mstep: Class 18 contains 1286 members Mstep: Class 19 contains 519 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24180 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 1113 members Mstep: Class 25 contains 14599 members Entering Unmasked Estep ConsiderDeletion Score: -15547262.000000 Penalty: 14582.535156 Iteration 136Q: 26 clusters Score -1.554726e+07 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 820 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 340 members Mstep: Class 5 contains 978 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2279 members Mstep: Class 8 contains 2804 members Mstep: Class 9 contains 28603 members Mstep: Class 10 contains 4753 members Mstep: Class 11 contains 896 members Mstep: Class 12 contains 4235 members Mstep: Class 13 contains 7541 members Mstep: Class 14 contains 1075 members Mstep: Class 15 contains 251793 members Mstep: Class 16 contains 4643 members Mstep: Class 17 contains 15082 members Mstep: Class 18 contains 1286 members Mstep: Class 19 contains 519 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24191 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 1113 members Mstep: Class 25 contains 14689 members Entering Unmasked Estep ConsiderDeletion Score: -15547271.000000 Penalty: 14582.535156 Iteration 137Q: 26 clusters Score -1.554727e+07 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 820 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 339 members Mstep: Class 5 contains 978 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2284 members Mstep: Class 8 contains 2797 members Mstep: Class 9 contains 28606 members Mstep: Class 10 contains 4750 members Mstep: Class 11 contains 896 members Mstep: Class 12 contains 4180 members Mstep: Class 13 contains 7520 members Mstep: Class 14 contains 1075 members Mstep: Class 15 contains 251782 members Mstep: Class 16 contains 4643 members Mstep: Class 17 contains 15066 members Mstep: Class 18 contains 1286 members Mstep: Class 19 contains 519 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24202 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 1113 members Mstep: Class 25 contains 14784 members Entering Unmasked Estep ConsiderDeletion Score: -15547318.000000 Penalty: 14582.535156 Iteration 138Q: 26 clusters Score -1.554732e+07 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 820 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 338 members Mstep: Class 5 contains 977 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2288 members Mstep: Class 8 contains 2790 members Mstep: Class 9 contains 28614 members Mstep: Class 10 contains 4745 members Mstep: Class 11 contains 896 members Mstep: Class 12 contains 4137 members Mstep: Class 13 contains 7502 members Mstep: Class 14 contains 1075 members Mstep: Class 15 contains 251782 members Mstep: Class 16 contains 4645 members Mstep: Class 17 contains 15053 members Mstep: Class 18 contains 1286 members Mstep: Class 19 contains 519 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24200 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 1113 members Mstep: Class 25 contains 14860 members Entering Unmasked Estep ConsiderDeletion Score: -15547334.000000 Penalty: 14582.535156 Iteration 139Q: 26 clusters Score -1.554733e+07 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 820 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 338 members Mstep: Class 5 contains 976 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2293 members Mstep: Class 8 contains 2781 members Mstep: Class 9 contains 28613 members Mstep: Class 10 contains 4744 members Mstep: Class 11 contains 896 members Mstep: Class 12 contains 4083 members Mstep: Class 13 contains 7483 members Mstep: Class 14 contains 1076 members Mstep: Class 15 contains 251783 members Mstep: Class 16 contains 4648 members Mstep: Class 17 contains 15042 members Mstep: Class 18 contains 1290 members Mstep: Class 19 contains 519 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24205 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 1113 members Mstep: Class 25 contains 14937 members Entering Unmasked Estep ConsiderDeletion Score: -15547343.000000 Penalty: 14582.535156 Iteration 140F: 26 clusters Score -1.554734e+07 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 820 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 337 members Mstep: Class 5 contains 976 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2295 members Mstep: Class 8 contains 2775 members Mstep: Class 9 contains 28626 members Mstep: Class 10 contains 4740 members Mstep: Class 11 contains 896 members Mstep: Class 12 contains 4028 members Mstep: Class 13 contains 7466 members Mstep: Class 14 contains 1076 members Mstep: Class 15 contains 251775 members Mstep: Class 16 contains 4653 members Mstep: Class 17 contains 15033 members Mstep: Class 18 contains 1293 members Mstep: Class 19 contains 519 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24203 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 1113 members Mstep: Class 25 contains 15016 members Entering Unmasked Estep ConsiderDeletion Score: -15547407.000000 Penalty: 14582.535156 Iteration 141Q: 26 clusters Score -1.554741e+07 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 820 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 337 members Mstep: Class 5 contains 976 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2297 members Mstep: Class 8 contains 2770 members Mstep: Class 9 contains 28634 members Mstep: Class 10 contains 4738 members Mstep: Class 11 contains 896 members Mstep: Class 12 contains 3975 members Mstep: Class 13 contains 7447 members Mstep: Class 14 contains 1076 members Mstep: Class 15 contains 251762 members Mstep: Class 16 contains 4654 members Mstep: Class 17 contains 15022 members Mstep: Class 18 contains 1296 members Mstep: Class 19 contains 519 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24210 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 1113 members Mstep: Class 25 contains 15098 members Entering Unmasked Estep ConsiderDeletion Score: -15547401.000000 Penalty: 14582.535156 Iteration 142Q: 26 clusters Score -1.55474e+07 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 820 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 337 members Mstep: Class 5 contains 976 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2299 members Mstep: Class 8 contains 2765 members Mstep: Class 9 contains 28647 members Mstep: Class 10 contains 4736 members Mstep: Class 11 contains 895 members Mstep: Class 12 contains 3923 members Mstep: Class 13 contains 7433 members Mstep: Class 14 contains 1076 members Mstep: Class 15 contains 251743 members Mstep: Class 16 contains 4657 members Mstep: Class 17 contains 15010 members Mstep: Class 18 contains 1297 members Mstep: Class 19 contains 517 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24212 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 1113 members Mstep: Class 25 contains 15184 members Entering Unmasked Estep ConsiderDeletion Score: -15547394.000000 Penalty: 14582.535156 Iteration 143Q: 26 clusters Score -1.554739e+07 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 820 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 336 members Mstep: Class 5 contains 976 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2301 members Mstep: Class 8 contains 2763 members Mstep: Class 9 contains 28657 members Mstep: Class 10 contains 4732 members Mstep: Class 11 contains 896 members Mstep: Class 12 contains 3886 members Mstep: Class 13 contains 7414 members Mstep: Class 14 contains 1076 members Mstep: Class 15 contains 251716 members Mstep: Class 16 contains 4657 members Mstep: Class 17 contains 15000 members Mstep: Class 18 contains 1298 members Mstep: Class 19 contains 516 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24218 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 1113 members Mstep: Class 25 contains 15265 members Entering Unmasked Estep ConsiderDeletion Score: -15547454.000000 Penalty: 14582.535156 Iteration 144Q: 26 clusters Score -1.554745e+07 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 820 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 335 members Mstep: Class 5 contains 975 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2304 members Mstep: Class 8 contains 2760 members Mstep: Class 9 contains 28668 members Mstep: Class 10 contains 4729 members Mstep: Class 11 contains 896 members Mstep: Class 12 contains 3849 members Mstep: Class 13 contains 7396 members Mstep: Class 14 contains 1076 members Mstep: Class 15 contains 251698 members Mstep: Class 16 contains 4659 members Mstep: Class 17 contains 14993 members Mstep: Class 18 contains 1300 members Mstep: Class 19 contains 516 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24221 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 1113 members Mstep: Class 25 contains 15332 members Entering Unmasked Estep ConsiderDeletion Score: -15547435.000000 Penalty: 14582.535156 Iteration 145Q: 26 clusters Score -1.554744e+07 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 820 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 335 members Mstep: Class 5 contains 975 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2306 members Mstep: Class 8 contains 2757 members Mstep: Class 9 contains 28683 members Mstep: Class 10 contains 4726 members Mstep: Class 11 contains 896 members Mstep: Class 12 contains 3812 members Mstep: Class 13 contains 7378 members Mstep: Class 14 contains 1076 members Mstep: Class 15 contains 251687 members Mstep: Class 16 contains 4662 members Mstep: Class 17 contains 14986 members Mstep: Class 18 contains 1300 members Mstep: Class 19 contains 515 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24223 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 1113 members Mstep: Class 25 contains 15390 members Entering Unmasked Estep ConsiderDeletion Score: -15547460.000000 Penalty: 14582.535156 Iteration 146Q: 26 clusters Score -1.554746e+07 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 820 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 335 members Mstep: Class 5 contains 975 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2307 members Mstep: Class 8 contains 2756 members Mstep: Class 9 contains 28694 members Mstep: Class 10 contains 4723 members Mstep: Class 11 contains 895 members Mstep: Class 12 contains 3777 members Mstep: Class 13 contains 7364 members Mstep: Class 14 contains 1076 members Mstep: Class 15 contains 251667 members Mstep: Class 16 contains 4662 members Mstep: Class 17 contains 14984 members Mstep: Class 18 contains 1300 members Mstep: Class 19 contains 515 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24226 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 1113 members Mstep: Class 25 contains 15451 members Entering Unmasked Estep ConsiderDeletion Score: -15547465.000000 Penalty: 14582.535156 Iteration 147Q: 26 clusters Score -1.554746e+07 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 820 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 335 members Mstep: Class 5 contains 975 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2308 members Mstep: Class 8 contains 2754 members Mstep: Class 9 contains 28704 members Mstep: Class 10 contains 4720 members Mstep: Class 11 contains 894 members Mstep: Class 12 contains 3735 members Mstep: Class 13 contains 7353 members Mstep: Class 14 contains 1076 members Mstep: Class 15 contains 251644 members Mstep: Class 16 contains 4663 members Mstep: Class 17 contains 14974 members Mstep: Class 18 contains 1301 members Mstep: Class 19 contains 514 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24224 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 1113 members Mstep: Class 25 contains 15533 members Entering Unmasked Estep ConsiderDeletion Score: -15547485.000000 Penalty: 14582.535156 Iteration 148Q: 26 clusters Score -1.554748e+07 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 820 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 335 members Mstep: Class 5 contains 975 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2309 members Mstep: Class 8 contains 2750 members Mstep: Class 9 contains 28713 members Mstep: Class 10 contains 4720 members Mstep: Class 11 contains 894 members Mstep: Class 12 contains 3702 members Mstep: Class 13 contains 7346 members Mstep: Class 14 contains 1076 members Mstep: Class 15 contains 251626 members Mstep: Class 16 contains 4663 members Mstep: Class 17 contains 14958 members Mstep: Class 18 contains 1301 members Mstep: Class 19 contains 514 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24227 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 1113 members Mstep: Class 25 contains 15598 members Entering Unmasked Estep ConsiderDeletion Score: -15547479.000000 Penalty: 14582.535156 Iteration 149Q: 26 clusters Score -1.554748e+07 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 820 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 335 members Mstep: Class 5 contains 975 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2310 members Mstep: Class 8 contains 2748 members Mstep: Class 9 contains 28716 members Mstep: Class 10 contains 4720 members Mstep: Class 11 contains 894 members Mstep: Class 12 contains 3682 members Mstep: Class 13 contains 7335 members Mstep: Class 14 contains 1076 members Mstep: Class 15 contains 251606 members Mstep: Class 16 contains 4663 members Mstep: Class 17 contains 14942 members Mstep: Class 18 contains 1301 members Mstep: Class 19 contains 514 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24228 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 1113 members Mstep: Class 25 contains 15662 members Entering Unmasked Estep ConsiderDeletion Score: -15547530.000000 Penalty: 14582.535156 Iteration 150Q: 26 clusters Score -1.554753e+07 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 820 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 335 members Mstep: Class 5 contains 975 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2311 members Mstep: Class 8 contains 2747 members Mstep: Class 9 contains 28718 members Mstep: Class 10 contains 4719 members Mstep: Class 11 contains 894 members Mstep: Class 12 contains 3671 members Mstep: Class 13 contains 7323 members Mstep: Class 14 contains 1076 members Mstep: Class 15 contains 251585 members Mstep: Class 16 contains 4663 members Mstep: Class 17 contains 14924 members Mstep: Class 18 contains 1301 members Mstep: Class 19 contains 514 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24228 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 1113 members Mstep: Class 25 contains 15723 members Entering Unmasked Estep ConsiderDeletion Score: -15547511.000000 Penalty: 14582.535156 Iteration 151Q: 26 clusters Score -1.554751e+07 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 820 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 335 members Mstep: Class 5 contains 975 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2313 members Mstep: Class 8 contains 2747 members Mstep: Class 9 contains 28719 members Mstep: Class 10 contains 4719 members Mstep: Class 11 contains 895 members Mstep: Class 12 contains 3661 members Mstep: Class 13 contains 7310 members Mstep: Class 14 contains 1076 members Mstep: Class 15 contains 251562 members Mstep: Class 16 contains 4661 members Mstep: Class 17 contains 14907 members Mstep: Class 18 contains 1301 members Mstep: Class 19 contains 514 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24231 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 1113 members Mstep: Class 25 contains 15781 members Entering Unmasked Estep ConsiderDeletion Score: -15547530.000000 Penalty: 14582.535156 Iteration 152Q: 26 clusters Score -1.554753e+07 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 820 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 335 members Mstep: Class 5 contains 975 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2314 members Mstep: Class 8 contains 2747 members Mstep: Class 9 contains 28722 members Mstep: Class 10 contains 4719 members Mstep: Class 11 contains 896 members Mstep: Class 12 contains 3647 members Mstep: Class 13 contains 7295 members Mstep: Class 14 contains 1076 members Mstep: Class 15 contains 251542 members Mstep: Class 16 contains 4659 members Mstep: Class 17 contains 14896 members Mstep: Class 18 contains 1301 members Mstep: Class 19 contains 514 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24233 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 1113 members Mstep: Class 25 contains 15836 members Entering Unmasked Estep ConsiderDeletion Score: -15547557.000000 Penalty: 14582.535156 Iteration 153Q: 26 clusters Score -1.554756e+07 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 820 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 335 members Mstep: Class 5 contains 975 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2315 members Mstep: Class 8 contains 2747 members Mstep: Class 9 contains 28728 members Mstep: Class 10 contains 4719 members Mstep: Class 11 contains 894 members Mstep: Class 12 contains 3635 members Mstep: Class 13 contains 7279 members Mstep: Class 14 contains 1076 members Mstep: Class 15 contains 251510 members Mstep: Class 16 contains 4658 members Mstep: Class 17 contains 14892 members Mstep: Class 18 contains 1301 members Mstep: Class 19 contains 514 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24235 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 1113 members Mstep: Class 25 contains 15894 members Entering Unmasked Estep ConsiderDeletion Score: -15547558.000000 Penalty: 14582.535156 Iteration 154Q: 26 clusters Score -1.554756e+07 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 820 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 335 members Mstep: Class 5 contains 975 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2315 members Mstep: Class 8 contains 2746 members Mstep: Class 9 contains 28725 members Mstep: Class 10 contains 4719 members Mstep: Class 11 contains 894 members Mstep: Class 12 contains 3631 members Mstep: Class 13 contains 7258 members Mstep: Class 14 contains 1076 members Mstep: Class 15 contains 251483 members Mstep: Class 16 contains 4658 members Mstep: Class 17 contains 14887 members Mstep: Class 18 contains 1301 members Mstep: Class 19 contains 514 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24237 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 1113 members Mstep: Class 25 contains 15953 members Entering Unmasked Estep ConsiderDeletion Score: -15547581.000000 Penalty: 14582.535156 Iteration 155Q: 26 clusters Score -1.554758e+07 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 820 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 335 members Mstep: Class 5 contains 975 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2315 members Mstep: Class 8 contains 2746 members Mstep: Class 9 contains 28724 members Mstep: Class 10 contains 4719 members Mstep: Class 11 contains 894 members Mstep: Class 12 contains 3623 members Mstep: Class 13 contains 7233 members Mstep: Class 14 contains 1076 members Mstep: Class 15 contains 251452 members Mstep: Class 16 contains 4658 members Mstep: Class 17 contains 14880 members Mstep: Class 18 contains 1301 members Mstep: Class 19 contains 514 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24242 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 1113 members Mstep: Class 25 contains 16020 members Entering Unmasked Estep ConsiderDeletion Score: -15547587.000000 Penalty: 14582.535156 Iteration 156Q: 26 clusters Score -1.554759e+07 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 821 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 335 members Mstep: Class 5 contains 975 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2315 members Mstep: Class 8 contains 2745 members Mstep: Class 9 contains 28722 members Mstep: Class 10 contains 4719 members Mstep: Class 11 contains 894 members Mstep: Class 12 contains 3620 members Mstep: Class 13 contains 7208 members Mstep: Class 14 contains 1076 members Mstep: Class 15 contains 251420 members Mstep: Class 16 contains 4658 members Mstep: Class 17 contains 14873 members Mstep: Class 18 contains 1302 members Mstep: Class 19 contains 514 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24247 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 1113 members Mstep: Class 25 contains 16083 members Entering Unmasked Estep ConsiderDeletion Score: -15547611.000000 Penalty: 14582.535156 Iteration 157Q: 26 clusters Score -1.554761e+07 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 821 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 335 members Mstep: Class 5 contains 975 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2316 members Mstep: Class 8 contains 2743 members Mstep: Class 9 contains 28722 members Mstep: Class 10 contains 4718 members Mstep: Class 11 contains 894 members Mstep: Class 12 contains 3616 members Mstep: Class 13 contains 7186 members Mstep: Class 14 contains 1076 members Mstep: Class 15 contains 251404 members Mstep: Class 16 contains 4658 members Mstep: Class 17 contains 14865 members Mstep: Class 18 contains 1302 members Mstep: Class 19 contains 514 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24251 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 1113 members Mstep: Class 25 contains 16131 members Entering Unmasked Estep ConsiderDeletion Score: -15547632.000000 Penalty: 14582.535156 Iteration 158Q: 26 clusters Score -1.554763e+07 nChanged 62 Entering ConstructFrom: Score: -15547632.000000 Penalty: 14582.535156 Entering ConstructFrom: Trying to split cluster 1 (184 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Entering Unmasked Estep Score: -7636.351562 Penalty: 237.279572 Iteration 0F: 2 clusters Score -7636.352 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -7346.255371 Penalty: 474.559143 Iteration 0F: 3 clusters Score -7346.255 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 68 members Entering Unmasked Estep Score: -7397.531738 Penalty: 474.559143 Iteration 1F: 3 clusters Score -7397.532 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 64 members Entering Unmasked Estep Score: -7411.520508 Penalty: 474.559143 Iteration 2F: 3 clusters Score -7411.521 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -7419.833496 Penalty: 474.559143 Iteration 3Q: 3 clusters Score -7419.833 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -7429.541992 Penalty: 474.559143 Iteration 4Q: 3 clusters Score -7429.542 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -7430.335449 Penalty: 474.559143 Iteration 5Q: 3 clusters Score -7430.335 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -7430.335449 Penalty: 474.559143 Iteration 6F: 3 clusters Score -7430.335 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (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: -41135.933594 Penalty: 305.328796 Iteration 0F: 2 clusters Score -41135.93 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -40421.285156 Penalty: 610.657593 Iteration 0F: 3 clusters Score -40421.29 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -40617.835938 Penalty: 610.657593 Iteration 1F: 3 clusters Score -40617.84 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -40653.113281 Penalty: 610.657593 Iteration 2F: 3 clusters Score -40653.11 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -40678.519531 Penalty: 610.657593 Iteration 3Q: 3 clusters Score -40678.52 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -40690.332031 Penalty: 610.657593 Iteration 4Q: 3 clusters Score -40690.33 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -40700.472656 Penalty: 610.657593 Iteration 5Q: 3 clusters Score -40700.47 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -40711.832031 Penalty: 610.657593 Iteration 6Q: 3 clusters Score -40711.83 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -40722.914062 Penalty: 610.657593 Iteration 7Q: 3 clusters Score -40722.91 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -40727.328125 Penalty: 610.657593 Iteration 8Q: 3 clusters Score -40727.33 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -40729.015625 Penalty: 610.657593 Iteration 9Q: 3 clusters Score -40729.02 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -40731.804688 Penalty: 610.657593 Iteration 10Q: 3 clusters Score -40731.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -40734.382812 Penalty: 610.657593 Iteration 11Q: 3 clusters Score -40734.38 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -40738.128906 Penalty: 610.657593 Iteration 12Q: 3 clusters Score -40738.13 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -40741.808594 Penalty: 610.657593 Iteration 13Q: 3 clusters Score -40741.81 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -40746.578125 Penalty: 610.657593 Iteration 14Q: 3 clusters Score -40746.58 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -40751.972656 Penalty: 610.657593 Iteration 15Q: 3 clusters Score -40751.97 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -40758.968750 Penalty: 610.657593 Iteration 16Q: 3 clusters Score -40758.97 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -40767.835938 Penalty: 610.657593 Iteration 17Q: 3 clusters Score -40767.84 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -40772.652344 Penalty: 610.657593 Iteration 18Q: 3 clusters Score -40772.65 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -40775.562500 Penalty: 610.657593 Iteration 19Q: 3 clusters Score -40775.56 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -40777.964844 Penalty: 610.657593 Iteration 20F: 3 clusters Score -40777.96 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -40778.714844 Penalty: 610.657593 Iteration 21Q: 3 clusters Score -40778.71 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -40778.945312 Penalty: 610.657593 Iteration 22Q: 3 clusters Score -40778.95 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -40780.292969 Penalty: 610.657593 Iteration 23Q: 3 clusters Score -40780.29 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -40780.511719 Penalty: 610.657593 Iteration 24Q: 3 clusters Score -40780.51 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -40781.476562 Penalty: 610.657593 Iteration 25Q: 3 clusters Score -40781.48 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -40781.476562 Penalty: 610.657593 Iteration 26F: 3 clusters Score -40781.48 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (199 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Entering Unmasked Estep Score: -8184.769043 Penalty: 240.845367 Iteration 0F: 2 clusters Score -8184.769 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -7908.050293 Penalty: 481.690735 Iteration 0F: 3 clusters Score -7908.05 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -7946.323730 Penalty: 481.690735 Iteration 1F: 3 clusters Score -7946.324 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -7961.067383 Penalty: 481.690735 Iteration 2F: 3 clusters Score -7961.067 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -7968.565430 Penalty: 481.690735 Iteration 3Q: 3 clusters Score -7968.565 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -7971.828613 Penalty: 481.690735 Iteration 4Q: 3 clusters Score -7971.829 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -7976.931152 Penalty: 481.690735 Iteration 5Q: 3 clusters Score -7976.931 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -7978.637695 Penalty: 481.690735 Iteration 6Q: 3 clusters Score -7978.638 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -7978.637695 Penalty: 481.690735 Iteration 7F: 3 clusters Score -7978.638 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (335 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Entering Unmasked Estep Score: -12397.760742 Penalty: 264.542938 Iteration 0F: 2 clusters Score -12397.76 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -12022.776367 Penalty: 529.085876 Iteration 0F: 3 clusters Score -12022.78 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -12106.853516 Penalty: 529.085876 Iteration 1F: 3 clusters Score -12106.85 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -12125.705078 Penalty: 529.085876 Iteration 2F: 3 clusters Score -12125.71 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -12137.996094 Penalty: 529.085876 Iteration 3Q: 3 clusters Score -12138 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -12139.977539 Penalty: 529.085876 Iteration 4Q: 3 clusters Score -12139.98 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -12141.742188 Penalty: 529.085876 Iteration 5Q: 3 clusters Score -12141.74 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -12143.920898 Penalty: 529.085876 Iteration 6Q: 3 clusters Score -12143.92 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -12145.625000 Penalty: 529.085876 Iteration 7Q: 3 clusters Score -12145.62 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -12147.018555 Penalty: 529.085876 Iteration 8Q: 3 clusters Score -12147.02 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -12148.221680 Penalty: 529.085876 Iteration 9Q: 3 clusters Score -12148.22 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -12149.924805 Penalty: 529.085876 Iteration 10Q: 3 clusters Score -12149.92 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -12152.637695 Penalty: 529.085876 Iteration 11Q: 3 clusters Score -12152.64 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -12155.660156 Penalty: 529.085876 Iteration 12Q: 3 clusters Score -12155.66 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -12156.353516 Penalty: 529.085876 Iteration 13Q: 3 clusters Score -12156.35 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -12156.353516 Penalty: 529.085876 Iteration 14F: 3 clusters Score -12156.35 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (975 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Entering Unmasked Estep Score: -37039.324219 Penalty: 313.150909 Iteration 0F: 2 clusters Score -37039.32 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -36279.191406 Penalty: 626.301819 Iteration 0F: 3 clusters Score -36279.19 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -36470.214844 Penalty: 626.301819 Iteration 1F: 3 clusters Score -36470.21 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -36505.414062 Penalty: 626.301819 Iteration 2F: 3 clusters Score -36505.41 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -36534.906250 Penalty: 626.301819 Iteration 3F: 3 clusters Score -36534.91 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -36554.402344 Penalty: 626.301819 Iteration 4Q: 3 clusters Score -36554.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -36567.109375 Penalty: 626.301819 Iteration 5Q: 3 clusters Score -36567.11 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -36579.011719 Penalty: 626.301819 Iteration 6Q: 3 clusters Score -36579.01 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -36591.296875 Penalty: 626.301819 Iteration 7Q: 3 clusters Score -36591.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -36607.105469 Penalty: 626.301819 Iteration 8Q: 3 clusters Score -36607.11 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -36633.398438 Penalty: 626.301819 Iteration 9Q: 3 clusters Score -36633.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -36662.648438 Penalty: 626.301819 Iteration 10Q: 3 clusters Score -36662.65 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -36691.839844 Penalty: 626.301819 Iteration 11Q: 3 clusters Score -36691.84 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -36706.882812 Penalty: 626.301819 Iteration 12Q: 3 clusters Score -36706.88 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -36716.414062 Penalty: 626.301819 Iteration 13Q: 3 clusters Score -36716.41 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -36722.457031 Penalty: 626.301819 Iteration 14Q: 3 clusters Score -36722.46 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -36725.425781 Penalty: 626.301819 Iteration 15Q: 3 clusters Score -36725.43 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -36727.257812 Penalty: 626.301819 Iteration 16Q: 3 clusters Score -36727.26 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -36729.828125 Penalty: 626.301819 Iteration 17Q: 3 clusters Score -36729.83 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -36735.035156 Penalty: 626.301819 Iteration 18Q: 3 clusters Score -36735.04 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -36738.546875 Penalty: 626.301819 Iteration 19Q: 3 clusters Score -36738.55 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -36740.277344 Penalty: 626.301819 Iteration 20F: 3 clusters Score -36740.28 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -36740.734375 Penalty: 626.301819 Iteration 21Q: 3 clusters Score -36740.73 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -36741.003906 Penalty: 626.301819 Iteration 22Q: 3 clusters Score -36741 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -36741.003906 Penalty: 626.301819 Iteration 23F: 3 clusters Score -36741 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (249 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Entering Unmasked Estep Score: -9346.308594 Penalty: 251.044098 Iteration 0F: 2 clusters Score -9346.309 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -9044.314453 Penalty: 502.088196 Iteration 0F: 3 clusters Score -9044.314 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -9139.420898 Penalty: 502.088196 Iteration 1F: 3 clusters Score -9139.421 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -9158.062500 Penalty: 502.088196 Iteration 2F: 3 clusters Score -9158.062 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -9170.457031 Penalty: 502.088196 Iteration 3Q: 3 clusters Score -9170.457 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -9174.586914 Penalty: 502.088196 Iteration 4Q: 3 clusters Score -9174.587 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -9175.990234 Penalty: 502.088196 Iteration 5Q: 3 clusters Score -9175.99 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -9176.961914 Penalty: 502.088196 Iteration 6Q: 3 clusters Score -9176.962 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -9176.961914 Penalty: 502.088196 Iteration 7F: 3 clusters Score -9176.962 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (2318 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2318 members Entering Unmasked Estep Score: -96846.312500 Penalty: 352.554932 Iteration 0F: 2 clusters Score -96846.31 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -95220.804688 Penalty: 705.109863 Iteration 0F: 3 clusters Score -95220.8 nChanged 1002 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1110 members Mstep: Class 2 contains 1208 members Entering Unmasked Estep Score: -95748.773438 Penalty: 705.109863 Iteration 1F: 3 clusters Score -95748.77 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -95810.953125 Penalty: 705.109863 Iteration 2F: 3 clusters Score -95810.95 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -95850.164062 Penalty: 705.109863 Iteration 3Q: 3 clusters Score -95850.16 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -95879.929688 Penalty: 705.109863 Iteration 4Q: 3 clusters Score -95879.93 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -95911.945312 Penalty: 705.109863 Iteration 5Q: 3 clusters Score -95911.95 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 1258 members Entering Unmasked Estep Score: -95948.257812 Penalty: 705.109863 Iteration 6Q: 3 clusters Score -95948.26 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -95990.765625 Penalty: 705.109863 Iteration 7Q: 3 clusters Score -95990.77 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 1333 members Entering Unmasked Estep Score: -96054.546875 Penalty: 705.109863 Iteration 8Q: 3 clusters Score -96054.55 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 1385 members Entering Unmasked Estep Score: -96124.921875 Penalty: 705.109863 Iteration 9Q: 3 clusters Score -96124.92 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 1433 members Entering Unmasked Estep Score: -96192.312500 Penalty: 705.109863 Iteration 10Q: 3 clusters Score -96192.31 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 1456 members Entering Unmasked Estep Score: -96235.125000 Penalty: 705.109863 Iteration 11Q: 3 clusters Score -96235.12 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 1484 members Entering Unmasked Estep Score: -96268.835938 Penalty: 705.109863 Iteration 12Q: 3 clusters Score -96268.84 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 1507 members Entering Unmasked Estep Score: -96297.023438 Penalty: 705.109863 Iteration 13Q: 3 clusters Score -96297.02 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 1530 members Entering Unmasked Estep Score: -96319.390625 Penalty: 705.109863 Iteration 14Q: 3 clusters Score -96319.39 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 1552 members Entering Unmasked Estep Score: -96337.914062 Penalty: 705.109863 Iteration 15Q: 3 clusters Score -96337.91 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 1573 members Entering Unmasked Estep Score: -96353.414062 Penalty: 705.109863 Iteration 16Q: 3 clusters Score -96353.41 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 1590 members Entering Unmasked Estep Score: -96367.148438 Penalty: 705.109863 Iteration 17Q: 3 clusters Score -96367.15 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 1606 members Entering Unmasked Estep Score: -96378.210938 Penalty: 705.109863 Iteration 18Q: 3 clusters Score -96378.21 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 1611 members Entering Unmasked Estep Score: -96383.093750 Penalty: 705.109863 Iteration 19Q: 3 clusters Score -96383.09 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 1611 members Entering Unmasked Estep Score: -96386.453125 Penalty: 705.109863 Iteration 20F: 3 clusters Score -96386.45 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 1616 members Entering Unmasked Estep Score: -96391.234375 Penalty: 705.109863 Iteration 21Q: 3 clusters Score -96391.23 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 1622 members Entering Unmasked Estep Score: -96395.921875 Penalty: 705.109863 Iteration 22Q: 3 clusters Score -96395.92 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 1626 members Entering Unmasked Estep Score: -96400.437500 Penalty: 705.109863 Iteration 23Q: 3 clusters Score -96400.44 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 1631 members Entering Unmasked Estep Score: -96403.242188 Penalty: 705.109863 Iteration 24Q: 3 clusters Score -96403.24 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 1632 members Entering Unmasked Estep Score: -96404.710938 Penalty: 705.109863 Iteration 25Q: 3 clusters Score -96404.71 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 1629 members Entering Unmasked Estep Score: -96407.054688 Penalty: 705.109863 Iteration 26Q: 3 clusters Score -96407.05 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 1628 members Entering Unmasked Estep Score: -96408.609375 Penalty: 705.109863 Iteration 27Q: 3 clusters Score -96408.61 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 1628 members Entering Unmasked Estep Score: -96408.843750 Penalty: 705.109863 Iteration 28Q: 3 clusters Score -96408.84 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 1632 members Entering Unmasked Estep Score: -96409.898438 Penalty: 705.109863 Iteration 29Q: 3 clusters Score -96409.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 1635 members Entering Unmasked Estep Score: -96410.031250 Penalty: 705.109863 Iteration 30Q: 3 clusters Score -96410.03 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 1636 members Entering Unmasked Estep Score: -96410.398438 Penalty: 705.109863 Iteration 31Q: 3 clusters Score -96410.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 1637 members Entering Unmasked Estep Score: -96410.148438 Penalty: 705.109863 Iteration 32Q: 3 clusters Score -96410.15 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 1639 members Entering Unmasked Estep Score: -96410.632812 Penalty: 705.109863 Iteration 33Q: 3 clusters Score -96410.63 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 1642 members Entering Unmasked Estep Score: -96410.976562 Penalty: 705.109863 Iteration 34Q: 3 clusters Score -96410.98 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 1644 members Entering Unmasked Estep Score: -96411.289062 Penalty: 705.109863 Iteration 35Q: 3 clusters Score -96411.29 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 1644 members Entering Unmasked Estep Score: -96411.289062 Penalty: 705.109863 Iteration 36F: 3 clusters Score -96411.29 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (2741 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2741 members Entering Unmasked Estep Score: -114548.007812 Penalty: 360.181549 Iteration 0F: 2 clusters Score -114548 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 1412 members Entering Unmasked Estep Score: -112646.242188 Penalty: 720.363098 Iteration 0F: 3 clusters Score -112646.2 nChanged 1178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Mstep: Class 2 contains 1540 members Entering Unmasked Estep Score: -113296.718750 Penalty: 720.363098 Iteration 1F: 3 clusters Score -113296.7 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 1632 members Entering Unmasked Estep Score: -113400.945312 Penalty: 720.363098 Iteration 2F: 3 clusters Score -113400.9 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 1763 members Entering Unmasked Estep Score: -113534.250000 Penalty: 720.363098 Iteration 3F: 3 clusters Score -113534.2 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 1918 members Entering Unmasked Estep Score: -113685.585938 Penalty: 720.363098 Iteration 4F: 3 clusters Score -113685.6 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 2096 members Entering Unmasked Estep Score: -113870.484375 Penalty: 720.363098 Iteration 5F: 3 clusters Score -113870.5 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 2241 members Entering Unmasked Estep Score: -114014.093750 Penalty: 720.363098 Iteration 6F: 3 clusters Score -114014.1 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 2325 members Entering Unmasked Estep Score: -114135.789062 Penalty: 720.363098 Iteration 7Q: 3 clusters Score -114135.8 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 2368 members Entering Unmasked Estep Score: -114242.671875 Penalty: 720.363098 Iteration 8Q: 3 clusters Score -114242.7 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 2387 members Entering Unmasked Estep Score: -114313.296875 Penalty: 720.363098 Iteration 9Q: 3 clusters Score -114313.3 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 2402 members Entering Unmasked Estep Score: -114336.406250 Penalty: 720.363098 Iteration 10Q: 3 clusters Score -114336.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 2407 members Entering Unmasked Estep Score: -114345.007812 Penalty: 720.363098 Iteration 11Q: 3 clusters Score -114345 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 2410 members Entering Unmasked Estep Score: -114347.843750 Penalty: 720.363098 Iteration 12Q: 3 clusters Score -114347.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 2409 members Entering Unmasked Estep Score: -114350.328125 Penalty: 720.363098 Iteration 13Q: 3 clusters Score -114350.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 2407 members Entering Unmasked Estep Score: -114352.125000 Penalty: 720.363098 Iteration 14Q: 3 clusters Score -114352.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 2407 members Entering Unmasked Estep Score: -114352.937500 Penalty: 720.363098 Iteration 15Q: 3 clusters Score -114352.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 2407 members Entering Unmasked Estep Score: -114354.140625 Penalty: 720.363098 Iteration 16Q: 3 clusters Score -114354.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 2408 members Entering Unmasked Estep Score: -114354.835938 Penalty: 720.363098 Iteration 17Q: 3 clusters Score -114354.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 2410 members Entering Unmasked Estep Score: -114356.093750 Penalty: 720.363098 Iteration 18Q: 3 clusters Score -114356.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 2409 members Entering Unmasked Estep Score: -114358.664062 Penalty: 720.363098 Iteration 19Q: 3 clusters Score -114358.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 2407 members Entering Unmasked Estep Score: -114360.546875 Penalty: 720.363098 Iteration 20F: 3 clusters Score -114360.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 2405 members Entering Unmasked Estep Score: -114361.671875 Penalty: 720.363098 Iteration 21Q: 3 clusters Score -114361.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 2404 members Entering Unmasked Estep Score: -114361.968750 Penalty: 720.363098 Iteration 22Q: 3 clusters Score -114362 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 2403 members Entering Unmasked Estep Score: -114362.015625 Penalty: 720.363098 Iteration 23Q: 3 clusters Score -114362 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 2403 members Entering Unmasked Estep Score: -114363.351562 Penalty: 720.363098 Iteration 24Q: 3 clusters Score -114363.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 2403 members Entering Unmasked Estep Score: -114363.695312 Penalty: 720.363098 Iteration 25Q: 3 clusters Score -114363.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 2403 members Entering Unmasked Estep Score: -114364.015625 Penalty: 720.363098 Iteration 26Q: 3 clusters Score -114364 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 2404 members Entering Unmasked Estep Score: -114364.109375 Penalty: 720.363098 Iteration 27Q: 3 clusters Score -114364.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 2405 members Entering Unmasked Estep Score: -114364.398438 Penalty: 720.363098 Iteration 28Q: 3 clusters Score -114364.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 2405 members Entering Unmasked Estep Score: -114364.398438 Penalty: 720.363098 Iteration 29F: 3 clusters Score -114364.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (28726 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28726 members Entering Unmasked Estep Score: -1260378.625000 Penalty: 467.082886 Iteration 0F: 2 clusters Score -1260379 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14245 members Mstep: Class 2 contains 14481 members Entering Unmasked Estep Score: -1241229.375000 Penalty: 934.165771 Iteration 0F: 3 clusters Score -1241229 nChanged 13610 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11653 members Mstep: Class 2 contains 17073 members Entering Unmasked Estep Score: -1249588.875000 Penalty: 934.165771 Iteration 1F: 3 clusters Score -1249589 nChanged 1997 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10082 members Mstep: Class 2 contains 18644 members Entering Unmasked Estep Score: -1250720.500000 Penalty: 934.165771 Iteration 2F: 3 clusters Score -1250720 nChanged 2279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8135 members Mstep: Class 2 contains 20591 members Entering Unmasked Estep Score: -1252363.000000 Penalty: 934.165771 Iteration 3F: 3 clusters Score -1252363 nChanged 2341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6054 members Mstep: Class 2 contains 22672 members Entering Unmasked Estep Score: -1254291.750000 Penalty: 934.165771 Iteration 4F: 3 clusters Score -1254292 nChanged 2144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4042 members Mstep: Class 2 contains 24684 members Entering Unmasked Estep Score: -1256153.750000 Penalty: 934.165771 Iteration 5F: 3 clusters Score -1256154 nChanged 1662 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2428 members Mstep: Class 2 contains 26298 members Entering Unmasked Estep Score: -1257663.875000 Penalty: 934.165771 Iteration 6F: 3 clusters Score -1257664 nChanged 1210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 27506 members Entering Unmasked Estep Score: -1258809.625000 Penalty: 934.165771 Iteration 7Q: 3 clusters Score -1258810 nChanged 740 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 28246 members Entering Unmasked Estep Score: -1259538.875000 Penalty: 934.165771 Iteration 8Q: 3 clusters Score -1259539 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 28541 members Entering Unmasked Estep Score: -1259824.250000 Penalty: 934.165771 Iteration 9Q: 3 clusters Score -1259824 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 28617 members Entering Unmasked Estep Score: -1259906.000000 Penalty: 934.165771 Iteration 10Q: 3 clusters Score -1259906 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 28638 members Entering Unmasked Estep Score: -1259930.625000 Penalty: 934.165771 Iteration 11Q: 3 clusters Score -1259931 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 28645 members Entering Unmasked Estep Score: -1259941.500000 Penalty: 934.165771 Iteration 12Q: 3 clusters Score -1259942 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 28650 members Entering Unmasked Estep Score: -1259949.750000 Penalty: 934.165771 Iteration 13Q: 3 clusters Score -1259950 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 28653 members Entering Unmasked Estep Score: -1259950.875000 Penalty: 934.165771 Iteration 14Q: 3 clusters Score -1259951 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 28656 members Entering Unmasked Estep Score: -1259953.875000 Penalty: 934.165771 Iteration 15Q: 3 clusters Score -1259954 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 28658 members Entering Unmasked Estep Score: -1259955.250000 Penalty: 934.165771 Iteration 16Q: 3 clusters Score -1259955 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 28659 members Entering Unmasked Estep Score: -1259959.500000 Penalty: 934.165771 Iteration 17Q: 3 clusters Score -1259960 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66 members Mstep: Class 2 contains 28660 members Entering Unmasked Estep Score: -1259960.500000 Penalty: 934.165771 Iteration 18Q: 3 clusters Score -1259960 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 28661 members Entering Unmasked Estep Score: -1259961.125000 Penalty: 934.165771 Iteration 19Q: 3 clusters Score -1259961 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 28661 members Entering Unmasked Estep Score: -1259961.125000 Penalty: 934.165771 Iteration 20F: 3 clusters Score -1259961 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (4718 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4718 members Entering Unmasked Estep Score: -221201.687500 Penalty: 384.890869 Iteration 0F: 2 clusters Score -221201.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2368 members Mstep: Class 2 contains 2350 members Entering Unmasked Estep Score: -218047.093750 Penalty: 769.781738 Iteration 0F: 3 clusters Score -218047.1 nChanged 2125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2337 members Mstep: Class 2 contains 2381 members Entering Unmasked Estep Score: -219181.265625 Penalty: 769.781738 Iteration 1F: 3 clusters Score -219181.3 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2327 members Mstep: Class 2 contains 2391 members Entering Unmasked Estep Score: -219269.890625 Penalty: 769.781738 Iteration 2Q: 3 clusters Score -219269.9 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2315 members Mstep: Class 2 contains 2403 members Entering Unmasked Estep Score: -219394.921875 Penalty: 769.781738 Iteration 3Q: 3 clusters Score -219394.9 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2325 members Mstep: Class 2 contains 2393 members Entering Unmasked Estep Score: -219554.203125 Penalty: 769.781738 Iteration 4F: 3 clusters Score -219554.2 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2334 members Mstep: Class 2 contains 2384 members Entering Unmasked Estep Score: -219746.921875 Penalty: 769.781738 Iteration 5F: 3 clusters Score -219746.9 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2342 members Mstep: Class 2 contains 2376 members Entering Unmasked Estep Score: -219954.546875 Penalty: 769.781738 Iteration 6F: 3 clusters Score -219954.5 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2365 members Mstep: Class 2 contains 2353 members Entering Unmasked Estep Score: -220079.593750 Penalty: 769.781738 Iteration 7Q: 3 clusters Score -220079.6 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2369 members Mstep: Class 2 contains 2349 members Entering Unmasked Estep Score: -220144.671875 Penalty: 769.781738 Iteration 8Q: 3 clusters Score -220144.7 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2370 members Mstep: Class 2 contains 2348 members Entering Unmasked Estep Score: -220169.953125 Penalty: 769.781738 Iteration 9Q: 3 clusters Score -220170 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2379 members Mstep: Class 2 contains 2339 members Entering Unmasked Estep Score: -220178.312500 Penalty: 769.781738 Iteration 10Q: 3 clusters Score -220178.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2386 members Mstep: Class 2 contains 2332 members Entering Unmasked Estep Score: -220181.953125 Penalty: 769.781738 Iteration 11Q: 3 clusters Score -220182 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2389 members Mstep: Class 2 contains 2329 members Entering Unmasked Estep Score: -220187.234375 Penalty: 769.781738 Iteration 12Q: 3 clusters Score -220187.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2392 members Mstep: Class 2 contains 2326 members Entering Unmasked Estep Score: -220192.812500 Penalty: 769.781738 Iteration 13Q: 3 clusters Score -220192.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2394 members Mstep: Class 2 contains 2324 members Entering Unmasked Estep Score: -220195.906250 Penalty: 769.781738 Iteration 14Q: 3 clusters Score -220195.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2396 members Mstep: Class 2 contains 2322 members Entering Unmasked Estep Score: -220200.593750 Penalty: 769.781738 Iteration 15Q: 3 clusters Score -220200.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2399 members Mstep: Class 2 contains 2319 members Entering Unmasked Estep Score: -220205.718750 Penalty: 769.781738 Iteration 16Q: 3 clusters Score -220205.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2400 members Mstep: Class 2 contains 2318 members Entering Unmasked Estep Score: -220211.968750 Penalty: 769.781738 Iteration 17Q: 3 clusters Score -220212 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2402 members Mstep: Class 2 contains 2316 members Entering Unmasked Estep Score: -220219.468750 Penalty: 769.781738 Iteration 18Q: 3 clusters Score -220219.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2407 members Mstep: Class 2 contains 2311 members Entering Unmasked Estep Score: -220226.531250 Penalty: 769.781738 Iteration 19Q: 3 clusters Score -220226.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2410 members Mstep: Class 2 contains 2308 members Entering Unmasked Estep Score: -220234.984375 Penalty: 769.781738 Iteration 20F: 3 clusters Score -220235 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2415 members Mstep: Class 2 contains 2303 members Entering Unmasked Estep Score: -220246.390625 Penalty: 769.781738 Iteration 21Q: 3 clusters Score -220246.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2403 members Mstep: Class 2 contains 2315 members Entering Unmasked Estep Score: -220263.203125 Penalty: 769.781738 Iteration 22Q: 3 clusters Score -220263.2 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2396 members Mstep: Class 2 contains 2322 members Entering Unmasked Estep Score: -220278.046875 Penalty: 769.781738 Iteration 23Q: 3 clusters Score -220278 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2389 members Mstep: Class 2 contains 2329 members Entering Unmasked Estep Score: -220290.812500 Penalty: 769.781738 Iteration 24Q: 3 clusters Score -220290.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2378 members Mstep: Class 2 contains 2340 members Entering Unmasked Estep Score: -220300.546875 Penalty: 769.781738 Iteration 25Q: 3 clusters Score -220300.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2367 members Mstep: Class 2 contains 2351 members Entering Unmasked Estep Score: -220308.609375 Penalty: 769.781738 Iteration 26Q: 3 clusters Score -220308.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2352 members Mstep: Class 2 contains 2366 members Entering Unmasked Estep Score: -220318.421875 Penalty: 769.781738 Iteration 27Q: 3 clusters Score -220318.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2340 members Mstep: Class 2 contains 2378 members Entering Unmasked Estep Score: -220326.718750 Penalty: 769.781738 Iteration 28Q: 3 clusters Score -220326.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2330 members Mstep: Class 2 contains 2388 members Entering Unmasked Estep Score: -220334.703125 Penalty: 769.781738 Iteration 29Q: 3 clusters Score -220334.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2324 members Mstep: Class 2 contains 2394 members Entering Unmasked Estep Score: -220340.812500 Penalty: 769.781738 Iteration 30Q: 3 clusters Score -220340.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2320 members Mstep: Class 2 contains 2398 members Entering Unmasked Estep Score: -220346.531250 Penalty: 769.781738 Iteration 31Q: 3 clusters Score -220346.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2307 members Mstep: Class 2 contains 2411 members Entering Unmasked Estep Score: -220353.187500 Penalty: 769.781738 Iteration 32Q: 3 clusters Score -220353.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2294 members Mstep: Class 2 contains 2424 members Entering Unmasked Estep Score: -220359.484375 Penalty: 769.781738 Iteration 33Q: 3 clusters Score -220359.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2285 members Mstep: Class 2 contains 2433 members Entering Unmasked Estep Score: -220363.781250 Penalty: 769.781738 Iteration 34Q: 3 clusters Score -220363.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2279 members Mstep: Class 2 contains 2439 members Entering Unmasked Estep Score: -220365.078125 Penalty: 769.781738 Iteration 35Q: 3 clusters Score -220365.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2270 members Mstep: Class 2 contains 2448 members Entering Unmasked Estep Score: -220366.671875 Penalty: 769.781738 Iteration 36Q: 3 clusters Score -220366.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2263 members Mstep: Class 2 contains 2455 members Entering Unmasked Estep Score: -220367.687500 Penalty: 769.781738 Iteration 37Q: 3 clusters Score -220367.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2257 members Mstep: Class 2 contains 2461 members Entering Unmasked Estep Score: -220368.437500 Penalty: 769.781738 Iteration 38Q: 3 clusters Score -220368.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2250 members Mstep: Class 2 contains 2468 members Entering Unmasked Estep Score: -220369.140625 Penalty: 769.781738 Iteration 39Q: 3 clusters Score -220369.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2244 members Mstep: Class 2 contains 2474 members Entering Unmasked Estep Score: -220369.984375 Penalty: 769.781738 Iteration 40F: 3 clusters Score -220370 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2235 members Mstep: Class 2 contains 2483 members Entering Unmasked Estep Score: -220371.578125 Penalty: 769.781738 Iteration 41Q: 3 clusters Score -220371.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2226 members Mstep: Class 2 contains 2492 members Entering Unmasked Estep Score: -220372.640625 Penalty: 769.781738 Iteration 42Q: 3 clusters Score -220372.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2219 members Mstep: Class 2 contains 2499 members Entering Unmasked Estep Score: -220372.937500 Penalty: 769.781738 Iteration 43Q: 3 clusters Score -220372.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2213 members Mstep: Class 2 contains 2505 members Entering Unmasked Estep Score: -220373.703125 Penalty: 769.781738 Iteration 44Q: 3 clusters Score -220373.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2208 members Mstep: Class 2 contains 2510 members Entering Unmasked Estep Score: -220374.093750 Penalty: 769.781738 Iteration 45Q: 3 clusters Score -220374.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2204 members Mstep: Class 2 contains 2514 members Entering Unmasked Estep Score: -220374.828125 Penalty: 769.781738 Iteration 46Q: 3 clusters Score -220374.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2201 members Mstep: Class 2 contains 2517 members Entering Unmasked Estep Score: -220374.656250 Penalty: 769.781738 Iteration 47Q: 3 clusters Score -220374.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2200 members Mstep: Class 2 contains 2518 members Entering Unmasked Estep Score: -220374.890625 Penalty: 769.781738 Iteration 48Q: 3 clusters Score -220374.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2199 members Mstep: Class 2 contains 2519 members Entering Unmasked Estep Score: -220375.671875 Penalty: 769.781738 Iteration 49Q: 3 clusters Score -220375.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2195 members Mstep: Class 2 contains 2523 members Entering Unmasked Estep Score: -220375.531250 Penalty: 769.781738 Iteration 50Q: 3 clusters Score -220375.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2190 members Mstep: Class 2 contains 2528 members Entering Unmasked Estep Score: -220376.312500 Penalty: 769.781738 Iteration 51Q: 3 clusters Score -220376.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2185 members Mstep: Class 2 contains 2533 members Entering Unmasked Estep Score: -220376.531250 Penalty: 769.781738 Iteration 52Q: 3 clusters Score -220376.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2182 members Mstep: Class 2 contains 2536 members Entering Unmasked Estep Score: -220376.968750 Penalty: 769.781738 Iteration 53Q: 3 clusters Score -220377 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2180 members Mstep: Class 2 contains 2538 members Entering Unmasked Estep Score: -220377.125000 Penalty: 769.781738 Iteration 54Q: 3 clusters Score -220377.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2179 members Mstep: Class 2 contains 2539 members Entering Unmasked Estep Score: -220377.375000 Penalty: 769.781738 Iteration 55Q: 3 clusters Score -220377.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2178 members Mstep: Class 2 contains 2540 members Entering Unmasked Estep Score: -220377.781250 Penalty: 769.781738 Iteration 56Q: 3 clusters Score -220377.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2177 members Mstep: Class 2 contains 2541 members Entering Unmasked Estep Score: -220377.531250 Penalty: 769.781738 Iteration 57Q: 3 clusters Score -220377.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2177 members Mstep: Class 2 contains 2541 members Entering Unmasked Estep Score: -220377.531250 Penalty: 769.781738 Iteration 58F: 3 clusters Score -220377.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (894 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Entering Unmasked Estep Score: -40239.339844 Penalty: 309.204620 Iteration 0F: 2 clusters Score -40239.34 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -39480.187500 Penalty: 618.409241 Iteration 0F: 3 clusters Score -39480.19 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -39704.218750 Penalty: 618.409241 Iteration 1F: 3 clusters Score -39704.22 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -39759.140625 Penalty: 618.409241 Iteration 2F: 3 clusters Score -39759.14 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -39795.183594 Penalty: 618.409241 Iteration 3Q: 3 clusters Score -39795.18 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -39813.531250 Penalty: 618.409241 Iteration 4Q: 3 clusters Score -39813.53 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -39823.882812 Penalty: 618.409241 Iteration 5Q: 3 clusters Score -39823.88 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -39847.007812 Penalty: 618.409241 Iteration 6Q: 3 clusters Score -39847.01 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -39874.476562 Penalty: 618.409241 Iteration 7Q: 3 clusters Score -39874.48 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -39889.453125 Penalty: 618.409241 Iteration 8Q: 3 clusters Score -39889.45 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -39898.011719 Penalty: 618.409241 Iteration 9Q: 3 clusters Score -39898.01 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -39906.417969 Penalty: 618.409241 Iteration 10Q: 3 clusters Score -39906.42 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -39914.230469 Penalty: 618.409241 Iteration 11Q: 3 clusters Score -39914.23 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -39917.179688 Penalty: 618.409241 Iteration 12Q: 3 clusters Score -39917.18 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -39918.863281 Penalty: 618.409241 Iteration 13Q: 3 clusters Score -39918.86 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -39920.914062 Penalty: 618.409241 Iteration 14Q: 3 clusters Score -39920.91 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -39922.804688 Penalty: 618.409241 Iteration 15Q: 3 clusters Score -39922.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -39925.933594 Penalty: 618.409241 Iteration 16Q: 3 clusters Score -39925.93 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -39933.066406 Penalty: 618.409241 Iteration 17Q: 3 clusters Score -39933.07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -39937.308594 Penalty: 618.409241 Iteration 18Q: 3 clusters Score -39937.31 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -39940.003906 Penalty: 618.409241 Iteration 19Q: 3 clusters Score -39940 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -39942.210938 Penalty: 618.409241 Iteration 20F: 3 clusters Score -39942.21 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -39944.210938 Penalty: 618.409241 Iteration 21Q: 3 clusters Score -39944.21 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -39960.699219 Penalty: 618.409241 Iteration 22Q: 3 clusters Score -39960.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -39966.378906 Penalty: 618.409241 Iteration 23Q: 3 clusters Score -39966.38 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -39971.320312 Penalty: 618.409241 Iteration 24Q: 3 clusters Score -39971.32 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -39974.011719 Penalty: 618.409241 Iteration 25Q: 3 clusters Score -39974.01 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -39974.664062 Penalty: 618.409241 Iteration 26Q: 3 clusters Score -39974.66 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -39974.664062 Penalty: 618.409241 Iteration 27F: 3 clusters Score -39974.66 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (3608 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3608 members Entering Unmasked Estep Score: -175776.203125 Penalty: 372.686340 Iteration 0F: 2 clusters Score -175776.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1807 members Mstep: Class 2 contains 1801 members Entering Unmasked Estep Score: -173262.375000 Penalty: 745.372681 Iteration 0F: 3 clusters Score -173262.4 nChanged 1569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1862 members Mstep: Class 2 contains 1746 members Entering Unmasked Estep Score: -174101.046875 Penalty: 745.372681 Iteration 1F: 3 clusters Score -174101 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1893 members Mstep: Class 2 contains 1715 members Entering Unmasked Estep Score: -174168.875000 Penalty: 745.372681 Iteration 2F: 3 clusters Score -174168.9 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1938 members Mstep: Class 2 contains 1670 members Entering Unmasked Estep Score: -174218.843750 Penalty: 745.372681 Iteration 3Q: 3 clusters Score -174218.8 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1985 members Mstep: Class 2 contains 1623 members Entering Unmasked Estep Score: -174274.812500 Penalty: 745.372681 Iteration 4Q: 3 clusters Score -174274.8 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2045 members Mstep: Class 2 contains 1563 members Entering Unmasked Estep Score: -174339.562500 Penalty: 745.372681 Iteration 5Q: 3 clusters Score -174339.6 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2110 members Mstep: Class 2 contains 1498 members Entering Unmasked Estep Score: -174396.718750 Penalty: 745.372681 Iteration 6Q: 3 clusters Score -174396.7 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2200 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -174464.828125 Penalty: 745.372681 Iteration 7Q: 3 clusters Score -174464.8 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2310 members Mstep: Class 2 contains 1298 members Entering Unmasked Estep Score: -174542.562500 Penalty: 745.372681 Iteration 8Q: 3 clusters Score -174542.6 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2442 members Mstep: Class 2 contains 1166 members Entering Unmasked Estep Score: -174640.593750 Penalty: 745.372681 Iteration 9Q: 3 clusters Score -174640.6 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2605 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -174766.296875 Penalty: 745.372681 Iteration 10Q: 3 clusters Score -174766.3 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2776 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -174918.093750 Penalty: 745.372681 Iteration 11F: 3 clusters Score -174918.1 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2921 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -175053.671875 Penalty: 745.372681 Iteration 12Q: 3 clusters Score -175053.7 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3039 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -175141.875000 Penalty: 745.372681 Iteration 13Q: 3 clusters Score -175141.9 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3127 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -175196.296875 Penalty: 745.372681 Iteration 14Q: 3 clusters Score -175196.3 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3191 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -175236.265625 Penalty: 745.372681 Iteration 15Q: 3 clusters Score -175236.3 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3250 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -175275.281250 Penalty: 745.372681 Iteration 16Q: 3 clusters Score -175275.3 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3285 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -175297.156250 Penalty: 745.372681 Iteration 17Q: 3 clusters Score -175297.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3317 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -175318.468750 Penalty: 745.372681 Iteration 18Q: 3 clusters Score -175318.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3349 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -175339.312500 Penalty: 745.372681 Iteration 19Q: 3 clusters Score -175339.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3372 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -175355.156250 Penalty: 745.372681 Iteration 20F: 3 clusters Score -175355.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3394 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -175372.140625 Penalty: 745.372681 Iteration 21Q: 3 clusters Score -175372.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3423 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -175392.390625 Penalty: 745.372681 Iteration 22Q: 3 clusters Score -175392.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3441 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -175403.125000 Penalty: 745.372681 Iteration 23Q: 3 clusters Score -175403.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3450 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -175408.796875 Penalty: 745.372681 Iteration 24Q: 3 clusters Score -175408.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3455 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -175411.062500 Penalty: 745.372681 Iteration 25Q: 3 clusters Score -175411.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3458 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -175412.562500 Penalty: 745.372681 Iteration 26Q: 3 clusters Score -175412.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3461 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -175413.234375 Penalty: 745.372681 Iteration 27Q: 3 clusters Score -175413.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3461 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -175413.234375 Penalty: 745.372681 Iteration 28F: 3 clusters Score -175413.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (7171 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7171 members Entering Unmasked Estep Score: -311874.718750 Penalty: 403.939911 Iteration 0F: 2 clusters Score -311874.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3579 members Mstep: Class 2 contains 3592 members Entering Unmasked Estep Score: -307043.375000 Penalty: 807.879822 Iteration 0F: 3 clusters Score -307043.4 nChanged 3362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3407 members Mstep: Class 2 contains 3764 members Entering Unmasked Estep Score: -308891.687500 Penalty: 807.879822 Iteration 1F: 3 clusters Score -308891.7 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3317 members Mstep: Class 2 contains 3854 members Entering Unmasked Estep Score: -309037.906250 Penalty: 807.879822 Iteration 2F: 3 clusters Score -309037.9 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3226 members Mstep: Class 2 contains 3945 members Entering Unmasked Estep Score: -309175.968750 Penalty: 807.879822 Iteration 3Q: 3 clusters Score -309176 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3124 members Mstep: Class 2 contains 4047 members Entering Unmasked Estep Score: -309327.343750 Penalty: 807.879822 Iteration 4Q: 3 clusters Score -309327.3 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3053 members Mstep: Class 2 contains 4118 members Entering Unmasked Estep Score: -309506.031250 Penalty: 807.879822 Iteration 5Q: 3 clusters Score -309506 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2964 members Mstep: Class 2 contains 4207 members Entering Unmasked Estep Score: -309769.718750 Penalty: 807.879822 Iteration 6Q: 3 clusters Score -309769.7 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2891 members Mstep: Class 2 contains 4280 members Entering Unmasked Estep Score: -310079.750000 Penalty: 807.879822 Iteration 7F: 3 clusters Score -310079.8 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2845 members Mstep: Class 2 contains 4326 members Entering Unmasked Estep Score: -310307.593750 Penalty: 807.879822 Iteration 8F: 3 clusters Score -310307.6 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2805 members Mstep: Class 2 contains 4366 members Entering Unmasked Estep Score: -310407.468750 Penalty: 807.879822 Iteration 9Q: 3 clusters Score -310407.5 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2748 members Mstep: Class 2 contains 4423 members Entering Unmasked Estep Score: -310455.625000 Penalty: 807.879822 Iteration 10Q: 3 clusters Score -310455.6 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2692 members Mstep: Class 2 contains 4479 members Entering Unmasked Estep Score: -310482.500000 Penalty: 807.879822 Iteration 11Q: 3 clusters Score -310482.5 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2635 members Mstep: Class 2 contains 4536 members Entering Unmasked Estep Score: -310503.937500 Penalty: 807.879822 Iteration 12Q: 3 clusters Score -310503.9 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2580 members Mstep: Class 2 contains 4591 members Entering Unmasked Estep Score: -310525.375000 Penalty: 807.879822 Iteration 13Q: 3 clusters Score -310525.4 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2509 members Mstep: Class 2 contains 4662 members Entering Unmasked Estep Score: -310552.093750 Penalty: 807.879822 Iteration 14Q: 3 clusters Score -310552.1 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2446 members Mstep: Class 2 contains 4725 members Entering Unmasked Estep Score: -310579.250000 Penalty: 807.879822 Iteration 15Q: 3 clusters Score -310579.2 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2377 members Mstep: Class 2 contains 4794 members Entering Unmasked Estep Score: -310613.187500 Penalty: 807.879822 Iteration 16Q: 3 clusters Score -310613.2 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2285 members Mstep: Class 2 contains 4886 members Entering Unmasked Estep Score: -310653.843750 Penalty: 807.879822 Iteration 17Q: 3 clusters Score -310653.8 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2206 members Mstep: Class 2 contains 4965 members Entering Unmasked Estep Score: -310690.656250 Penalty: 807.879822 Iteration 18Q: 3 clusters Score -310690.7 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2119 members Mstep: Class 2 contains 5052 members Entering Unmasked Estep Score: -310736.562500 Penalty: 807.879822 Iteration 19Q: 3 clusters Score -310736.6 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2040 members Mstep: Class 2 contains 5131 members Entering Unmasked Estep Score: -310780.218750 Penalty: 807.879822 Iteration 20F: 3 clusters Score -310780.2 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1959 members Mstep: Class 2 contains 5212 members Entering Unmasked Estep Score: -310848.031250 Penalty: 807.879822 Iteration 21Q: 3 clusters Score -310848 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1870 members Mstep: Class 2 contains 5301 members Entering Unmasked Estep Score: -310935.625000 Penalty: 807.879822 Iteration 22Q: 3 clusters Score -310935.6 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1791 members Mstep: Class 2 contains 5380 members Entering Unmasked Estep Score: -311023.375000 Penalty: 807.879822 Iteration 23Q: 3 clusters Score -311023.4 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1718 members Mstep: Class 2 contains 5453 members Entering Unmasked Estep Score: -311113.906250 Penalty: 807.879822 Iteration 24Q: 3 clusters Score -311113.9 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1667 members Mstep: Class 2 contains 5504 members Entering Unmasked Estep Score: -311194.937500 Penalty: 807.879822 Iteration 25Q: 3 clusters Score -311194.9 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1620 members Mstep: Class 2 contains 5551 members Entering Unmasked Estep Score: -311265.937500 Penalty: 807.879822 Iteration 26Q: 3 clusters Score -311265.9 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1578 members Mstep: Class 2 contains 5593 members Entering Unmasked Estep Score: -311318.500000 Penalty: 807.879822 Iteration 27Q: 3 clusters Score -311318.5 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 5631 members Entering Unmasked Estep Score: -311348.156250 Penalty: 807.879822 Iteration 28Q: 3 clusters Score -311348.2 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1507 members Mstep: Class 2 contains 5664 members Entering Unmasked Estep Score: -311374.968750 Penalty: 807.879822 Iteration 29Q: 3 clusters Score -311375 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 5699 members Entering Unmasked Estep Score: -311401.062500 Penalty: 807.879822 Iteration 30Q: 3 clusters Score -311401.1 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1440 members Mstep: Class 2 contains 5731 members Entering Unmasked Estep Score: -311418.562500 Penalty: 807.879822 Iteration 31Q: 3 clusters Score -311418.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1419 members Mstep: Class 2 contains 5752 members Entering Unmasked Estep Score: -311427.656250 Penalty: 807.879822 Iteration 32Q: 3 clusters Score -311427.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1402 members Mstep: Class 2 contains 5769 members Entering Unmasked Estep Score: -311438.625000 Penalty: 807.879822 Iteration 33Q: 3 clusters Score -311438.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1381 members Mstep: Class 2 contains 5790 members Entering Unmasked Estep Score: -311449.718750 Penalty: 807.879822 Iteration 34Q: 3 clusters Score -311449.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1362 members Mstep: Class 2 contains 5809 members Entering Unmasked Estep Score: -311458.593750 Penalty: 807.879822 Iteration 35Q: 3 clusters Score -311458.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 5821 members Entering Unmasked Estep Score: -311461.562500 Penalty: 807.879822 Iteration 36Q: 3 clusters Score -311461.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1341 members Mstep: Class 2 contains 5830 members Entering Unmasked Estep Score: -311463.718750 Penalty: 807.879822 Iteration 37Q: 3 clusters Score -311463.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 5836 members Entering Unmasked Estep Score: -311466.531250 Penalty: 807.879822 Iteration 38Q: 3 clusters Score -311466.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 5846 members Entering Unmasked Estep Score: -311467.937500 Penalty: 807.879822 Iteration 39Q: 3 clusters Score -311467.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 5855 members Entering Unmasked Estep Score: -311473.562500 Penalty: 807.879822 Iteration 40F: 3 clusters Score -311473.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 5855 members Entering Unmasked Estep Score: -311475.500000 Penalty: 807.879822 Iteration 41Q: 3 clusters Score -311475.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 5849 members Entering Unmasked Estep Score: -311479.062500 Penalty: 807.879822 Iteration 42Q: 3 clusters Score -311479.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1331 members Mstep: Class 2 contains 5840 members Entering Unmasked Estep Score: -311480.406250 Penalty: 807.879822 Iteration 43Q: 3 clusters Score -311480.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1334 members Mstep: Class 2 contains 5837 members Entering Unmasked Estep Score: -311480.062500 Penalty: 807.879822 Iteration 44Q: 3 clusters Score -311480.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1333 members Mstep: Class 2 contains 5838 members Entering Unmasked Estep Score: -311480.406250 Penalty: 807.879822 Iteration 45Q: 3 clusters Score -311480.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1331 members Mstep: Class 2 contains 5840 members Entering Unmasked Estep Score: -311481.062500 Penalty: 807.879822 Iteration 46Q: 3 clusters Score -311481.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 5842 members Entering Unmasked Estep Score: -311480.843750 Penalty: 807.879822 Iteration 47Q: 3 clusters Score -311480.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 5847 members Entering Unmasked Estep Score: -311480.906250 Penalty: 807.879822 Iteration 48Q: 3 clusters Score -311480.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 5849 members Entering Unmasked Estep Score: -311481.187500 Penalty: 807.879822 Iteration 49Q: 3 clusters Score -311481.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 5849 members Entering Unmasked Estep Score: -311481.187500 Penalty: 807.879822 Iteration 50F: 3 clusters Score -311481.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (1076 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Entering Unmasked Estep Score: -49287.320312 Penalty: 317.635773 Iteration 0F: 2 clusters Score -49287.32 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -48446.531250 Penalty: 635.271545 Iteration 0F: 3 clusters Score -48446.53 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -48685.906250 Penalty: 635.271545 Iteration 1F: 3 clusters Score -48685.91 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -48709.886719 Penalty: 635.271545 Iteration 2F: 3 clusters Score -48709.89 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -48720.140625 Penalty: 635.271545 Iteration 3Q: 3 clusters Score -48720.14 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -48727.574219 Penalty: 635.271545 Iteration 4Q: 3 clusters Score -48727.57 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -48733.300781 Penalty: 635.271545 Iteration 5Q: 3 clusters Score -48733.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -48738.906250 Penalty: 635.271545 Iteration 6Q: 3 clusters Score -48738.91 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -48747.183594 Penalty: 635.271545 Iteration 7Q: 3 clusters Score -48747.18 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -48753.347656 Penalty: 635.271545 Iteration 8Q: 3 clusters Score -48753.35 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -48757.843750 Penalty: 635.271545 Iteration 9Q: 3 clusters Score -48757.84 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -48763.914062 Penalty: 635.271545 Iteration 10Q: 3 clusters Score -48763.91 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -48769.742188 Penalty: 635.271545 Iteration 11Q: 3 clusters Score -48769.74 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -48777.472656 Penalty: 635.271545 Iteration 12Q: 3 clusters Score -48777.47 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -48787.945312 Penalty: 635.271545 Iteration 13Q: 3 clusters Score -48787.95 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -48795.234375 Penalty: 635.271545 Iteration 14Q: 3 clusters Score -48795.23 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -48799.781250 Penalty: 635.271545 Iteration 15Q: 3 clusters Score -48799.78 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -48803.511719 Penalty: 635.271545 Iteration 16Q: 3 clusters Score -48803.51 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -48807.484375 Penalty: 635.271545 Iteration 17Q: 3 clusters Score -48807.48 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -48810.839844 Penalty: 635.271545 Iteration 18Q: 3 clusters Score -48810.84 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -48813.964844 Penalty: 635.271545 Iteration 19Q: 3 clusters Score -48813.96 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -48816.109375 Penalty: 635.271545 Iteration 20F: 3 clusters Score -48816.11 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -48817.960938 Penalty: 635.271545 Iteration 21Q: 3 clusters Score -48817.96 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -48820.468750 Penalty: 635.271545 Iteration 22Q: 3 clusters Score -48820.47 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -48822.054688 Penalty: 635.271545 Iteration 23Q: 3 clusters Score -48822.05 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -48823.734375 Penalty: 635.271545 Iteration 24Q: 3 clusters Score -48823.73 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -48824.445312 Penalty: 635.271545 Iteration 25Q: 3 clusters Score -48824.45 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -48824.843750 Penalty: 635.271545 Iteration 26Q: 3 clusters Score -48824.84 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -48826.019531 Penalty: 635.271545 Iteration 27Q: 3 clusters Score -48826.02 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -48826.781250 Penalty: 635.271545 Iteration 28Q: 3 clusters Score -48826.78 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -48827.773438 Penalty: 635.271545 Iteration 29Q: 3 clusters Score -48827.77 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -48828.453125 Penalty: 635.271545 Iteration 30Q: 3 clusters Score -48828.45 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -48830.339844 Penalty: 635.271545 Iteration 31Q: 3 clusters Score -48830.34 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -48832.652344 Penalty: 635.271545 Iteration 32Q: 3 clusters Score -48832.65 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -48834.074219 Penalty: 635.271545 Iteration 33Q: 3 clusters Score -48834.07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -48834.296875 Penalty: 635.271545 Iteration 34Q: 3 clusters Score -48834.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -48834.554688 Penalty: 635.271545 Iteration 35Q: 3 clusters Score -48834.55 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -48834.554688 Penalty: 635.271545 Iteration 36F: 3 clusters Score -48834.55 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (251400 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251400 members Entering Unmasked Estep Score: -10847147.000000 Penalty: 565.783386 Iteration 0F: 2 clusters Score -1.084715e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125180 members Mstep: Class 2 contains 126220 members Entering Unmasked Estep Score: -10682219.000000 Penalty: 1131.566772 Iteration 0F: 3 clusters Score -1.068222e+07 nChanged 123818 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93572 members Mstep: Class 2 contains 157828 members Entering Unmasked Estep Score: -10765460.000000 Penalty: 1131.566772 Iteration 1F: 3 clusters Score -1.076546e+07 nChanged 16881 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77027 members Mstep: Class 2 contains 174373 members Entering Unmasked Estep Score: -10776295.000000 Penalty: 1131.566772 Iteration 2F: 3 clusters Score -1.07763e+07 nChanged 21641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55442 members Mstep: Class 2 contains 195958 members Entering Unmasked Estep Score: -10794007.000000 Penalty: 1131.566772 Iteration 3F: 3 clusters Score -1.079401e+07 nChanged 23989 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31459 members Mstep: Class 2 contains 219941 members Entering Unmasked Estep Score: -10817081.000000 Penalty: 1131.566772 Iteration 4F: 3 clusters Score -1.081708e+07 nChanged 18579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12880 members Mstep: Class 2 contains 238520 members Entering Unmasked Estep Score: -10834833.000000 Penalty: 1131.566772 Iteration 5F: 3 clusters Score -1.083483e+07 nChanged 9141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3739 members Mstep: Class 2 contains 247661 members Entering Unmasked Estep Score: -10843162.000000 Penalty: 1131.566772 Iteration 6Q: 3 clusters Score -1.084316e+07 nChanged 2823 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 250484 members Entering Unmasked Estep Score: -10845762.000000 Penalty: 1131.566772 Iteration 7Q: 3 clusters Score -1.084576e+07 nChanged 674 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 251158 members Entering Unmasked Estep Score: -10846441.000000 Penalty: 1131.566772 Iteration 8Q: 3 clusters Score -1.084644e+07 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 251289 members Entering Unmasked Estep Score: -10846606.000000 Penalty: 1131.566772 Iteration 9Q: 3 clusters Score -1.084661e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 251305 members Entering Unmasked Estep Score: -10846627.000000 Penalty: 1131.566772 Iteration 10Q: 3 clusters Score -1.084663e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 251311 members Entering Unmasked Estep Score: -10846652.000000 Penalty: 1131.566772 Iteration 11Q: 3 clusters Score -1.084665e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 251313 members Entering Unmasked Estep Score: -10846657.000000 Penalty: 1131.566772 Iteration 12Q: 3 clusters Score -1.084666e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 251318 members Entering Unmasked Estep Score: -10846669.000000 Penalty: 1131.566772 Iteration 13Q: 3 clusters Score -1.084667e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 251320 members Entering Unmasked Estep Score: -10846668.000000 Penalty: 1131.566772 Iteration 14Q: 3 clusters Score -1.084667e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 251320 members Entering Unmasked Estep Score: -10846668.000000 Penalty: 1131.566772 Iteration 15F: 3 clusters Score -1.084667e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (4660 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4660 members Entering Unmasked Estep Score: -189697.078125 Penalty: 384.328064 Iteration 0F: 2 clusters Score -189697.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2404 members Mstep: Class 2 contains 2256 members Entering Unmasked Estep Score: -186522.093750 Penalty: 768.656128 Iteration 0F: 3 clusters Score -186522.1 nChanged 2089 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2971 members Mstep: Class 2 contains 1689 members Entering Unmasked Estep Score: -187757.015625 Penalty: 768.656128 Iteration 1F: 3 clusters Score -187757 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3289 members Mstep: Class 2 contains 1371 members Entering Unmasked Estep Score: -188002.484375 Penalty: 768.656128 Iteration 2F: 3 clusters Score -188002.5 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3654 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -188314.078125 Penalty: 768.656128 Iteration 3F: 3 clusters Score -188314.1 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4026 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -188699.343750 Penalty: 768.656128 Iteration 4F: 3 clusters Score -188699.3 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4341 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -189041.953125 Penalty: 768.656128 Iteration 5F: 3 clusters Score -189042 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4490 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -189197.031250 Penalty: 768.656128 Iteration 6Q: 3 clusters Score -189197 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4558 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -189274.750000 Penalty: 768.656128 Iteration 7Q: 3 clusters Score -189274.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4588 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -189309.203125 Penalty: 768.656128 Iteration 8Q: 3 clusters Score -189309.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4595 members Mstep: Class 2 contains 65 members Entering Unmasked Estep Score: -189323.921875 Penalty: 768.656128 Iteration 9Q: 3 clusters Score -189323.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4600 members Mstep: Class 2 contains 60 members Entering Unmasked Estep Score: -189333.109375 Penalty: 768.656128 Iteration 10Q: 3 clusters Score -189333.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4608 members Mstep: Class 2 contains 52 members Entering Unmasked Estep Score: -189346.906250 Penalty: 768.656128 Iteration 11Q: 3 clusters Score -189346.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4610 members Mstep: Class 2 contains 50 members Entering Unmasked Estep Score: -189355.593750 Penalty: 768.656128 Iteration 12Q: 3 clusters Score -189355.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4611 members Mstep: Class 2 contains 49 members Entering Unmasked Estep Score: -189358.812500 Penalty: 768.656128 Iteration 13Q: 3 clusters Score -189358.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4609 members Mstep: Class 2 contains 51 members Entering Unmasked Estep Score: -189359.546875 Penalty: 768.656128 Iteration 14Q: 3 clusters Score -189359.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4610 members Mstep: Class 2 contains 50 members Entering Unmasked Estep Score: -189363.593750 Penalty: 768.656128 Iteration 15Q: 3 clusters Score -189363.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4610 members Mstep: Class 2 contains 50 members Entering Unmasked Estep Score: -189365.859375 Penalty: 768.656128 Iteration 16Q: 3 clusters Score -189365.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4611 members Mstep: Class 2 contains 49 members Entering Unmasked Estep Score: -189367.453125 Penalty: 768.656128 Iteration 17Q: 3 clusters Score -189367.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4611 members Mstep: Class 2 contains 49 members Entering Unmasked Estep Score: -189370.531250 Penalty: 768.656128 Iteration 18Q: 3 clusters Score -189370.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4608 members Mstep: Class 2 contains 52 members Entering Unmasked Estep Score: -189372.625000 Penalty: 768.656128 Iteration 19Q: 3 clusters Score -189372.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4608 members Mstep: Class 2 contains 52 members Entering Unmasked Estep Score: -189372.625000 Penalty: 768.656128 Iteration 20F: 3 clusters Score -189372.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (14862 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14862 members Entering Unmasked Estep Score: -684085.062500 Penalty: 437.098602 Iteration 0F: 2 clusters Score -684085.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7413 members Mstep: Class 2 contains 7449 members Entering Unmasked Estep Score: -674245.625000 Penalty: 874.197205 Iteration 0F: 3 clusters Score -674245.6 nChanged 6950 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7225 members Mstep: Class 2 contains 7637 members Entering Unmasked Estep Score: -678157.000000 Penalty: 874.197205 Iteration 1F: 3 clusters Score -678157 nChanged 663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7140 members Mstep: Class 2 contains 7722 members Entering Unmasked Estep Score: -678442.125000 Penalty: 874.197205 Iteration 2Q: 3 clusters Score -678442.1 nChanged 805 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7033 members Mstep: Class 2 contains 7829 members Entering Unmasked Estep Score: -678875.375000 Penalty: 874.197205 Iteration 3F: 3 clusters Score -678875.4 nChanged 880 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6867 members Mstep: Class 2 contains 7995 members Entering Unmasked Estep Score: -679508.000000 Penalty: 874.197205 Iteration 4F: 3 clusters Score -679508 nChanged 1022 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6653 members Mstep: Class 2 contains 8209 members Entering Unmasked Estep Score: -680354.937500 Penalty: 874.197205 Iteration 5F: 3 clusters Score -680354.9 nChanged 1006 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6425 members Mstep: Class 2 contains 8437 members Entering Unmasked Estep Score: -681112.375000 Penalty: 874.197205 Iteration 6F: 3 clusters Score -681112.4 nChanged 810 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6263 members Mstep: Class 2 contains 8599 members Entering Unmasked Estep Score: -681556.687500 Penalty: 874.197205 Iteration 7F: 3 clusters Score -681556.7 nChanged 519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6160 members Mstep: Class 2 contains 8702 members Entering Unmasked Estep Score: -681752.125000 Penalty: 874.197205 Iteration 8Q: 3 clusters Score -681752.1 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6080 members Mstep: Class 2 contains 8782 members Entering Unmasked Estep Score: -681852.562500 Penalty: 874.197205 Iteration 9Q: 3 clusters Score -681852.6 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6017 members Mstep: Class 2 contains 8845 members Entering Unmasked Estep Score: -681907.750000 Penalty: 874.197205 Iteration 10Q: 3 clusters Score -681907.8 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5953 members Mstep: Class 2 contains 8909 members Entering Unmasked Estep Score: -681969.625000 Penalty: 874.197205 Iteration 11Q: 3 clusters Score -681969.6 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5903 members Mstep: Class 2 contains 8959 members Entering Unmasked Estep Score: -682020.937500 Penalty: 874.197205 Iteration 12Q: 3 clusters Score -682020.9 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5839 members Mstep: Class 2 contains 9023 members Entering Unmasked Estep Score: -682074.937500 Penalty: 874.197205 Iteration 13Q: 3 clusters Score -682074.9 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5776 members Mstep: Class 2 contains 9086 members Entering Unmasked Estep Score: -682128.937500 Penalty: 874.197205 Iteration 14Q: 3 clusters Score -682128.9 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5717 members Mstep: Class 2 contains 9145 members Entering Unmasked Estep Score: -682186.687500 Penalty: 874.197205 Iteration 15Q: 3 clusters Score -682186.7 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5652 members Mstep: Class 2 contains 9210 members Entering Unmasked Estep Score: -682232.187500 Penalty: 874.197205 Iteration 16Q: 3 clusters Score -682232.2 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5586 members Mstep: Class 2 contains 9276 members Entering Unmasked Estep Score: -682280.250000 Penalty: 874.197205 Iteration 17Q: 3 clusters Score -682280.2 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5490 members Mstep: Class 2 contains 9372 members Entering Unmasked Estep Score: -682329.062500 Penalty: 874.197205 Iteration 18Q: 3 clusters Score -682329.1 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5404 members Mstep: Class 2 contains 9458 members Entering Unmasked Estep Score: -682368.125000 Penalty: 874.197205 Iteration 19Q: 3 clusters Score -682368.1 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5302 members Mstep: Class 2 contains 9560 members Entering Unmasked Estep Score: -682404.500000 Penalty: 874.197205 Iteration 20F: 3 clusters Score -682404.5 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5191 members Mstep: Class 2 contains 9671 members Entering Unmasked Estep Score: -682444.562500 Penalty: 874.197205 Iteration 21Q: 3 clusters Score -682444.6 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5058 members Mstep: Class 2 contains 9804 members Entering Unmasked Estep Score: -682494.437500 Penalty: 874.197205 Iteration 22Q: 3 clusters Score -682494.4 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4938 members Mstep: Class 2 contains 9924 members Entering Unmasked Estep Score: -682533.187500 Penalty: 874.197205 Iteration 23Q: 3 clusters Score -682533.2 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4807 members Mstep: Class 2 contains 10055 members Entering Unmasked Estep Score: -682571.187500 Penalty: 874.197205 Iteration 24Q: 3 clusters Score -682571.2 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4671 members Mstep: Class 2 contains 10191 members Entering Unmasked Estep Score: -682616.562500 Penalty: 874.197205 Iteration 25Q: 3 clusters Score -682616.6 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4527 members Mstep: Class 2 contains 10335 members Entering Unmasked Estep Score: -682664.000000 Penalty: 874.197205 Iteration 26Q: 3 clusters Score -682664 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4377 members Mstep: Class 2 contains 10485 members Entering Unmasked Estep Score: -682709.000000 Penalty: 874.197205 Iteration 27Q: 3 clusters Score -682709 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4240 members Mstep: Class 2 contains 10622 members Entering Unmasked Estep Score: -682743.375000 Penalty: 874.197205 Iteration 28Q: 3 clusters Score -682743.4 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4101 members Mstep: Class 2 contains 10761 members Entering Unmasked Estep Score: -682780.125000 Penalty: 874.197205 Iteration 29Q: 3 clusters Score -682780.1 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3950 members Mstep: Class 2 contains 10912 members Entering Unmasked Estep Score: -682815.750000 Penalty: 874.197205 Iteration 30Q: 3 clusters Score -682815.8 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3803 members Mstep: Class 2 contains 11059 members Entering Unmasked Estep Score: -682855.562500 Penalty: 874.197205 Iteration 31Q: 3 clusters Score -682855.6 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3642 members Mstep: Class 2 contains 11220 members Entering Unmasked Estep Score: -682897.437500 Penalty: 874.197205 Iteration 32Q: 3 clusters Score -682897.4 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3498 members Mstep: Class 2 contains 11364 members Entering Unmasked Estep Score: -682940.250000 Penalty: 874.197205 Iteration 33Q: 3 clusters Score -682940.2 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3344 members Mstep: Class 2 contains 11518 members Entering Unmasked Estep Score: -682979.500000 Penalty: 874.197205 Iteration 34Q: 3 clusters Score -682979.5 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3198 members Mstep: Class 2 contains 11664 members Entering Unmasked Estep Score: -683021.187500 Penalty: 874.197205 Iteration 35Q: 3 clusters Score -683021.2 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3051 members Mstep: Class 2 contains 11811 members Entering Unmasked Estep Score: -683058.375000 Penalty: 874.197205 Iteration 36Q: 3 clusters Score -683058.4 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2914 members Mstep: Class 2 contains 11948 members Entering Unmasked Estep Score: -683087.312500 Penalty: 874.197205 Iteration 37Q: 3 clusters Score -683087.3 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2783 members Mstep: Class 2 contains 12079 members Entering Unmasked Estep Score: -683118.062500 Penalty: 874.197205 Iteration 38Q: 3 clusters Score -683118.1 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2683 members Mstep: Class 2 contains 12179 members Entering Unmasked Estep Score: -683144.500000 Penalty: 874.197205 Iteration 39Q: 3 clusters Score -683144.5 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2562 members Mstep: Class 2 contains 12300 members Entering Unmasked Estep Score: -683177.562500 Penalty: 874.197205 Iteration 40F: 3 clusters Score -683177.6 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2433 members Mstep: Class 2 contains 12429 members Entering Unmasked Estep Score: -683217.625000 Penalty: 874.197205 Iteration 41Q: 3 clusters Score -683217.6 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2306 members Mstep: Class 2 contains 12556 members Entering Unmasked Estep Score: -683253.625000 Penalty: 874.197205 Iteration 42Q: 3 clusters Score -683253.6 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2195 members Mstep: Class 2 contains 12667 members Entering Unmasked Estep Score: -683280.312500 Penalty: 874.197205 Iteration 43Q: 3 clusters Score -683280.3 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2077 members Mstep: Class 2 contains 12785 members Entering Unmasked Estep Score: -683313.625000 Penalty: 874.197205 Iteration 44Q: 3 clusters Score -683313.6 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1951 members Mstep: Class 2 contains 12911 members Entering Unmasked Estep Score: -683356.500000 Penalty: 874.197205 Iteration 45Q: 3 clusters Score -683356.5 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1828 members Mstep: Class 2 contains 13034 members Entering Unmasked Estep Score: -683395.750000 Penalty: 874.197205 Iteration 46Q: 3 clusters Score -683395.8 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1722 members Mstep: Class 2 contains 13140 members Entering Unmasked Estep Score: -683434.812500 Penalty: 874.197205 Iteration 47Q: 3 clusters Score -683434.8 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1625 members Mstep: Class 2 contains 13237 members Entering Unmasked Estep Score: -683476.125000 Penalty: 874.197205 Iteration 48Q: 3 clusters Score -683476.1 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1521 members Mstep: Class 2 contains 13341 members Entering Unmasked Estep Score: -683509.187500 Penalty: 874.197205 Iteration 49Q: 3 clusters Score -683509.2 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1439 members Mstep: Class 2 contains 13423 members Entering Unmasked Estep Score: -683534.500000 Penalty: 874.197205 Iteration 50Q: 3 clusters Score -683534.5 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1362 members Mstep: Class 2 contains 13500 members Entering Unmasked Estep Score: -683559.875000 Penalty: 874.197205 Iteration 51Q: 3 clusters Score -683559.9 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 13574 members Entering Unmasked Estep Score: -683583.625000 Penalty: 874.197205 Iteration 52Q: 3 clusters Score -683583.6 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 13648 members Entering Unmasked Estep Score: -683606.375000 Penalty: 874.197205 Iteration 53Q: 3 clusters Score -683606.4 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 13716 members Entering Unmasked Estep Score: -683628.125000 Penalty: 874.197205 Iteration 54Q: 3 clusters Score -683628.1 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 13778 members Entering Unmasked Estep Score: -683647.937500 Penalty: 874.197205 Iteration 55Q: 3 clusters Score -683647.9 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 13832 members Entering Unmasked Estep Score: -683663.000000 Penalty: 874.197205 Iteration 56Q: 3 clusters Score -683663 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 13875 members Entering Unmasked Estep Score: -683671.312500 Penalty: 874.197205 Iteration 57Q: 3 clusters Score -683671.3 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 13914 members Entering Unmasked Estep Score: -683677.812500 Penalty: 874.197205 Iteration 58Q: 3 clusters Score -683677.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 13941 members Entering Unmasked Estep Score: -683682.812500 Penalty: 874.197205 Iteration 59Q: 3 clusters Score -683682.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 13974 members Entering Unmasked Estep Score: -683691.250000 Penalty: 874.197205 Iteration 60F: 3 clusters Score -683691.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 14007 members Entering Unmasked Estep Score: -683699.687500 Penalty: 874.197205 Iteration 61Q: 3 clusters Score -683699.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 14033 members Entering Unmasked Estep Score: -683707.437500 Penalty: 874.197205 Iteration 62Q: 3 clusters Score -683707.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 14064 members Entering Unmasked Estep Score: -683720.562500 Penalty: 874.197205 Iteration 63Q: 3 clusters Score -683720.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 14096 members Entering Unmasked Estep Score: -683731.062500 Penalty: 874.197205 Iteration 64Q: 3 clusters Score -683731.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 14127 members Entering Unmasked Estep Score: -683740.437500 Penalty: 874.197205 Iteration 65Q: 3 clusters Score -683740.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 14159 members Entering Unmasked Estep Score: -683752.812500 Penalty: 874.197205 Iteration 66Q: 3 clusters Score -683752.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 14199 members Entering Unmasked Estep Score: -683766.375000 Penalty: 874.197205 Iteration 67Q: 3 clusters Score -683766.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 14234 members Entering Unmasked Estep Score: -683776.375000 Penalty: 874.197205 Iteration 68Q: 3 clusters Score -683776.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 14257 members Entering Unmasked Estep Score: -683783.750000 Penalty: 874.197205 Iteration 69Q: 3 clusters Score -683783.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 14278 members Entering Unmasked Estep Score: -683792.562500 Penalty: 874.197205 Iteration 70Q: 3 clusters Score -683792.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 14300 members Entering Unmasked Estep Score: -683797.062500 Penalty: 874.197205 Iteration 71Q: 3 clusters Score -683797.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 14318 members Entering Unmasked Estep Score: -683801.062500 Penalty: 874.197205 Iteration 72Q: 3 clusters Score -683801.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 14327 members Entering Unmasked Estep Score: -683803.375000 Penalty: 874.197205 Iteration 73Q: 3 clusters Score -683803.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 14333 members Entering Unmasked Estep Score: -683806.500000 Penalty: 874.197205 Iteration 74Q: 3 clusters Score -683806.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 14339 members Entering Unmasked Estep Score: -683807.437500 Penalty: 874.197205 Iteration 75Q: 3 clusters Score -683807.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 14341 members Entering Unmasked Estep Score: -683808.250000 Penalty: 874.197205 Iteration 76Q: 3 clusters Score -683808.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 14342 members Entering Unmasked Estep Score: -683806.687500 Penalty: 874.197205 Iteration 77Q: 3 clusters Score -683806.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 14344 members Entering Unmasked Estep Score: -683807.812500 Penalty: 874.197205 Iteration 78Q: 3 clusters Score -683807.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 14346 members Entering Unmasked Estep Score: -683806.437500 Penalty: 874.197205 Iteration 79Q: 3 clusters Score -683806.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 14351 members Entering Unmasked Estep Score: -683807.312500 Penalty: 874.197205 Iteration 80F: 3 clusters Score -683807.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 14356 members Entering Unmasked Estep Score: -683806.625000 Penalty: 874.197205 Iteration 81Q: 3 clusters Score -683806.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 14362 members Entering Unmasked Estep Score: -683806.812500 Penalty: 874.197205 Iteration 82Q: 3 clusters Score -683806.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 14366 members Entering Unmasked Estep Score: -683807.937500 Penalty: 874.197205 Iteration 83Q: 3 clusters Score -683807.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 14367 members Entering Unmasked Estep Score: -683808.250000 Penalty: 874.197205 Iteration 84Q: 3 clusters Score -683808.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 14370 members Entering Unmasked Estep Score: -683809.062500 Penalty: 874.197205 Iteration 85Q: 3 clusters Score -683809.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 14374 members Entering Unmasked Estep Score: -683809.875000 Penalty: 874.197205 Iteration 86Q: 3 clusters Score -683809.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 14376 members Entering Unmasked Estep Score: -683810.312500 Penalty: 874.197205 Iteration 87Q: 3 clusters Score -683810.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 14375 members Entering Unmasked Estep Score: -683811.062500 Penalty: 874.197205 Iteration 88Q: 3 clusters Score -683811.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 14377 members Entering Unmasked Estep Score: -683809.687500 Penalty: 874.197205 Iteration 89Q: 3 clusters Score -683809.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 14380 members Entering Unmasked Estep Score: -683809.875000 Penalty: 874.197205 Iteration 90Q: 3 clusters Score -683809.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 14381 members Entering Unmasked Estep Score: -683810.687500 Penalty: 874.197205 Iteration 91Q: 3 clusters Score -683810.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 14382 members Entering Unmasked Estep Score: -683811.437500 Penalty: 874.197205 Iteration 92Q: 3 clusters Score -683811.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 14383 members Entering Unmasked Estep Score: -683811.375000 Penalty: 874.197205 Iteration 93Q: 3 clusters Score -683811.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 14384 members Entering Unmasked Estep Score: -683811.687500 Penalty: 874.197205 Iteration 94Q: 3 clusters Score -683811.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 14384 members Entering Unmasked Estep Score: -683811.687500 Penalty: 874.197205 Iteration 95F: 3 clusters Score -683811.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (1302 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1302 members Entering Unmasked Estep Score: -55676.875000 Penalty: 326.310364 Iteration 0F: 2 clusters Score -55676.88 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -54667.546875 Penalty: 652.620728 Iteration 0F: 3 clusters Score -54667.55 nChanged 511 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -55016.343750 Penalty: 652.620728 Iteration 1F: 3 clusters Score -55016.34 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -55084.324219 Penalty: 652.620728 Iteration 2F: 3 clusters Score -55084.32 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -55146.000000 Penalty: 652.620728 Iteration 3F: 3 clusters Score -55146 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -55194.941406 Penalty: 652.620728 Iteration 4F: 3 clusters Score -55194.94 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -55228.757812 Penalty: 652.620728 Iteration 5Q: 3 clusters Score -55228.76 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -55254.089844 Penalty: 652.620728 Iteration 6Q: 3 clusters Score -55254.09 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -55277.675781 Penalty: 652.620728 Iteration 7Q: 3 clusters Score -55277.68 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -55293.722656 Penalty: 652.620728 Iteration 8Q: 3 clusters Score -55293.72 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -55303.132812 Penalty: 652.620728 Iteration 9Q: 3 clusters Score -55303.13 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -55313.039062 Penalty: 652.620728 Iteration 10Q: 3 clusters Score -55313.04 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -55324.085938 Penalty: 652.620728 Iteration 11Q: 3 clusters Score -55324.09 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -55339.929688 Penalty: 652.620728 Iteration 12Q: 3 clusters Score -55339.93 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -55355.402344 Penalty: 652.620728 Iteration 13Q: 3 clusters Score -55355.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -55368.890625 Penalty: 652.620728 Iteration 14Q: 3 clusters Score -55368.89 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -55386.070312 Penalty: 652.620728 Iteration 15Q: 3 clusters Score -55386.07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -55395.410156 Penalty: 652.620728 Iteration 16Q: 3 clusters Score -55395.41 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -55399.097656 Penalty: 652.620728 Iteration 17Q: 3 clusters Score -55399.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -55402.820312 Penalty: 652.620728 Iteration 18Q: 3 clusters Score -55402.82 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -55404.441406 Penalty: 652.620728 Iteration 19Q: 3 clusters Score -55404.44 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -55406.660156 Penalty: 652.620728 Iteration 20F: 3 clusters Score -55406.66 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -55407.765625 Penalty: 652.620728 Iteration 21Q: 3 clusters Score -55407.77 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -55408.675781 Penalty: 652.620728 Iteration 22Q: 3 clusters Score -55408.68 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -55409.441406 Penalty: 652.620728 Iteration 23Q: 3 clusters Score -55409.44 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -55410.136719 Penalty: 652.620728 Iteration 24Q: 3 clusters Score -55410.14 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -55410.816406 Penalty: 652.620728 Iteration 25Q: 3 clusters Score -55410.82 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -55411.414062 Penalty: 652.620728 Iteration 26Q: 3 clusters Score -55411.41 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -55411.695312 Penalty: 652.620728 Iteration 27Q: 3 clusters Score -55411.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -55412.562500 Penalty: 652.620728 Iteration 28Q: 3 clusters Score -55412.56 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -55413.511719 Penalty: 652.620728 Iteration 29Q: 3 clusters Score -55413.51 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -55413.789062 Penalty: 652.620728 Iteration 30Q: 3 clusters Score -55413.79 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -55413.953125 Penalty: 652.620728 Iteration 31Q: 3 clusters Score -55413.95 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -55413.953125 Penalty: 652.620728 Iteration 32F: 3 clusters Score -55413.95 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (514 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Entering Unmasked Estep Score: -23724.408203 Penalty: 284.021149 Iteration 0F: 2 clusters Score -23724.41 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -23236.810547 Penalty: 568.042297 Iteration 0F: 3 clusters Score -23236.81 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -23343.333984 Penalty: 568.042297 Iteration 1F: 3 clusters Score -23343.33 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -23361.238281 Penalty: 568.042297 Iteration 2F: 3 clusters Score -23361.24 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -23369.212891 Penalty: 568.042297 Iteration 3Q: 3 clusters Score -23369.21 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -23376.914062 Penalty: 568.042297 Iteration 4Q: 3 clusters Score -23376.91 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -23380.382812 Penalty: 568.042297 Iteration 5Q: 3 clusters Score -23380.38 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -23388.447266 Penalty: 568.042297 Iteration 6Q: 3 clusters Score -23388.45 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -23391.234375 Penalty: 568.042297 Iteration 7Q: 3 clusters Score -23391.23 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -23393.511719 Penalty: 568.042297 Iteration 8Q: 3 clusters Score -23393.51 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -23394.431641 Penalty: 568.042297 Iteration 9Q: 3 clusters Score -23394.43 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -23395.064453 Penalty: 568.042297 Iteration 10Q: 3 clusters Score -23395.06 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -23396.126953 Penalty: 568.042297 Iteration 11Q: 3 clusters Score -23396.13 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -23396.126953 Penalty: 568.042297 Iteration 12F: 3 clusters Score -23396.13 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (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: -15308.462891 Penalty: 268.195343 Iteration 0F: 2 clusters Score -15308.46 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -14923.324219 Penalty: 536.390686 Iteration 0F: 3 clusters Score -14923.32 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -15036.046875 Penalty: 536.390686 Iteration 1F: 3 clusters Score -15036.05 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -15056.041992 Penalty: 536.390686 Iteration 2F: 3 clusters Score -15056.04 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -15064.576172 Penalty: 536.390686 Iteration 3Q: 3 clusters Score -15064.58 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -15068.465820 Penalty: 536.390686 Iteration 4Q: 3 clusters Score -15068.47 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -15072.591797 Penalty: 536.390686 Iteration 5Q: 3 clusters Score -15072.59 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -15080.869141 Penalty: 536.390686 Iteration 6Q: 3 clusters Score -15080.87 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -15098.813477 Penalty: 536.390686 Iteration 7Q: 3 clusters Score -15098.81 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -15121.571289 Penalty: 536.390686 Iteration 8Q: 3 clusters Score -15121.57 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -15134.753906 Penalty: 536.390686 Iteration 9Q: 3 clusters Score -15134.75 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -15139.826172 Penalty: 536.390686 Iteration 10Q: 3 clusters Score -15139.83 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -15142.233398 Penalty: 536.390686 Iteration 11Q: 3 clusters Score -15142.23 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -15142.396484 Penalty: 536.390686 Iteration 12Q: 3 clusters Score -15142.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -15142.396484 Penalty: 536.390686 Iteration 13F: 3 clusters Score -15142.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (24249 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24249 members Entering Unmasked Estep Score: -1015580.437500 Penalty: 459.373932 Iteration 0F: 2 clusters Score -1015580 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12044 members Mstep: Class 2 contains 12205 members Entering Unmasked Estep Score: -999299.875000 Penalty: 918.747864 Iteration 0F: 3 clusters Score -999299.9 nChanged 11605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11423 members Mstep: Class 2 contains 12826 members Entering Unmasked Estep Score: -1006106.000000 Penalty: 918.747864 Iteration 1F: 3 clusters Score -1006106 nChanged 918 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10953 members Mstep: Class 2 contains 13296 members Entering Unmasked Estep Score: -1006443.687500 Penalty: 918.747864 Iteration 2Q: 3 clusters Score -1006444 nChanged 1031 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10264 members Mstep: Class 2 contains 13985 members Entering Unmasked Estep Score: -1006943.562500 Penalty: 918.747864 Iteration 3Q: 3 clusters Score -1006944 nChanged 1227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9301 members Mstep: Class 2 contains 14948 members Entering Unmasked Estep Score: -1007747.312500 Penalty: 918.747864 Iteration 4F: 3 clusters Score -1007747 nChanged 1517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7960 members Mstep: Class 2 contains 16289 members Entering Unmasked Estep Score: -1009025.062500 Penalty: 918.747864 Iteration 5F: 3 clusters Score -1009025 nChanged 1647 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6473 members Mstep: Class 2 contains 17776 members Entering Unmasked Estep Score: -1010503.437500 Penalty: 918.747864 Iteration 6F: 3 clusters Score -1010503 nChanged 1536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5083 members Mstep: Class 2 contains 19166 members Entering Unmasked Estep Score: -1011804.500000 Penalty: 918.747864 Iteration 7F: 3 clusters Score -1011804 nChanged 1370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 20394 members Entering Unmasked Estep Score: -1012902.875000 Penalty: 918.747864 Iteration 8F: 3 clusters Score -1012903 nChanged 1038 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2939 members Mstep: Class 2 contains 21310 members Entering Unmasked Estep Score: -1013652.125000 Penalty: 918.747864 Iteration 9Q: 3 clusters Score -1013652 nChanged 757 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2290 members Mstep: Class 2 contains 21959 members Entering Unmasked Estep Score: -1014127.500000 Penalty: 918.747864 Iteration 10Q: 3 clusters Score -1014128 nChanged 539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1813 members Mstep: Class 2 contains 22436 members Entering Unmasked Estep Score: -1014444.812500 Penalty: 918.747864 Iteration 11Q: 3 clusters Score -1014445 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1471 members Mstep: Class 2 contains 22778 members Entering Unmasked Estep Score: -1014657.812500 Penalty: 918.747864 Iteration 12Q: 3 clusters Score -1014658 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 23025 members Entering Unmasked Estep Score: -1014786.937500 Penalty: 918.747864 Iteration 13Q: 3 clusters Score -1014787 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 23199 members Entering Unmasked Estep Score: -1014868.125000 Penalty: 918.747864 Iteration 14Q: 3 clusters Score -1014868 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 23346 members Entering Unmasked Estep Score: -1014930.687500 Penalty: 918.747864 Iteration 15Q: 3 clusters Score -1014931 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 23465 members Entering Unmasked Estep Score: -1014979.937500 Penalty: 918.747864 Iteration 16Q: 3 clusters Score -1014980 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 23562 members Entering Unmasked Estep Score: -1015021.562500 Penalty: 918.747864 Iteration 17Q: 3 clusters Score -1015022 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 23649 members Entering Unmasked Estep Score: -1015061.250000 Penalty: 918.747864 Iteration 18Q: 3 clusters Score -1015061 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 23710 members Entering Unmasked Estep Score: -1015085.750000 Penalty: 918.747864 Iteration 19Q: 3 clusters Score -1015086 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 23757 members Entering Unmasked Estep Score: -1015110.750000 Penalty: 918.747864 Iteration 20F: 3 clusters Score -1015111 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 23799 members Entering Unmasked Estep Score: -1015131.500000 Penalty: 918.747864 Iteration 21Q: 3 clusters Score -1015132 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 23832 members Entering Unmasked Estep Score: -1015143.000000 Penalty: 918.747864 Iteration 22Q: 3 clusters Score -1015143 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 23855 members Entering Unmasked Estep Score: -1015156.062500 Penalty: 918.747864 Iteration 23Q: 3 clusters Score -1015156 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 23878 members Entering Unmasked Estep Score: -1015166.750000 Penalty: 918.747864 Iteration 24Q: 3 clusters Score -1015167 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 23906 members Entering Unmasked Estep Score: -1015178.937500 Penalty: 918.747864 Iteration 25Q: 3 clusters Score -1015179 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 23919 members Entering Unmasked Estep Score: -1015185.062500 Penalty: 918.747864 Iteration 26Q: 3 clusters Score -1015185 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 23935 members Entering Unmasked Estep Score: -1015195.250000 Penalty: 918.747864 Iteration 27Q: 3 clusters Score -1015195 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 23941 members Entering Unmasked Estep Score: -1015197.562500 Penalty: 918.747864 Iteration 28Q: 3 clusters Score -1015198 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 23950 members Entering Unmasked Estep Score: -1015203.875000 Penalty: 918.747864 Iteration 29Q: 3 clusters Score -1015204 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 23954 members Entering Unmasked Estep Score: -1015207.187500 Penalty: 918.747864 Iteration 30Q: 3 clusters Score -1015207 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 23957 members Entering Unmasked Estep Score: -1015209.062500 Penalty: 918.747864 Iteration 31Q: 3 clusters Score -1015209 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 23960 members Entering Unmasked Estep Score: -1015211.312500 Penalty: 918.747864 Iteration 32Q: 3 clusters Score -1015211 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 23963 members Entering Unmasked Estep Score: -1015212.437500 Penalty: 918.747864 Iteration 33Q: 3 clusters Score -1015212 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 23966 members Entering Unmasked Estep Score: -1015216.250000 Penalty: 918.747864 Iteration 34Q: 3 clusters Score -1015216 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 23971 members Entering Unmasked Estep Score: -1015219.000000 Penalty: 918.747864 Iteration 35Q: 3 clusters Score -1015219 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 23970 members Entering Unmasked Estep Score: -1015221.687500 Penalty: 918.747864 Iteration 36Q: 3 clusters Score -1015222 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 23972 members Entering Unmasked Estep Score: -1015224.812500 Penalty: 918.747864 Iteration 37Q: 3 clusters Score -1015225 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 23977 members Entering Unmasked Estep Score: -1015226.812500 Penalty: 918.747864 Iteration 38Q: 3 clusters Score -1015227 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 23979 members Entering Unmasked Estep Score: -1015228.562500 Penalty: 918.747864 Iteration 39Q: 3 clusters Score -1015229 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 23983 members Entering Unmasked Estep Score: -1015229.625000 Penalty: 918.747864 Iteration 40F: 3 clusters Score -1015230 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 23986 members Entering Unmasked Estep Score: -1015231.187500 Penalty: 918.747864 Iteration 41Q: 3 clusters Score -1015231 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 23989 members Entering Unmasked Estep Score: -1015231.875000 Penalty: 918.747864 Iteration 42Q: 3 clusters Score -1015232 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 23993 members Entering Unmasked Estep Score: -1015231.687500 Penalty: 918.747864 Iteration 43Q: 3 clusters Score -1015232 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 23993 members Entering Unmasked Estep Score: -1015231.687500 Penalty: 918.747864 Iteration 44F: 3 clusters Score -1015232 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (135 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Entering Unmasked Estep Score: -5285.428223 Penalty: 223.190002 Iteration 0F: 2 clusters Score -5285.428 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -5080.067871 Penalty: 446.380005 Iteration 0F: 3 clusters Score -5080.068 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -5133.541504 Penalty: 446.380005 Iteration 1F: 3 clusters Score -5133.542 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -5226.359863 Penalty: 446.380005 Iteration 2F: 3 clusters Score -5226.36 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -5292.520996 Penalty: 446.380005 Iteration 3F: 3 clusters Score -5292.521 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -5317.801758 Penalty: 446.380005 Iteration 4Q: 3 clusters Score -5317.802 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -5325.675781 Penalty: 446.380005 Iteration 5Q: 3 clusters Score -5325.676 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -5329.826172 Penalty: 446.380005 Iteration 6Q: 3 clusters Score -5329.826 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -5329.826172 Penalty: 446.380005 Iteration 7F: 3 clusters Score -5329.826 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 821 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 335 members Mstep: Class 5 contains 975 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2318 members Mstep: Class 8 contains 2741 members Mstep: Class 9 contains 28726 members Mstep: Class 10 contains 4718 members Mstep: Class 11 contains 894 members Mstep: Class 12 contains 3608 members Mstep: Class 13 contains 7171 members Mstep: Class 14 contains 1076 members Mstep: Class 15 contains 251400 members Mstep: Class 16 contains 4660 members Mstep: Class 17 contains 14862 members Mstep: Class 18 contains 1302 members Mstep: Class 19 contains 514 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24249 members Mstep: Class 22 contains 21 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 1113 members Mstep: Class 25 contains 16157 members Mstep: Class 26 contains 114 members Entering Unmasked Estep Score: -15547342.000000 Penalty: 15165.835938 Splitting cluster 22 changes total score from -15547632.000000 to -15547342.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 23 (687 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Entering Unmasked Estep Score: -27779.066406 Penalty: 297.221222 Iteration 0F: 2 clusters Score -27779.07 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 324 members Entering Unmasked Estep Score: -27179.472656 Penalty: 594.442444 Iteration 0F: 3 clusters Score -27179.47 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -27335.630859 Penalty: 594.442444 Iteration 1F: 3 clusters Score -27335.63 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -27361.500000 Penalty: 594.442444 Iteration 2F: 3 clusters Score -27361.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -27381.140625 Penalty: 594.442444 Iteration 3Q: 3 clusters Score -27381.14 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -27391.958984 Penalty: 594.442444 Iteration 4Q: 3 clusters Score -27391.96 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -27400.050781 Penalty: 594.442444 Iteration 5Q: 3 clusters Score -27400.05 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -27409.964844 Penalty: 594.442444 Iteration 6Q: 3 clusters Score -27409.96 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -27414.195312 Penalty: 594.442444 Iteration 7Q: 3 clusters Score -27414.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -27417.710938 Penalty: 594.442444 Iteration 8Q: 3 clusters Score -27417.71 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -27423.382812 Penalty: 594.442444 Iteration 9Q: 3 clusters Score -27423.38 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -27430.396484 Penalty: 594.442444 Iteration 10Q: 3 clusters Score -27430.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -27438.951172 Penalty: 594.442444 Iteration 11Q: 3 clusters Score -27438.95 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -27445.361328 Penalty: 594.442444 Iteration 12Q: 3 clusters Score -27445.36 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -27451.445312 Penalty: 594.442444 Iteration 13Q: 3 clusters Score -27451.45 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -27456.316406 Penalty: 594.442444 Iteration 14Q: 3 clusters Score -27456.32 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -27457.777344 Penalty: 594.442444 Iteration 15Q: 3 clusters Score -27457.78 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -27458.113281 Penalty: 594.442444 Iteration 16Q: 3 clusters Score -27458.11 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -27458.113281 Penalty: 594.442444 Iteration 17F: 3 clusters Score -27458.11 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (1113 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Entering Unmasked Estep Score: -41905.730469 Penalty: 319.174042 Iteration 0F: 2 clusters Score -41905.73 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -41079.191406 Penalty: 638.348083 Iteration 0F: 3 clusters Score -41079.19 nChanged 463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -41655.746094 Penalty: 638.348083 Iteration 1F: 3 clusters Score -41655.75 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -42130.515625 Penalty: 638.348083 Iteration 2F: 3 clusters Score -42130.52 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -42499.023438 Penalty: 638.348083 Iteration 3F: 3 clusters Score -42499.02 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -42694.328125 Penalty: 638.348083 Iteration 4F: 3 clusters Score -42694.33 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -42722.527344 Penalty: 638.348083 Iteration 5Q: 3 clusters Score -42722.53 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -42728.730469 Penalty: 638.348083 Iteration 6Q: 3 clusters Score -42728.73 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -42730.281250 Penalty: 638.348083 Iteration 7Q: 3 clusters Score -42730.28 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -42731.558594 Penalty: 638.348083 Iteration 8Q: 3 clusters Score -42731.56 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -42731.667969 Penalty: 638.348083 Iteration 9Q: 3 clusters Score -42731.67 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -42731.667969 Penalty: 638.348083 Iteration 10F: 3 clusters Score -42731.67 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 821 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 335 members Mstep: Class 5 contains 975 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2318 members Mstep: Class 8 contains 2741 members Mstep: Class 9 contains 28726 members Mstep: Class 10 contains 4718 members Mstep: Class 11 contains 894 members Mstep: Class 12 contains 3608 members Mstep: Class 13 contains 7171 members Mstep: Class 14 contains 1076 members Mstep: Class 15 contains 251400 members Mstep: Class 16 contains 4660 members Mstep: Class 17 contains 14862 members Mstep: Class 18 contains 1302 members Mstep: Class 19 contains 514 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24249 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 342 members Mstep: Class 25 contains 16157 members Mstep: Class 26 contains 771 members Entering Unmasked Estep Score: -15548221.000000 Penalty: 15165.835938 Splitting cluster 24 changes total score from -15547632.000000 to -15548221.000000 So it's getting split into cluster 26. Entering ConstructFrom: Trying to split cluster 25 (16157 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16157 members Entering Unmasked Estep Score: -761964.687500 Penalty: 440.899933 Iteration 0F: 2 clusters Score -761964.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8118 members Mstep: Class 2 contains 8039 members Entering Unmasked Estep Score: -751295.187500 Penalty: 881.799866 Iteration 0F: 3 clusters Score -751295.2 nChanged 7557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8773 members Mstep: Class 2 contains 7384 members Entering Unmasked Estep Score: -755818.375000 Penalty: 881.799866 Iteration 1F: 3 clusters Score -755818.4 nChanged 919 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9272 members Mstep: Class 2 contains 6885 members Entering Unmasked Estep Score: -756298.187500 Penalty: 881.799866 Iteration 2F: 3 clusters Score -756298.2 nChanged 1134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9926 members Mstep: Class 2 contains 6231 members Entering Unmasked Estep Score: -757065.125000 Penalty: 881.799866 Iteration 3F: 3 clusters Score -757065.1 nChanged 1299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10773 members Mstep: Class 2 contains 5384 members Entering Unmasked Estep Score: -758168.875000 Penalty: 881.799866 Iteration 4F: 3 clusters Score -758168.9 nChanged 1269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11606 members Mstep: Class 2 contains 4551 members Entering Unmasked Estep Score: -759373.937500 Penalty: 881.799866 Iteration 5F: 3 clusters Score -759373.9 nChanged 1013 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12225 members Mstep: Class 2 contains 3932 members Entering Unmasked Estep Score: -760308.375000 Penalty: 881.799866 Iteration 6F: 3 clusters Score -760308.4 nChanged 618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12561 members Mstep: Class 2 contains 3596 members Entering Unmasked Estep Score: -760657.750000 Penalty: 881.799866 Iteration 7Q: 3 clusters Score -760657.8 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12802 members Mstep: Class 2 contains 3355 members Entering Unmasked Estep Score: -760772.187500 Penalty: 881.799866 Iteration 8Q: 3 clusters Score -760772.2 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13012 members Mstep: Class 2 contains 3145 members Entering Unmasked Estep Score: -760864.937500 Penalty: 881.799866 Iteration 9Q: 3 clusters Score -760864.9 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13219 members Mstep: Class 2 contains 2938 members Entering Unmasked Estep Score: -760948.437500 Penalty: 881.799866 Iteration 10Q: 3 clusters Score -760948.4 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13425 members Mstep: Class 2 contains 2732 members Entering Unmasked Estep Score: -761027.562500 Penalty: 881.799866 Iteration 11Q: 3 clusters Score -761027.6 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13600 members Mstep: Class 2 contains 2557 members Entering Unmasked Estep Score: -761096.687500 Penalty: 881.799866 Iteration 12Q: 3 clusters Score -761096.7 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13770 members Mstep: Class 2 contains 2387 members Entering Unmasked Estep Score: -761163.687500 Penalty: 881.799866 Iteration 13Q: 3 clusters Score -761163.7 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13921 members Mstep: Class 2 contains 2236 members Entering Unmasked Estep Score: -761220.750000 Penalty: 881.799866 Iteration 14Q: 3 clusters Score -761220.8 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14058 members Mstep: Class 2 contains 2099 members Entering Unmasked Estep Score: -761271.437500 Penalty: 881.799866 Iteration 15Q: 3 clusters Score -761271.4 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14208 members Mstep: Class 2 contains 1949 members Entering Unmasked Estep Score: -761333.500000 Penalty: 881.799866 Iteration 16Q: 3 clusters Score -761333.5 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14338 members Mstep: Class 2 contains 1819 members Entering Unmasked Estep Score: -761376.875000 Penalty: 881.799866 Iteration 17Q: 3 clusters Score -761376.9 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14433 members Mstep: Class 2 contains 1724 members Entering Unmasked Estep Score: -761403.250000 Penalty: 881.799866 Iteration 18Q: 3 clusters Score -761403.2 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14509 members Mstep: Class 2 contains 1648 members Entering Unmasked Estep Score: -761423.000000 Penalty: 881.799866 Iteration 19Q: 3 clusters Score -761423 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14591 members Mstep: Class 2 contains 1566 members Entering Unmasked Estep Score: -761447.687500 Penalty: 881.799866 Iteration 20F: 3 clusters Score -761447.7 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14663 members Mstep: Class 2 contains 1494 members Entering Unmasked Estep Score: -761464.375000 Penalty: 881.799866 Iteration 21Q: 3 clusters Score -761464.4 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14733 members Mstep: Class 2 contains 1424 members Entering Unmasked Estep Score: -761481.437500 Penalty: 881.799866 Iteration 22Q: 3 clusters Score -761481.4 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14797 members Mstep: Class 2 contains 1360 members Entering Unmasked Estep Score: -761494.312500 Penalty: 881.799866 Iteration 23Q: 3 clusters Score -761494.3 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14851 members Mstep: Class 2 contains 1306 members Entering Unmasked Estep Score: -761506.687500 Penalty: 881.799866 Iteration 24Q: 3 clusters Score -761506.7 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14897 members Mstep: Class 2 contains 1260 members Entering Unmasked Estep Score: -761517.187500 Penalty: 881.799866 Iteration 25Q: 3 clusters Score -761517.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14934 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -761528.062500 Penalty: 881.799866 Iteration 26Q: 3 clusters Score -761528.1 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14981 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -761539.937500 Penalty: 881.799866 Iteration 27Q: 3 clusters Score -761539.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15030 members Mstep: Class 2 contains 1127 members Entering Unmasked Estep Score: -761552.125000 Penalty: 881.799866 Iteration 28Q: 3 clusters Score -761552.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15073 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -761559.500000 Penalty: 881.799866 Iteration 29Q: 3 clusters Score -761559.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15106 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -761567.250000 Penalty: 881.799866 Iteration 30Q: 3 clusters Score -761567.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15144 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -761579.062500 Penalty: 881.799866 Iteration 31Q: 3 clusters Score -761579.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15168 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -761581.562500 Penalty: 881.799866 Iteration 32Q: 3 clusters Score -761581.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15187 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -761584.062500 Penalty: 881.799866 Iteration 33Q: 3 clusters Score -761584.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15204 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -761588.312500 Penalty: 881.799866 Iteration 34Q: 3 clusters Score -761588.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15221 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -761590.375000 Penalty: 881.799866 Iteration 35Q: 3 clusters Score -761590.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15234 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -761590.625000 Penalty: 881.799866 Iteration 36Q: 3 clusters Score -761590.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15246 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -761591.562500 Penalty: 881.799866 Iteration 37Q: 3 clusters Score -761591.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15261 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -761593.687500 Penalty: 881.799866 Iteration 38Q: 3 clusters Score -761593.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15280 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -761596.750000 Penalty: 881.799866 Iteration 39Q: 3 clusters Score -761596.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15300 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -761602.437500 Penalty: 881.799866 Iteration 40F: 3 clusters Score -761602.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15323 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -761606.125000 Penalty: 881.799866 Iteration 41Q: 3 clusters Score -761606.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15340 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -761607.625000 Penalty: 881.799866 Iteration 42Q: 3 clusters Score -761607.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15358 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -761610.000000 Penalty: 881.799866 Iteration 43Q: 3 clusters Score -761610 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15371 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -761612.875000 Penalty: 881.799866 Iteration 44Q: 3 clusters Score -761612.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15386 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -761616.187500 Penalty: 881.799866 Iteration 45Q: 3 clusters Score -761616.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15400 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -761620.125000 Penalty: 881.799866 Iteration 46Q: 3 clusters Score -761620.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15417 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -761624.562500 Penalty: 881.799866 Iteration 47Q: 3 clusters Score -761624.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15439 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -761633.062500 Penalty: 881.799866 Iteration 48Q: 3 clusters Score -761633.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15458 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -761640.750000 Penalty: 881.799866 Iteration 49Q: 3 clusters Score -761640.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15478 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -761644.125000 Penalty: 881.799866 Iteration 50Q: 3 clusters Score -761644.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15488 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -761645.937500 Penalty: 881.799866 Iteration 51Q: 3 clusters Score -761645.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15500 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -761650.000000 Penalty: 881.799866 Iteration 52Q: 3 clusters Score -761650 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15509 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -761653.125000 Penalty: 881.799866 Iteration 53Q: 3 clusters Score -761653.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15520 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -761653.000000 Penalty: 881.799866 Iteration 54Q: 3 clusters Score -761653 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15535 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -761654.812500 Penalty: 881.799866 Iteration 55Q: 3 clusters Score -761654.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15542 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -761656.500000 Penalty: 881.799866 Iteration 56Q: 3 clusters Score -761656.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15544 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -761658.187500 Penalty: 881.799866 Iteration 57Q: 3 clusters Score -761658.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15547 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -761659.187500 Penalty: 881.799866 Iteration 58Q: 3 clusters Score -761659.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15550 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -761658.562500 Penalty: 881.799866 Iteration 59Q: 3 clusters Score -761658.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15555 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -761659.812500 Penalty: 881.799866 Iteration 60F: 3 clusters Score -761659.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15561 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -761660.375000 Penalty: 881.799866 Iteration 61Q: 3 clusters Score -761660.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15562 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -761660.500000 Penalty: 881.799866 Iteration 62Q: 3 clusters Score -761660.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15566 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -761660.437500 Penalty: 881.799866 Iteration 63Q: 3 clusters Score -761660.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15570 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -761662.125000 Penalty: 881.799866 Iteration 64Q: 3 clusters Score -761662.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15575 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -761663.687500 Penalty: 881.799866 Iteration 65Q: 3 clusters Score -761663.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15577 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -761662.312500 Penalty: 881.799866 Iteration 66Q: 3 clusters Score -761662.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15580 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -761662.750000 Penalty: 881.799866 Iteration 67Q: 3 clusters Score -761662.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15586 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -761663.125000 Penalty: 881.799866 Iteration 68Q: 3 clusters Score -761663.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15591 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -761665.875000 Penalty: 881.799866 Iteration 69Q: 3 clusters Score -761665.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15596 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -761666.250000 Penalty: 881.799866 Iteration 70Q: 3 clusters Score -761666.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15601 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -761667.187500 Penalty: 881.799866 Iteration 71Q: 3 clusters Score -761667.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15607 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -761669.437500 Penalty: 881.799866 Iteration 72Q: 3 clusters Score -761669.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15614 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -761669.312500 Penalty: 881.799866 Iteration 73Q: 3 clusters Score -761669.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15619 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -761669.375000 Penalty: 881.799866 Iteration 74Q: 3 clusters Score -761669.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15624 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -761670.125000 Penalty: 881.799866 Iteration 75Q: 3 clusters Score -761670.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15625 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -761670.937500 Penalty: 881.799866 Iteration 76Q: 3 clusters Score -761670.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15627 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -761670.312500 Penalty: 881.799866 Iteration 77Q: 3 clusters Score -761670.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15629 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -761670.500000 Penalty: 881.799866 Iteration 78Q: 3 clusters Score -761670.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15632 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -761669.375000 Penalty: 881.799866 Iteration 79Q: 3 clusters Score -761669.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15635 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -761670.250000 Penalty: 881.799866 Iteration 80F: 3 clusters Score -761670.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 821 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 335 members Mstep: Class 5 contains 975 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2318 members Mstep: Class 8 contains 2741 members Mstep: Class 9 contains 28726 members Mstep: Class 10 contains 4718 members Mstep: Class 11 contains 894 members Mstep: Class 12 contains 3608 members Mstep: Class 13 contains 7171 members Mstep: Class 14 contains 1076 members Mstep: Class 15 contains 251400 members Mstep: Class 16 contains 4660 members Mstep: Class 17 contains 14862 members Mstep: Class 18 contains 1302 members Mstep: Class 19 contains 514 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24249 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 342 members Mstep: Class 25 contains 16157 members Entering Unmasked Estep ConsiderDeletion Score: -15548222.000000 Penalty: 15165.835938 Iteration 159Q: 27 clusters Score -1.554822e+07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 821 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 334 members Mstep: Class 5 contains 975 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2322 members Mstep: Class 8 contains 2739 members Mstep: Class 9 contains 28724 members Mstep: Class 10 contains 4718 members Mstep: Class 11 contains 893 members Mstep: Class 12 contains 3596 members Mstep: Class 13 contains 7160 members Mstep: Class 14 contains 1076 members Mstep: Class 15 contains 251411 members Mstep: Class 16 contains 4661 members Mstep: Class 17 contains 14860 members Mstep: Class 18 contains 1301 members Mstep: Class 19 contains 514 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24248 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 342 members Mstep: Class 25 contains 16174 members Mstep: Class 26 contains 771 members Entering Unmasked Estep ConsiderDeletion Score: -15548211.000000 Penalty: 15165.835938 Iteration 160F: 27 clusters Score -1.554821e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 821 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 334 members Mstep: Class 5 contains 975 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2326 members Mstep: Class 8 contains 2738 members Mstep: Class 9 contains 28720 members Mstep: Class 10 contains 4718 members Mstep: Class 11 contains 893 members Mstep: Class 12 contains 3581 members Mstep: Class 13 contains 7153 members Mstep: Class 14 contains 1076 members Mstep: Class 15 contains 251428 members Mstep: Class 16 contains 4659 members Mstep: Class 17 contains 14854 members Mstep: Class 18 contains 1301 members Mstep: Class 19 contains 514 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24248 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 342 members Mstep: Class 25 contains 16188 members Mstep: Class 26 contains 771 members Entering Unmasked Estep ConsiderDeletion Score: -15548204.000000 Penalty: 15165.835938 Iteration 161Q: 27 clusters Score -1.55482e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 821 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 334 members Mstep: Class 5 contains 975 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2330 members Mstep: Class 8 contains 2736 members Mstep: Class 9 contains 28717 members Mstep: Class 10 contains 4718 members Mstep: Class 11 contains 893 members Mstep: Class 12 contains 3568 members Mstep: Class 13 contains 7145 members Mstep: Class 14 contains 1076 members Mstep: Class 15 contains 251436 members Mstep: Class 16 contains 4657 members Mstep: Class 17 contains 14850 members Mstep: Class 18 contains 1301 members Mstep: Class 19 contains 514 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24253 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 342 members Mstep: Class 25 contains 16203 members Mstep: Class 26 contains 771 members Entering Unmasked Estep ConsiderDeletion Score: -15548208.000000 Penalty: 15165.835938 Iteration 162Q: 27 clusters Score -1.554821e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 821 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 334 members Mstep: Class 5 contains 974 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2331 members Mstep: Class 8 contains 2733 members Mstep: Class 9 contains 28722 members Mstep: Class 10 contains 4718 members Mstep: Class 11 contains 893 members Mstep: Class 12 contains 3554 members Mstep: Class 13 contains 7137 members Mstep: Class 14 contains 1076 members Mstep: Class 15 contains 251442 members Mstep: Class 16 contains 4658 members Mstep: Class 17 contains 14845 members Mstep: Class 18 contains 1301 members Mstep: Class 19 contains 514 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24255 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 342 members Mstep: Class 25 contains 16219 members Mstep: Class 26 contains 771 members Entering Unmasked Estep ConsiderDeletion Score: -15548208.000000 Penalty: 15165.835938 Iteration 163Q: 27 clusters Score -1.554821e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 821 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 334 members Mstep: Class 5 contains 974 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2333 members Mstep: Class 8 contains 2731 members Mstep: Class 9 contains 28727 members Mstep: Class 10 contains 4717 members Mstep: Class 11 contains 893 members Mstep: Class 12 contains 3538 members Mstep: Class 13 contains 7134 members Mstep: Class 14 contains 1076 members Mstep: Class 15 contains 251436 members Mstep: Class 16 contains 4659 members Mstep: Class 17 contains 14842 members Mstep: Class 18 contains 1301 members Mstep: Class 19 contains 514 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24256 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 342 members Mstep: Class 25 contains 16241 members Mstep: Class 26 contains 771 members Entering Unmasked Estep ConsiderDeletion Score: -15548213.000000 Penalty: 15165.835938 Iteration 164Q: 27 clusters Score -1.554821e+07 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 821 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 334 members Mstep: Class 5 contains 975 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2334 members Mstep: Class 8 contains 2727 members Mstep: Class 9 contains 28734 members Mstep: Class 10 contains 4717 members Mstep: Class 11 contains 893 members Mstep: Class 12 contains 3523 members Mstep: Class 13 contains 7130 members Mstep: Class 14 contains 1076 members Mstep: Class 15 contains 251423 members Mstep: Class 16 contains 4658 members Mstep: Class 17 contains 14842 members Mstep: Class 18 contains 1301 members Mstep: Class 19 contains 514 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24260 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 342 members Mstep: Class 25 contains 16265 members Mstep: Class 26 contains 771 members Entering Unmasked Estep ConsiderDeletion Score: -15548203.000000 Penalty: 15165.835938 Iteration 165Q: 27 clusters Score -1.55482e+07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 821 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 334 members Mstep: Class 5 contains 975 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2335 members Mstep: Class 8 contains 2724 members Mstep: Class 9 contains 28736 members Mstep: Class 10 contains 4717 members Mstep: Class 11 contains 893 members Mstep: Class 12 contains 3512 members Mstep: Class 13 contains 7127 members Mstep: Class 14 contains 1076 members Mstep: Class 15 contains 251412 members Mstep: Class 16 contains 4657 members Mstep: Class 17 contains 14840 members Mstep: Class 18 contains 1301 members Mstep: Class 19 contains 514 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24262 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 342 members Mstep: Class 25 contains 16291 members Mstep: Class 26 contains 771 members Entering Unmasked Estep ConsiderDeletion Score: -15548216.000000 Penalty: 15165.835938 Iteration 166Q: 27 clusters Score -1.554822e+07 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 821 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 334 members Mstep: Class 5 contains 975 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2337 members Mstep: Class 8 contains 2721 members Mstep: Class 9 contains 28741 members Mstep: Class 10 contains 4717 members Mstep: Class 11 contains 893 members Mstep: Class 12 contains 3498 members Mstep: Class 13 contains 7121 members Mstep: Class 14 contains 1076 members Mstep: Class 15 contains 251399 members Mstep: Class 16 contains 4655 members Mstep: Class 17 contains 14839 members Mstep: Class 18 contains 1300 members Mstep: Class 19 contains 513 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24266 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 342 members Mstep: Class 25 contains 16321 members Mstep: Class 26 contains 771 members Entering Unmasked Estep ConsiderDeletion Score: -15548218.000000 Penalty: 15165.835938 Iteration 167Q: 27 clusters Score -1.554822e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 821 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 334 members Mstep: Class 5 contains 975 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2338 members Mstep: Class 8 contains 2719 members Mstep: Class 9 contains 28745 members Mstep: Class 10 contains 4717 members Mstep: Class 11 contains 893 members Mstep: Class 12 contains 3491 members Mstep: Class 13 contains 7119 members Mstep: Class 14 contains 1077 members Mstep: Class 15 contains 251388 members Mstep: Class 16 contains 4654 members Mstep: Class 17 contains 14835 members Mstep: Class 18 contains 1299 members Mstep: Class 19 contains 513 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24267 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 342 members Mstep: Class 25 contains 16342 members Mstep: Class 26 contains 771 members Entering Unmasked Estep ConsiderDeletion Score: -15548224.000000 Penalty: 15165.835938 Iteration 168Q: 27 clusters Score -1.554822e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 821 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 334 members Mstep: Class 5 contains 974 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2341 members Mstep: Class 8 contains 2715 members Mstep: Class 9 contains 28744 members Mstep: Class 10 contains 4717 members Mstep: Class 11 contains 893 members Mstep: Class 12 contains 3483 members Mstep: Class 13 contains 7118 members Mstep: Class 14 contains 1077 members Mstep: Class 15 contains 251388 members Mstep: Class 16 contains 4653 members Mstep: Class 17 contains 14832 members Mstep: Class 18 contains 1299 members Mstep: Class 19 contains 513 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24269 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 342 members Mstep: Class 25 contains 16356 members Mstep: Class 26 contains 771 members Entering Unmasked Estep ConsiderDeletion Score: -15548244.000000 Penalty: 15165.835938 Iteration 169Q: 27 clusters Score -1.554824e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 821 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 334 members Mstep: Class 5 contains 973 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2346 members Mstep: Class 8 contains 2713 members Mstep: Class 9 contains 28741 members Mstep: Class 10 contains 4717 members Mstep: Class 11 contains 893 members Mstep: Class 12 contains 3476 members Mstep: Class 13 contains 7114 members Mstep: Class 14 contains 1077 members Mstep: Class 15 contains 251388 members Mstep: Class 16 contains 4653 members Mstep: Class 17 contains 14830 members Mstep: Class 18 contains 1299 members Mstep: Class 19 contains 513 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24273 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 342 members Mstep: Class 25 contains 16366 members Mstep: Class 26 contains 771 members Entering Unmasked Estep ConsiderDeletion Score: -15548248.000000 Penalty: 15165.835938 Iteration 170Q: 27 clusters Score -1.554825e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 821 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 334 members Mstep: Class 5 contains 973 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2349 members Mstep: Class 8 contains 2712 members Mstep: Class 9 contains 28739 members Mstep: Class 10 contains 4717 members Mstep: Class 11 contains 893 members Mstep: Class 12 contains 3474 members Mstep: Class 13 contains 7114 members Mstep: Class 14 contains 1078 members Mstep: Class 15 contains 251384 members Mstep: Class 16 contains 4653 members Mstep: Class 17 contains 14827 members Mstep: Class 18 contains 1299 members Mstep: Class 19 contains 513 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24273 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 342 members Mstep: Class 25 contains 16374 members Mstep: Class 26 contains 771 members Entering Unmasked Estep ConsiderDeletion Score: -15548245.000000 Penalty: 15165.835938 Iteration 171Q: 27 clusters Score -1.554824e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 821 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 334 members Mstep: Class 5 contains 973 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2351 members Mstep: Class 8 contains 2712 members Mstep: Class 9 contains 28738 members Mstep: Class 10 contains 4717 members Mstep: Class 11 contains 893 members Mstep: Class 12 contains 3470 members Mstep: Class 13 contains 7112 members Mstep: Class 14 contains 1078 members Mstep: Class 15 contains 251386 members Mstep: Class 16 contains 4653 members Mstep: Class 17 contains 14825 members Mstep: Class 18 contains 1299 members Mstep: Class 19 contains 513 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24274 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 342 members Mstep: Class 25 contains 16378 members Mstep: Class 26 contains 771 members Entering Unmasked Estep ConsiderDeletion Score: -15548253.000000 Penalty: 15165.835938 Iteration 172Q: 27 clusters Score -1.554825e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 821 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 334 members Mstep: Class 5 contains 973 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2353 members Mstep: Class 8 contains 2712 members Mstep: Class 9 contains 28739 members Mstep: Class 10 contains 4717 members Mstep: Class 11 contains 893 members Mstep: Class 12 contains 3467 members Mstep: Class 13 contains 7110 members Mstep: Class 14 contains 1078 members Mstep: Class 15 contains 251385 members Mstep: Class 16 contains 4653 members Mstep: Class 17 contains 14824 members Mstep: Class 18 contains 1299 members Mstep: Class 19 contains 513 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24275 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 342 members Mstep: Class 25 contains 16381 members Mstep: Class 26 contains 771 members Entering Unmasked Estep ConsiderDeletion Score: -15548255.000000 Penalty: 15165.835938 Iteration 173Q: 27 clusters Score -1.554826e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 821 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 334 members Mstep: Class 5 contains 973 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2356 members Mstep: Class 8 contains 2712 members Mstep: Class 9 contains 28736 members Mstep: Class 10 contains 4717 members Mstep: Class 11 contains 893 members Mstep: Class 12 contains 3467 members Mstep: Class 13 contains 7108 members Mstep: Class 14 contains 1078 members Mstep: Class 15 contains 251382 members Mstep: Class 16 contains 4653 members Mstep: Class 17 contains 14822 members Mstep: Class 18 contains 1299 members Mstep: Class 19 contains 513 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24276 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 342 members Mstep: Class 25 contains 16387 members Mstep: Class 26 contains 771 members Entering Unmasked Estep ConsiderDeletion Score: -15548260.000000 Penalty: 15165.835938 Iteration 174Q: 27 clusters Score -1.554826e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 821 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 334 members Mstep: Class 5 contains 973 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2356 members Mstep: Class 8 contains 2712 members Mstep: Class 9 contains 28737 members Mstep: Class 10 contains 4717 members Mstep: Class 11 contains 893 members Mstep: Class 12 contains 3465 members Mstep: Class 13 contains 7107 members Mstep: Class 14 contains 1078 members Mstep: Class 15 contains 251379 members Mstep: Class 16 contains 4653 members Mstep: Class 17 contains 14821 members Mstep: Class 18 contains 1299 members Mstep: Class 19 contains 513 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24278 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 342 members Mstep: Class 25 contains 16391 members Mstep: Class 26 contains 771 members Entering Unmasked Estep ConsiderDeletion Score: -15548268.000000 Penalty: 15165.835938 Iteration 175Q: 27 clusters Score -1.554827e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 821 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 334 members Mstep: Class 5 contains 973 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2358 members Mstep: Class 8 contains 2712 members Mstep: Class 9 contains 28735 members Mstep: Class 10 contains 4717 members Mstep: Class 11 contains 893 members Mstep: Class 12 contains 3462 members Mstep: Class 13 contains 7102 members Mstep: Class 14 contains 1078 members Mstep: Class 15 contains 251382 members Mstep: Class 16 contains 4653 members Mstep: Class 17 contains 14818 members Mstep: Class 18 contains 1299 members Mstep: Class 19 contains 513 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24281 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 342 members Mstep: Class 25 contains 16396 members Mstep: Class 26 contains 771 members Entering Unmasked Estep ConsiderDeletion Score: -15548271.000000 Penalty: 15165.835938 Iteration 176Q: 27 clusters Score -1.554827e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 821 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 334 members Mstep: Class 5 contains 973 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2360 members Mstep: Class 8 contains 2711 members Mstep: Class 9 contains 28734 members Mstep: Class 10 contains 4717 members Mstep: Class 11 contains 893 members Mstep: Class 12 contains 3459 members Mstep: Class 13 contains 7096 members Mstep: Class 14 contains 1078 members Mstep: Class 15 contains 251383 members Mstep: Class 16 contains 4653 members Mstep: Class 17 contains 14815 members Mstep: Class 18 contains 1299 members Mstep: Class 19 contains 513 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24284 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 342 members Mstep: Class 25 contains 16404 members Mstep: Class 26 contains 771 members Entering Unmasked Estep ConsiderDeletion Score: -15548282.000000 Penalty: 15165.835938 Iteration 177Q: 27 clusters Score -1.554828e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 821 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 334 members Mstep: Class 5 contains 973 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2361 members Mstep: Class 8 contains 2709 members Mstep: Class 9 contains 28734 members Mstep: Class 10 contains 4717 members Mstep: Class 11 contains 893 members Mstep: Class 12 contains 3454 members Mstep: Class 13 contains 7094 members Mstep: Class 14 contains 1078 members Mstep: Class 15 contains 251379 members Mstep: Class 16 contains 4653 members Mstep: Class 17 contains 14812 members Mstep: Class 18 contains 1299 members Mstep: Class 19 contains 513 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24286 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 342 members Mstep: Class 25 contains 16417 members Mstep: Class 26 contains 771 members Entering Unmasked Estep ConsiderDeletion Score: -15548291.000000 Penalty: 15165.835938 Iteration 178Q: 27 clusters Score -1.554829e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 821 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 334 members Mstep: Class 5 contains 973 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2362 members Mstep: Class 8 contains 2705 members Mstep: Class 9 contains 28733 members Mstep: Class 10 contains 4717 members Mstep: Class 11 contains 893 members Mstep: Class 12 contains 3452 members Mstep: Class 13 contains 7093 members Mstep: Class 14 contains 1078 members Mstep: Class 15 contains 251374 members Mstep: Class 16 contains 4653 members Mstep: Class 17 contains 14807 members Mstep: Class 18 contains 1299 members Mstep: Class 19 contains 513 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24289 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 342 members Mstep: Class 25 contains 16431 members Mstep: Class 26 contains 771 members Entering Unmasked Estep ConsiderDeletion Score: -15548299.000000 Penalty: 15165.835938 Iteration 179Q: 27 clusters Score -1.55483e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 821 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 334 members Mstep: Class 5 contains 973 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2362 members Mstep: Class 8 contains 2700 members Mstep: Class 9 contains 28733 members Mstep: Class 10 contains 4717 members Mstep: Class 11 contains 893 members Mstep: Class 12 contains 3452 members Mstep: Class 13 contains 7091 members Mstep: Class 14 contains 1078 members Mstep: Class 15 contains 251367 members Mstep: Class 16 contains 4653 members Mstep: Class 17 contains 14805 members Mstep: Class 18 contains 1299 members Mstep: Class 19 contains 513 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24294 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 342 members Mstep: Class 25 contains 16442 members Mstep: Class 26 contains 771 members Entering Unmasked Estep ConsiderDeletion Score: -15548295.000000 Penalty: 15165.835938 Iteration 180F: 27 clusters Score -1.55483e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 821 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 334 members Mstep: Class 5 contains 972 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2362 members Mstep: Class 8 contains 2698 members Mstep: Class 9 contains 28731 members Mstep: Class 10 contains 4716 members Mstep: Class 11 contains 893 members Mstep: Class 12 contains 3453 members Mstep: Class 13 contains 7089 members Mstep: Class 14 contains 1078 members Mstep: Class 15 contains 251366 members Mstep: Class 16 contains 4653 members Mstep: Class 17 contains 14805 members Mstep: Class 18 contains 1299 members Mstep: Class 19 contains 513 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24295 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 342 members Mstep: Class 25 contains 16449 members Mstep: Class 26 contains 771 members Entering Unmasked Estep ConsiderDeletion Score: -15548297.000000 Penalty: 15165.835938 Iteration 181Q: 27 clusters Score -1.55483e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 821 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 334 members Mstep: Class 5 contains 970 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2362 members Mstep: Class 8 contains 2698 members Mstep: Class 9 contains 28730 members Mstep: Class 10 contains 4716 members Mstep: Class 11 contains 893 members Mstep: Class 12 contains 3454 members Mstep: Class 13 contains 7088 members Mstep: Class 14 contains 1078 members Mstep: Class 15 contains 251354 members Mstep: Class 16 contains 4654 members Mstep: Class 17 contains 14804 members Mstep: Class 18 contains 1299 members Mstep: Class 19 contains 513 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24297 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 342 members Mstep: Class 25 contains 16462 members Mstep: Class 26 contains 771 members Entering Unmasked Estep ConsiderDeletion Score: -15548316.000000 Penalty: 15165.835938 Iteration 182Q: 27 clusters Score -1.554832e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 821 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 334 members Mstep: Class 5 contains 968 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2362 members Mstep: Class 8 contains 2700 members Mstep: Class 9 contains 28730 members Mstep: Class 10 contains 4716 members Mstep: Class 11 contains 893 members Mstep: Class 12 contains 3454 members Mstep: Class 13 contains 7086 members Mstep: Class 14 contains 1078 members Mstep: Class 15 contains 251336 members Mstep: Class 16 contains 4654 members Mstep: Class 17 contains 14804 members Mstep: Class 18 contains 1299 members Mstep: Class 19 contains 513 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24299 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 342 members Mstep: Class 25 contains 16480 members Mstep: Class 26 contains 771 members Entering Unmasked Estep ConsiderDeletion Score: -15548324.000000 Penalty: 15165.835938 Iteration 183Q: 27 clusters Score -1.554832e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 821 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 334 members Mstep: Class 5 contains 968 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2362 members Mstep: Class 8 contains 2697 members Mstep: Class 9 contains 28730 members Mstep: Class 10 contains 4716 members Mstep: Class 11 contains 893 members Mstep: Class 12 contains 3454 members Mstep: Class 13 contains 7086 members Mstep: Class 14 contains 1078 members Mstep: Class 15 contains 251324 members Mstep: Class 16 contains 4654 members Mstep: Class 17 contains 14803 members Mstep: Class 18 contains 1299 members Mstep: Class 19 contains 513 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24301 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 342 members Mstep: Class 25 contains 16494 members Mstep: Class 26 contains 771 members Entering Unmasked Estep ConsiderDeletion Score: -15548322.000000 Penalty: 15165.835938 Iteration 184Q: 27 clusters Score -1.554832e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 821 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 334 members Mstep: Class 5 contains 968 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2362 members Mstep: Class 8 contains 2695 members Mstep: Class 9 contains 28730 members Mstep: Class 10 contains 4716 members Mstep: Class 11 contains 893 members Mstep: Class 12 contains 3454 members Mstep: Class 13 contains 7088 members Mstep: Class 14 contains 1078 members Mstep: Class 15 contains 251314 members Mstep: Class 16 contains 4654 members Mstep: Class 17 contains 14803 members Mstep: Class 18 contains 1299 members Mstep: Class 19 contains 513 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24301 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 342 members Mstep: Class 25 contains 16504 members Mstep: Class 26 contains 771 members Entering Unmasked Estep ConsiderDeletion Score: -15548330.000000 Penalty: 15165.835938 Iteration 185Q: 27 clusters Score -1.554833e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 821 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 334 members Mstep: Class 5 contains 968 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2362 members Mstep: Class 8 contains 2692 members Mstep: Class 9 contains 28730 members Mstep: Class 10 contains 4716 members Mstep: Class 11 contains 893 members Mstep: Class 12 contains 3454 members Mstep: Class 13 contains 7091 members Mstep: Class 14 contains 1078 members Mstep: Class 15 contains 251306 members Mstep: Class 16 contains 4653 members Mstep: Class 17 contains 14803 members Mstep: Class 18 contains 1299 members Mstep: Class 19 contains 513 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24302 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 342 members Mstep: Class 25 contains 16512 members Mstep: Class 26 contains 771 members Entering Unmasked Estep ConsiderDeletion Score: -15548340.000000 Penalty: 15165.835938 Iteration 186Q: 27 clusters Score -1.554834e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 821 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 334 members Mstep: Class 5 contains 968 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2362 members Mstep: Class 8 contains 2687 members Mstep: Class 9 contains 28730 members Mstep: Class 10 contains 4716 members Mstep: Class 11 contains 893 members Mstep: Class 12 contains 3454 members Mstep: Class 13 contains 7094 members Mstep: Class 14 contains 1078 members Mstep: Class 15 contains 251300 members Mstep: Class 16 contains 4653 members Mstep: Class 17 contains 14803 members Mstep: Class 18 contains 1299 members Mstep: Class 19 contains 513 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24302 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 342 members Mstep: Class 25 contains 16520 members Mstep: Class 26 contains 771 members Entering Unmasked Estep ConsiderDeletion Score: -15548339.000000 Penalty: 15165.835938 Iteration 187Q: 27 clusters Score -1.554834e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 821 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 334 members Mstep: Class 5 contains 968 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2362 members Mstep: Class 8 contains 2684 members Mstep: Class 9 contains 28730 members Mstep: Class 10 contains 4716 members Mstep: Class 11 contains 893 members Mstep: Class 12 contains 3454 members Mstep: Class 13 contains 7093 members Mstep: Class 14 contains 1078 members Mstep: Class 15 contains 251291 members Mstep: Class 16 contains 4653 members Mstep: Class 17 contains 14802 members Mstep: Class 18 contains 1298 members Mstep: Class 19 contains 513 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24306 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 342 members Mstep: Class 25 contains 16531 members Mstep: Class 26 contains 771 members Entering Unmasked Estep ConsiderDeletion Score: -15548335.000000 Penalty: 15165.835938 Iteration 188Q: 27 clusters Score -1.554834e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 821 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 334 members Mstep: Class 5 contains 968 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2362 members Mstep: Class 8 contains 2684 members Mstep: Class 9 contains 28730 members Mstep: Class 10 contains 4716 members Mstep: Class 11 contains 893 members Mstep: Class 12 contains 3454 members Mstep: Class 13 contains 7092 members Mstep: Class 14 contains 1078 members Mstep: Class 15 contains 251288 members Mstep: Class 16 contains 4652 members Mstep: Class 17 contains 14800 members Mstep: Class 18 contains 1298 members Mstep: Class 19 contains 513 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24307 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 342 members Mstep: Class 25 contains 16537 members Mstep: Class 26 contains 771 members Entering Unmasked Estep ConsiderDeletion Score: -15548336.000000 Penalty: 15165.835938 Iteration 189Q: 27 clusters Score -1.554834e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 821 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 334 members Mstep: Class 5 contains 967 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2362 members Mstep: Class 8 contains 2684 members Mstep: Class 9 contains 28730 members Mstep: Class 10 contains 4716 members Mstep: Class 11 contains 893 members Mstep: Class 12 contains 3454 members Mstep: Class 13 contains 7091 members Mstep: Class 14 contains 1078 members Mstep: Class 15 contains 251286 members Mstep: Class 16 contains 4651 members Mstep: Class 17 contains 14799 members Mstep: Class 18 contains 1298 members Mstep: Class 19 contains 513 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24309 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 342 members Mstep: Class 25 contains 16541 members Mstep: Class 26 contains 771 members Entering Unmasked Estep ConsiderDeletion Score: -15548347.000000 Penalty: 15165.835938 Iteration 190Q: 27 clusters Score -1.554835e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 821 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 334 members Mstep: Class 5 contains 966 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2362 members Mstep: Class 8 contains 2684 members Mstep: Class 9 contains 28730 members Mstep: Class 10 contains 4716 members Mstep: Class 11 contains 893 members Mstep: Class 12 contains 3454 members Mstep: Class 13 contains 7091 members Mstep: Class 14 contains 1078 members Mstep: Class 15 contains 251282 members Mstep: Class 16 contains 4646 members Mstep: Class 17 contains 14799 members Mstep: Class 18 contains 1298 members Mstep: Class 19 contains 513 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24315 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 342 members Mstep: Class 25 contains 16545 members Mstep: Class 26 contains 771 members Entering Unmasked Estep ConsiderDeletion Score: -15548325.000000 Penalty: 15165.835938 Iteration 191Q: 27 clusters Score -1.554832e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 821 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 334 members Mstep: Class 5 contains 964 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2362 members Mstep: Class 8 contains 2684 members Mstep: Class 9 contains 28730 members Mstep: Class 10 contains 4716 members Mstep: Class 11 contains 893 members Mstep: Class 12 contains 3454 members Mstep: Class 13 contains 7091 members Mstep: Class 14 contains 1078 members Mstep: Class 15 contains 251281 members Mstep: Class 16 contains 4645 members Mstep: Class 17 contains 14799 members Mstep: Class 18 contains 1298 members Mstep: Class 19 contains 513 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24317 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 342 members Mstep: Class 25 contains 16547 members Mstep: Class 26 contains 771 members Entering Unmasked Estep ConsiderDeletion Score: -15548334.000000 Penalty: 15165.835938 Iteration 192Q: 27 clusters Score -1.554833e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 821 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 334 members Mstep: Class 5 contains 963 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2362 members Mstep: Class 8 contains 2684 members Mstep: Class 9 contains 28730 members Mstep: Class 10 contains 4716 members Mstep: Class 11 contains 893 members Mstep: Class 12 contains 3454 members Mstep: Class 13 contains 7091 members Mstep: Class 14 contains 1078 members Mstep: Class 15 contains 251279 members Mstep: Class 16 contains 4642 members Mstep: Class 17 contains 14799 members Mstep: Class 18 contains 1298 members Mstep: Class 19 contains 513 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24321 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 342 members Mstep: Class 25 contains 16549 members Mstep: Class 26 contains 771 members Entering Unmasked Estep ConsiderDeletion Score: -15548336.000000 Penalty: 15165.835938 Iteration 193Q: 27 clusters Score -1.554834e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 821 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 334 members Mstep: Class 5 contains 961 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2362 members Mstep: Class 8 contains 2684 members Mstep: Class 9 contains 28729 members Mstep: Class 10 contains 4716 members Mstep: Class 11 contains 893 members Mstep: Class 12 contains 3454 members Mstep: Class 13 contains 7091 members Mstep: Class 14 contains 1078 members Mstep: Class 15 contains 251280 members Mstep: Class 16 contains 4641 members Mstep: Class 17 contains 14799 members Mstep: Class 18 contains 1298 members Mstep: Class 19 contains 513 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24322 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 342 members Mstep: Class 25 contains 16551 members Mstep: Class 26 contains 771 members Entering Unmasked Estep ConsiderDeletion Score: -15548326.000000 Penalty: 15165.835938 Iteration 194Q: 27 clusters Score -1.554833e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 821 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 334 members Mstep: Class 5 contains 960 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2362 members Mstep: Class 8 contains 2684 members Mstep: Class 9 contains 28729 members Mstep: Class 10 contains 4716 members Mstep: Class 11 contains 893 members Mstep: Class 12 contains 3454 members Mstep: Class 13 contains 7091 members Mstep: Class 14 contains 1078 members Mstep: Class 15 contains 251281 members Mstep: Class 16 contains 4638 members Mstep: Class 17 contains 14799 members Mstep: Class 18 contains 1298 members Mstep: Class 19 contains 513 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24323 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 342 members Mstep: Class 25 contains 16553 members Mstep: Class 26 contains 771 members Entering Unmasked Estep ConsiderDeletion Score: -15548337.000000 Penalty: 15165.835938 Iteration 195Q: 27 clusters Score -1.554834e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 821 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 334 members Mstep: Class 5 contains 960 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2362 members Mstep: Class 8 contains 2683 members Mstep: Class 9 contains 28729 members Mstep: Class 10 contains 4716 members Mstep: Class 11 contains 893 members Mstep: Class 12 contains 3454 members Mstep: Class 13 contains 7091 members Mstep: Class 14 contains 1078 members Mstep: Class 15 contains 251276 members Mstep: Class 16 contains 4635 members Mstep: Class 17 contains 14799 members Mstep: Class 18 contains 1298 members Mstep: Class 19 contains 513 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24328 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 342 members Mstep: Class 25 contains 16557 members Mstep: Class 26 contains 771 members Entering Unmasked Estep ConsiderDeletion Score: -15548344.000000 Penalty: 15165.835938 Iteration 196Q: 27 clusters Score -1.554834e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 821 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 334 members Mstep: Class 5 contains 960 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2362 members Mstep: Class 8 contains 2683 members Mstep: Class 9 contains 28729 members Mstep: Class 10 contains 4716 members Mstep: Class 11 contains 893 members Mstep: Class 12 contains 3454 members Mstep: Class 13 contains 7090 members Mstep: Class 14 contains 1078 members Mstep: Class 15 contains 251274 members Mstep: Class 16 contains 4633 members Mstep: Class 17 contains 14799 members Mstep: Class 18 contains 1298 members Mstep: Class 19 contains 513 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24327 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 342 members Mstep: Class 25 contains 16563 members Mstep: Class 26 contains 771 members Entering Unmasked Estep ConsiderDeletion Score: -15548336.000000 Penalty: 15165.835938 Iteration 197Q: 27 clusters Score -1.554834e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 821 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 334 members Mstep: Class 5 contains 959 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2362 members Mstep: Class 8 contains 2683 members Mstep: Class 9 contains 28729 members Mstep: Class 10 contains 4716 members Mstep: Class 11 contains 893 members Mstep: Class 12 contains 3454 members Mstep: Class 13 contains 7090 members Mstep: Class 14 contains 1078 members Mstep: Class 15 contains 251266 members Mstep: Class 16 contains 4632 members Mstep: Class 17 contains 14799 members Mstep: Class 18 contains 1298 members Mstep: Class 19 contains 513 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24328 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 342 members Mstep: Class 25 contains 16572 members Mstep: Class 26 contains 771 members Entering Unmasked Estep ConsiderDeletion Score: -15548344.000000 Penalty: 15165.835938 Iteration 198Q: 27 clusters Score -1.554834e+07 nChanged 22 Entering ConstructFrom: Score: -15548344.000000 Penalty: 15165.835938 Entering ConstructFrom: Trying to split cluster 1 (184 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Entering Unmasked Estep Score: -7636.351562 Penalty: 237.279572 Iteration 0F: 2 clusters Score -7636.352 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -7353.562500 Penalty: 474.559143 Iteration 0F: 3 clusters Score -7353.562 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -7400.443848 Penalty: 474.559143 Iteration 1F: 3 clusters Score -7400.444 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -7423.361816 Penalty: 474.559143 Iteration 2F: 3 clusters Score -7423.362 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -7427.864258 Penalty: 474.559143 Iteration 3Q: 3 clusters Score -7427.864 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -7435.044922 Penalty: 474.559143 Iteration 4Q: 3 clusters Score -7435.045 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -7441.552734 Penalty: 474.559143 Iteration 5Q: 3 clusters Score -7441.553 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 64 members Entering Unmasked Estep Score: -7449.302246 Penalty: 474.559143 Iteration 6Q: 3 clusters Score -7449.302 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -7465.174316 Penalty: 474.559143 Iteration 7Q: 3 clusters Score -7465.174 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -7469.031738 Penalty: 474.559143 Iteration 8Q: 3 clusters Score -7469.032 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -7469.031738 Penalty: 474.559143 Iteration 9F: 3 clusters Score -7469.032 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (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: -41135.933594 Penalty: 305.328796 Iteration 0F: 2 clusters Score -41135.93 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -40431.867188 Penalty: 610.657593 Iteration 0F: 3 clusters Score -40431.87 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -40618.187500 Penalty: 610.657593 Iteration 1F: 3 clusters Score -40618.19 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -40666.363281 Penalty: 610.657593 Iteration 2F: 3 clusters Score -40666.36 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -40688.328125 Penalty: 610.657593 Iteration 3Q: 3 clusters Score -40688.33 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -40700.367188 Penalty: 610.657593 Iteration 4Q: 3 clusters Score -40700.37 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -40709.703125 Penalty: 610.657593 Iteration 5Q: 3 clusters Score -40709.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -40723.625000 Penalty: 610.657593 Iteration 6Q: 3 clusters Score -40723.62 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -40735.730469 Penalty: 610.657593 Iteration 7Q: 3 clusters Score -40735.73 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -40746.960938 Penalty: 610.657593 Iteration 8Q: 3 clusters Score -40746.96 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -40756.964844 Penalty: 610.657593 Iteration 9Q: 3 clusters Score -40756.96 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -40767.742188 Penalty: 610.657593 Iteration 10Q: 3 clusters Score -40767.74 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -40773.265625 Penalty: 610.657593 Iteration 11Q: 3 clusters Score -40773.27 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -40779.671875 Penalty: 610.657593 Iteration 12Q: 3 clusters Score -40779.67 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -40784.843750 Penalty: 610.657593 Iteration 13Q: 3 clusters Score -40784.84 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -40786.917969 Penalty: 610.657593 Iteration 14Q: 3 clusters Score -40786.92 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -40789.933594 Penalty: 610.657593 Iteration 15Q: 3 clusters Score -40789.93 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -40794.332031 Penalty: 610.657593 Iteration 16Q: 3 clusters Score -40794.33 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -40798.183594 Penalty: 610.657593 Iteration 17Q: 3 clusters Score -40798.18 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -40802.871094 Penalty: 610.657593 Iteration 18Q: 3 clusters Score -40802.87 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -40805.734375 Penalty: 610.657593 Iteration 19Q: 3 clusters Score -40805.73 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -40810.320312 Penalty: 610.657593 Iteration 20F: 3 clusters Score -40810.32 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -40813.457031 Penalty: 610.657593 Iteration 21Q: 3 clusters Score -40813.46 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -40815.910156 Penalty: 610.657593 Iteration 22Q: 3 clusters Score -40815.91 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -40816.660156 Penalty: 610.657593 Iteration 23Q: 3 clusters Score -40816.66 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -40816.660156 Penalty: 610.657593 Iteration 24F: 3 clusters Score -40816.66 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (199 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Entering Unmasked Estep Score: -8184.769043 Penalty: 240.845367 Iteration 0F: 2 clusters Score -8184.769 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -7922.017578 Penalty: 481.690735 Iteration 0F: 3 clusters Score -7922.018 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -7970.063965 Penalty: 481.690735 Iteration 1F: 3 clusters Score -7970.064 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -7980.282715 Penalty: 481.690735 Iteration 2F: 3 clusters Score -7980.283 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -7990.229004 Penalty: 481.690735 Iteration 3Q: 3 clusters Score -7990.229 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -7990.229004 Penalty: 481.690735 Iteration 4F: 3 clusters Score -7990.229 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (334 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Entering Unmasked Estep Score: -12359.068359 Penalty: 264.406921 Iteration 0F: 2 clusters Score -12359.07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -11968.171875 Penalty: 528.813843 Iteration 0F: 3 clusters Score -11968.17 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -12039.554688 Penalty: 528.813843 Iteration 1F: 3 clusters Score -12039.55 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -12065.083008 Penalty: 528.813843 Iteration 2F: 3 clusters Score -12065.08 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -12085.178711 Penalty: 528.813843 Iteration 3Q: 3 clusters Score -12085.18 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -12094.308594 Penalty: 528.813843 Iteration 4Q: 3 clusters Score -12094.31 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -12099.859375 Penalty: 528.813843 Iteration 5Q: 3 clusters Score -12099.86 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -12101.775391 Penalty: 528.813843 Iteration 6Q: 3 clusters Score -12101.78 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -12103.325195 Penalty: 528.813843 Iteration 7Q: 3 clusters Score -12103.33 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -12104.395508 Penalty: 528.813843 Iteration 8Q: 3 clusters Score -12104.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -12106.281250 Penalty: 528.813843 Iteration 9Q: 3 clusters Score -12106.28 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -12106.786133 Penalty: 528.813843 Iteration 10Q: 3 clusters Score -12106.79 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -12106.786133 Penalty: 528.813843 Iteration 11F: 3 clusters Score -12106.79 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (960 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Entering Unmasked Estep Score: -36425.816406 Penalty: 312.445465 Iteration 0F: 2 clusters Score -36425.82 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -35652.089844 Penalty: 624.890930 Iteration 0F: 3 clusters Score -35652.09 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -35868.707031 Penalty: 624.890930 Iteration 1F: 3 clusters Score -35868.71 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -35920.828125 Penalty: 624.890930 Iteration 2F: 3 clusters Score -35920.83 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -35964.343750 Penalty: 624.890930 Iteration 3F: 3 clusters Score -35964.34 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -35998.960938 Penalty: 624.890930 Iteration 4F: 3 clusters Score -35998.96 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -36035.855469 Penalty: 624.890930 Iteration 5Q: 3 clusters Score -36035.86 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -36060.921875 Penalty: 624.890930 Iteration 6Q: 3 clusters Score -36060.92 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -36077.472656 Penalty: 624.890930 Iteration 7Q: 3 clusters Score -36077.47 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -36089.753906 Penalty: 624.890930 Iteration 8Q: 3 clusters Score -36089.75 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -36103.488281 Penalty: 624.890930 Iteration 9Q: 3 clusters Score -36103.49 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -36113.160156 Penalty: 624.890930 Iteration 10Q: 3 clusters Score -36113.16 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -36122.972656 Penalty: 624.890930 Iteration 11Q: 3 clusters Score -36122.97 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -36132.917969 Penalty: 624.890930 Iteration 12Q: 3 clusters Score -36132.92 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -36137.027344 Penalty: 624.890930 Iteration 13Q: 3 clusters Score -36137.03 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -36143.531250 Penalty: 624.890930 Iteration 14Q: 3 clusters Score -36143.53 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -36145.355469 Penalty: 624.890930 Iteration 15Q: 3 clusters Score -36145.36 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -36146.609375 Penalty: 624.890930 Iteration 16Q: 3 clusters Score -36146.61 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -36147.968750 Penalty: 624.890930 Iteration 17Q: 3 clusters Score -36147.97 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -36147.968750 Penalty: 624.890930 Iteration 18F: 3 clusters Score -36147.97 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (249 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Entering Unmasked Estep Score: -9346.308594 Penalty: 251.044098 Iteration 0F: 2 clusters Score -9346.309 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -9044.790039 Penalty: 502.088196 Iteration 0F: 3 clusters Score -9044.79 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -9170.923828 Penalty: 502.088196 Iteration 1F: 3 clusters Score -9170.924 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -9193.078125 Penalty: 502.088196 Iteration 2F: 3 clusters Score -9193.078 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 66 members Entering Unmasked Estep Score: -9203.695312 Penalty: 502.088196 Iteration 3Q: 3 clusters Score -9203.695 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 61 members Entering Unmasked Estep Score: -9210.518555 Penalty: 502.088196 Iteration 4Q: 3 clusters Score -9210.519 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -9212.596680 Penalty: 502.088196 Iteration 5Q: 3 clusters Score -9212.597 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -9212.596680 Penalty: 502.088196 Iteration 6F: 3 clusters Score -9212.597 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (2362 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2362 members Entering Unmasked Estep Score: -98722.687500 Penalty: 353.410492 Iteration 0F: 2 clusters Score -98722.69 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -97050.679688 Penalty: 706.820984 Iteration 0F: 3 clusters Score -97050.68 nChanged 1002 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -97581.195312 Penalty: 706.820984 Iteration 1F: 3 clusters Score -97581.2 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 1322 members Entering Unmasked Estep Score: -97644.718750 Penalty: 706.820984 Iteration 2F: 3 clusters Score -97644.72 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 1364 members Entering Unmasked Estep Score: -97696.226562 Penalty: 706.820984 Iteration 3Q: 3 clusters Score -97696.23 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 1418 members Entering Unmasked Estep Score: -97749.398438 Penalty: 706.820984 Iteration 4Q: 3 clusters Score -97749.4 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 1499 members Entering Unmasked Estep Score: -97819.812500 Penalty: 706.820984 Iteration 5Q: 3 clusters Score -97819.81 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 1600 members Entering Unmasked Estep Score: -97885.531250 Penalty: 706.820984 Iteration 6Q: 3 clusters Score -97885.53 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 1700 members Entering Unmasked Estep Score: -97956.007812 Penalty: 706.820984 Iteration 7Q: 3 clusters Score -97956.01 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 1808 members Entering Unmasked Estep Score: -98039.531250 Penalty: 706.820984 Iteration 8Q: 3 clusters Score -98039.53 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 1912 members Entering Unmasked Estep Score: -98113.648438 Penalty: 706.820984 Iteration 9Q: 3 clusters Score -98113.65 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 1999 members Entering Unmasked Estep Score: -98173.687500 Penalty: 706.820984 Iteration 10Q: 3 clusters Score -98173.69 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 2087 members Entering Unmasked Estep Score: -98238.250000 Penalty: 706.820984 Iteration 11Q: 3 clusters Score -98238.25 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 2164 members Entering Unmasked Estep Score: -98299.281250 Penalty: 706.820984 Iteration 12Q: 3 clusters Score -98299.28 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 2225 members Entering Unmasked Estep Score: -98366.898438 Penalty: 706.820984 Iteration 13Q: 3 clusters Score -98366.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 2255 members Entering Unmasked Estep Score: -98397.203125 Penalty: 706.820984 Iteration 14Q: 3 clusters Score -98397.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 2273 members Entering Unmasked Estep Score: -98422.921875 Penalty: 706.820984 Iteration 15Q: 3 clusters Score -98422.92 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 2281 members Entering Unmasked Estep Score: -98431.601562 Penalty: 706.820984 Iteration 16Q: 3 clusters Score -98431.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 2284 members Entering Unmasked Estep Score: -98436.093750 Penalty: 706.820984 Iteration 17Q: 3 clusters Score -98436.09 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 2287 members Entering Unmasked Estep Score: -98444.265625 Penalty: 706.820984 Iteration 18Q: 3 clusters Score -98444.27 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 2290 members Entering Unmasked Estep Score: -98450.515625 Penalty: 706.820984 Iteration 19Q: 3 clusters Score -98450.52 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 2292 members Entering Unmasked Estep Score: -98453.609375 Penalty: 706.820984 Iteration 20F: 3 clusters Score -98453.61 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 2293 members Entering Unmasked Estep Score: -98454.132812 Penalty: 706.820984 Iteration 21Q: 3 clusters Score -98454.13 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 2294 members Entering Unmasked Estep Score: -98455.078125 Penalty: 706.820984 Iteration 22Q: 3 clusters Score -98455.08 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 2295 members Entering Unmasked Estep Score: -98455.796875 Penalty: 706.820984 Iteration 23Q: 3 clusters Score -98455.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66 members Mstep: Class 2 contains 2296 members Entering Unmasked Estep Score: -98456.429688 Penalty: 706.820984 Iteration 24Q: 3 clusters Score -98456.43 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66 members Mstep: Class 2 contains 2296 members Entering Unmasked Estep Score: -98456.429688 Penalty: 706.820984 Iteration 25F: 3 clusters Score -98456.43 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (2683 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2683 members Entering Unmasked Estep Score: -112088.085938 Penalty: 359.208435 Iteration 0F: 2 clusters Score -112088.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -110217.054688 Penalty: 718.416870 Iteration 0F: 3 clusters Score -110217.1 nChanged 1156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1476 members Mstep: Class 2 contains 1207 members Entering Unmasked Estep Score: -110887.390625 Penalty: 718.416870 Iteration 1F: 3 clusters Score -110887.4 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1553 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -110986.617188 Penalty: 718.416870 Iteration 2F: 3 clusters Score -110986.6 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1631 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -111105.382812 Penalty: 718.416870 Iteration 3F: 3 clusters Score -111105.4 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1707 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -111244.656250 Penalty: 718.416870 Iteration 4F: 3 clusters Score -111244.7 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1763 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -111370.343750 Penalty: 718.416870 Iteration 5F: 3 clusters Score -111370.3 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1798 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -111444.953125 Penalty: 718.416870 Iteration 6Q: 3 clusters Score -111445 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1831 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -111500.695312 Penalty: 718.416870 Iteration 7Q: 3 clusters Score -111500.7 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1874 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -111537.859375 Penalty: 718.416870 Iteration 8Q: 3 clusters Score -111537.9 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1914 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -111571.296875 Penalty: 718.416870 Iteration 9Q: 3 clusters Score -111571.3 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1957 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -111602.609375 Penalty: 718.416870 Iteration 10Q: 3 clusters Score -111602.6 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1995 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -111636.203125 Penalty: 718.416870 Iteration 11Q: 3 clusters Score -111636.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2026 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -111668.343750 Penalty: 718.416870 Iteration 12Q: 3 clusters Score -111668.3 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2046 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -111695.664062 Penalty: 718.416870 Iteration 13Q: 3 clusters Score -111695.7 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2058 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -111726.835938 Penalty: 718.416870 Iteration 14Q: 3 clusters Score -111726.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2068 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -111758.250000 Penalty: 718.416870 Iteration 15Q: 3 clusters Score -111758.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2082 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -111782.515625 Penalty: 718.416870 Iteration 16Q: 3 clusters Score -111782.5 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2090 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -111808.585938 Penalty: 718.416870 Iteration 17Q: 3 clusters Score -111808.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2097 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -111833.250000 Penalty: 718.416870 Iteration 18Q: 3 clusters Score -111833.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2104 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -111852.242188 Penalty: 718.416870 Iteration 19Q: 3 clusters Score -111852.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2113 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -111871.757812 Penalty: 718.416870 Iteration 20F: 3 clusters Score -111871.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2125 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -111890.171875 Penalty: 718.416870 Iteration 21Q: 3 clusters Score -111890.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2131 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -111912.421875 Penalty: 718.416870 Iteration 22Q: 3 clusters Score -111912.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2132 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -111920.718750 Penalty: 718.416870 Iteration 23Q: 3 clusters Score -111920.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2137 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -111925.804688 Penalty: 718.416870 Iteration 24Q: 3 clusters Score -111925.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2137 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -111929.726562 Penalty: 718.416870 Iteration 25Q: 3 clusters Score -111929.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2136 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -111930.414062 Penalty: 718.416870 Iteration 26Q: 3 clusters Score -111930.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2134 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -111931.890625 Penalty: 718.416870 Iteration 27Q: 3 clusters Score -111931.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2132 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -111933.273438 Penalty: 718.416870 Iteration 28Q: 3 clusters Score -111933.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2127 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -111934.585938 Penalty: 718.416870 Iteration 29Q: 3 clusters Score -111934.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2125 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -111935.078125 Penalty: 718.416870 Iteration 30Q: 3 clusters Score -111935.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2123 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -111935.820312 Penalty: 718.416870 Iteration 31Q: 3 clusters Score -111935.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2124 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -111936.812500 Penalty: 718.416870 Iteration 32Q: 3 clusters Score -111936.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2124 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -111937.250000 Penalty: 718.416870 Iteration 33Q: 3 clusters Score -111937.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2126 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -111937.500000 Penalty: 718.416870 Iteration 34Q: 3 clusters Score -111937.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2128 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -111938.117188 Penalty: 718.416870 Iteration 35Q: 3 clusters Score -111938.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2130 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -111939.312500 Penalty: 718.416870 Iteration 36Q: 3 clusters Score -111939.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2129 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -111940.671875 Penalty: 718.416870 Iteration 37Q: 3 clusters Score -111940.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2126 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -111941.171875 Penalty: 718.416870 Iteration 38Q: 3 clusters Score -111941.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2124 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -111941.671875 Penalty: 718.416870 Iteration 39Q: 3 clusters Score -111941.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2121 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -111942.570312 Penalty: 718.416870 Iteration 40F: 3 clusters Score -111942.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2118 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -111942.968750 Penalty: 718.416870 Iteration 41Q: 3 clusters Score -111943 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2116 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -111943.250000 Penalty: 718.416870 Iteration 42Q: 3 clusters Score -111943.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2115 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -111943.671875 Penalty: 718.416870 Iteration 43Q: 3 clusters Score -111943.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2114 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -111943.859375 Penalty: 718.416870 Iteration 44Q: 3 clusters Score -111943.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2111 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -111944.265625 Penalty: 718.416870 Iteration 45Q: 3 clusters Score -111944.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2111 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -111944.265625 Penalty: 718.416870 Iteration 46F: 3 clusters Score -111944.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (28729 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28729 members Entering Unmasked Estep Score: -1260780.125000 Penalty: 467.087616 Iteration 0F: 2 clusters Score -1260780 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14318 members Mstep: Class 2 contains 14411 members Entering Unmasked Estep Score: -1241624.500000 Penalty: 934.175232 Iteration 0F: 3 clusters Score -1241624 nChanged 13817 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13273 members Mstep: Class 2 contains 15456 members Entering Unmasked Estep Score: -1249866.625000 Penalty: 934.175232 Iteration 1F: 3 clusters Score -1249867 nChanged 1393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12504 members Mstep: Class 2 contains 16225 members Entering Unmasked Estep Score: -1250500.000000 Penalty: 934.175232 Iteration 2Q: 3 clusters Score -1250500 nChanged 1643 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11421 members Mstep: Class 2 contains 17308 members Entering Unmasked Estep Score: -1251481.375000 Penalty: 934.175232 Iteration 3F: 3 clusters Score -1251481 nChanged 1942 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10109 members Mstep: Class 2 contains 18620 members Entering Unmasked Estep Score: -1252766.000000 Penalty: 934.175232 Iteration 4F: 3 clusters Score -1252766 nChanged 1796 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8833 members Mstep: Class 2 contains 19896 members Entering Unmasked Estep Score: -1254049.875000 Penalty: 934.175232 Iteration 5F: 3 clusters Score -1254050 nChanged 1622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7645 members Mstep: Class 2 contains 21084 members Entering Unmasked Estep Score: -1255310.000000 Penalty: 934.175232 Iteration 6F: 3 clusters Score -1255310 nChanged 1301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6724 members Mstep: Class 2 contains 22005 members Entering Unmasked Estep Score: -1256198.375000 Penalty: 934.175232 Iteration 7Q: 3 clusters Score -1256198 nChanged 948 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5996 members Mstep: Class 2 contains 22733 members Entering Unmasked Estep Score: -1256730.875000 Penalty: 934.175232 Iteration 8Q: 3 clusters Score -1256731 nChanged 718 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5336 members Mstep: Class 2 contains 23393 members Entering Unmasked Estep Score: -1257080.750000 Penalty: 934.175232 Iteration 9Q: 3 clusters Score -1257081 nChanged 674 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4664 members Mstep: Class 2 contains 24065 members Entering Unmasked Estep Score: -1257410.500000 Penalty: 934.175232 Iteration 10Q: 3 clusters Score -1257410 nChanged 647 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4017 members Mstep: Class 2 contains 24712 members Entering Unmasked Estep Score: -1257738.875000 Penalty: 934.175232 Iteration 11Q: 3 clusters Score -1257739 nChanged 640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3377 members Mstep: Class 2 contains 25352 members Entering Unmasked Estep Score: -1258106.375000 Penalty: 934.175232 Iteration 12Q: 3 clusters Score -1258106 nChanged 611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2766 members Mstep: Class 2 contains 25963 members Entering Unmasked Estep Score: -1258490.000000 Penalty: 934.175232 Iteration 13Q: 3 clusters Score -1258490 nChanged 577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2189 members Mstep: Class 2 contains 26540 members Entering Unmasked Estep Score: -1258878.875000 Penalty: 934.175232 Iteration 14Q: 3 clusters Score -1258879 nChanged 503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1686 members Mstep: Class 2 contains 27043 members Entering Unmasked Estep Score: -1259236.625000 Penalty: 934.175232 Iteration 15Q: 3 clusters Score -1259237 nChanged 432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 27475 members Entering Unmasked Estep Score: -1259559.875000 Penalty: 934.175232 Iteration 16Q: 3 clusters Score -1259560 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 27767 members Entering Unmasked Estep Score: -1259771.250000 Penalty: 934.175232 Iteration 17Q: 3 clusters Score -1259771 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 28007 members Entering Unmasked Estep Score: -1259957.375000 Penalty: 934.175232 Iteration 18Q: 3 clusters Score -1259957 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 28182 members Entering Unmasked Estep Score: -1260090.500000 Penalty: 934.175232 Iteration 19Q: 3 clusters Score -1260090 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 28308 members Entering Unmasked Estep Score: -1260211.750000 Penalty: 934.175232 Iteration 20F: 3 clusters Score -1260212 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 28396 members Entering Unmasked Estep Score: -1260296.000000 Penalty: 934.175232 Iteration 21Q: 3 clusters Score -1260296 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 28447 members Entering Unmasked Estep Score: -1260346.375000 Penalty: 934.175232 Iteration 22Q: 3 clusters Score -1260346 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 28475 members Entering Unmasked Estep Score: -1260368.625000 Penalty: 934.175232 Iteration 23Q: 3 clusters Score -1260369 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 28495 members Entering Unmasked Estep Score: -1260382.250000 Penalty: 934.175232 Iteration 24Q: 3 clusters Score -1260382 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 28508 members Entering Unmasked Estep Score: -1260394.125000 Penalty: 934.175232 Iteration 25Q: 3 clusters Score -1260394 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 28513 members Entering Unmasked Estep Score: -1260398.625000 Penalty: 934.175232 Iteration 26Q: 3 clusters Score -1260399 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 28520 members Entering Unmasked Estep Score: -1260404.250000 Penalty: 934.175232 Iteration 27Q: 3 clusters Score -1260404 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 28525 members Entering Unmasked Estep Score: -1260410.000000 Penalty: 934.175232 Iteration 28Q: 3 clusters Score -1260410 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 28530 members Entering Unmasked Estep Score: -1260412.500000 Penalty: 934.175232 Iteration 29Q: 3 clusters Score -1260412 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 28533 members Entering Unmasked Estep Score: -1260412.375000 Penalty: 934.175232 Iteration 30Q: 3 clusters Score -1260412 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 28533 members Entering Unmasked Estep Score: -1260411.250000 Penalty: 934.175232 Iteration 31Q: 3 clusters Score -1260411 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 28534 members Entering Unmasked Estep Score: -1260411.250000 Penalty: 934.175232 Iteration 32Q: 3 clusters Score -1260411 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 28534 members Entering Unmasked Estep Score: -1260411.250000 Penalty: 934.175232 Iteration 33F: 3 clusters Score -1260411 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (4716 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4716 members Entering Unmasked Estep Score: -221109.625000 Penalty: 384.871582 Iteration 0F: 2 clusters Score -221109.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2366 members Mstep: Class 2 contains 2350 members Entering Unmasked Estep Score: -217919.484375 Penalty: 769.743164 Iteration 0F: 3 clusters Score -217919.5 nChanged 2122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2338 members Mstep: Class 2 contains 2378 members Entering Unmasked Estep Score: -219050.640625 Penalty: 769.743164 Iteration 1F: 3 clusters Score -219050.6 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2325 members Mstep: Class 2 contains 2391 members Entering Unmasked Estep Score: -219161.375000 Penalty: 769.743164 Iteration 2F: 3 clusters Score -219161.4 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2290 members Mstep: Class 2 contains 2426 members Entering Unmasked Estep Score: -219273.859375 Penalty: 769.743164 Iteration 3F: 3 clusters Score -219273.9 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2273 members Mstep: Class 2 contains 2443 members Entering Unmasked Estep Score: -219444.015625 Penalty: 769.743164 Iteration 4F: 3 clusters Score -219444 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2229 members Mstep: Class 2 contains 2487 members Entering Unmasked Estep Score: -219676.375000 Penalty: 769.743164 Iteration 5F: 3 clusters Score -219676.4 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2205 members Mstep: Class 2 contains 2511 members Entering Unmasked Estep Score: -219918.843750 Penalty: 769.743164 Iteration 6F: 3 clusters Score -219918.8 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2198 members Mstep: Class 2 contains 2518 members Entering Unmasked Estep Score: -220069.140625 Penalty: 769.743164 Iteration 7F: 3 clusters Score -220069.1 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2175 members Mstep: Class 2 contains 2541 members Entering Unmasked Estep Score: -220133.656250 Penalty: 769.743164 Iteration 8Q: 3 clusters Score -220133.7 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2155 members Mstep: Class 2 contains 2561 members Entering Unmasked Estep Score: -220168.906250 Penalty: 769.743164 Iteration 9Q: 3 clusters Score -220168.9 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2133 members Mstep: Class 2 contains 2583 members Entering Unmasked Estep Score: -220195.078125 Penalty: 769.743164 Iteration 10Q: 3 clusters Score -220195.1 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2116 members Mstep: Class 2 contains 2600 members Entering Unmasked Estep Score: -220217.000000 Penalty: 769.743164 Iteration 11Q: 3 clusters Score -220217 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2107 members Mstep: Class 2 contains 2609 members Entering Unmasked Estep Score: -220234.000000 Penalty: 769.743164 Iteration 12Q: 3 clusters Score -220234 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2089 members Mstep: Class 2 contains 2627 members Entering Unmasked Estep Score: -220250.531250 Penalty: 769.743164 Iteration 13Q: 3 clusters Score -220250.5 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2065 members Mstep: Class 2 contains 2651 members Entering Unmasked Estep Score: -220265.140625 Penalty: 769.743164 Iteration 14Q: 3 clusters Score -220265.1 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2045 members Mstep: Class 2 contains 2671 members Entering Unmasked Estep Score: -220277.140625 Penalty: 769.743164 Iteration 15Q: 3 clusters Score -220277.1 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2033 members Mstep: Class 2 contains 2683 members Entering Unmasked Estep Score: -220290.000000 Penalty: 769.743164 Iteration 16Q: 3 clusters Score -220290 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2018 members Mstep: Class 2 contains 2698 members Entering Unmasked Estep Score: -220309.156250 Penalty: 769.743164 Iteration 17Q: 3 clusters Score -220309.2 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2006 members Mstep: Class 2 contains 2710 members Entering Unmasked Estep Score: -220328.031250 Penalty: 769.743164 Iteration 18Q: 3 clusters Score -220328 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1990 members Mstep: Class 2 contains 2726 members Entering Unmasked Estep Score: -220341.453125 Penalty: 769.743164 Iteration 19Q: 3 clusters Score -220341.5 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1960 members Mstep: Class 2 contains 2756 members Entering Unmasked Estep Score: -220354.140625 Penalty: 769.743164 Iteration 20F: 3 clusters Score -220354.1 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1938 members Mstep: Class 2 contains 2778 members Entering Unmasked Estep Score: -220367.328125 Penalty: 769.743164 Iteration 21Q: 3 clusters Score -220367.3 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1916 members Mstep: Class 2 contains 2800 members Entering Unmasked Estep Score: -220380.093750 Penalty: 769.743164 Iteration 22Q: 3 clusters Score -220380.1 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1883 members Mstep: Class 2 contains 2833 members Entering Unmasked Estep Score: -220397.890625 Penalty: 769.743164 Iteration 23Q: 3 clusters Score -220397.9 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1836 members Mstep: Class 2 contains 2880 members Entering Unmasked Estep Score: -220416.015625 Penalty: 769.743164 Iteration 24Q: 3 clusters Score -220416 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1786 members Mstep: Class 2 contains 2930 members Entering Unmasked Estep Score: -220436.593750 Penalty: 769.743164 Iteration 25Q: 3 clusters Score -220436.6 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1732 members Mstep: Class 2 contains 2984 members Entering Unmasked Estep Score: -220458.312500 Penalty: 769.743164 Iteration 26Q: 3 clusters Score -220458.3 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1687 members Mstep: Class 2 contains 3029 members Entering Unmasked Estep Score: -220473.890625 Penalty: 769.743164 Iteration 27Q: 3 clusters Score -220473.9 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1643 members Mstep: Class 2 contains 3073 members Entering Unmasked Estep Score: -220485.953125 Penalty: 769.743164 Iteration 28Q: 3 clusters Score -220486 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1607 members Mstep: Class 2 contains 3109 members Entering Unmasked Estep Score: -220495.156250 Penalty: 769.743164 Iteration 29Q: 3 clusters Score -220495.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1571 members Mstep: Class 2 contains 3145 members Entering Unmasked Estep Score: -220505.812500 Penalty: 769.743164 Iteration 30Q: 3 clusters Score -220505.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1533 members Mstep: Class 2 contains 3183 members Entering Unmasked Estep Score: -220516.640625 Penalty: 769.743164 Iteration 31Q: 3 clusters Score -220516.6 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1482 members Mstep: Class 2 contains 3234 members Entering Unmasked Estep Score: -220530.468750 Penalty: 769.743164 Iteration 32Q: 3 clusters Score -220530.5 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1437 members Mstep: Class 2 contains 3279 members Entering Unmasked Estep Score: -220542.546875 Penalty: 769.743164 Iteration 33Q: 3 clusters Score -220542.5 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1398 members Mstep: Class 2 contains 3318 members Entering Unmasked Estep Score: -220552.031250 Penalty: 769.743164 Iteration 34Q: 3 clusters Score -220552 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 3350 members Entering Unmasked Estep Score: -220558.859375 Penalty: 769.743164 Iteration 35Q: 3 clusters Score -220558.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1336 members Mstep: Class 2 contains 3380 members Entering Unmasked Estep Score: -220564.562500 Penalty: 769.743164 Iteration 36Q: 3 clusters Score -220564.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 3407 members Entering Unmasked Estep Score: -220569.234375 Penalty: 769.743164 Iteration 37Q: 3 clusters Score -220569.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1286 members Mstep: Class 2 contains 3430 members Entering Unmasked Estep Score: -220572.671875 Penalty: 769.743164 Iteration 38Q: 3 clusters Score -220572.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1261 members Mstep: Class 2 contains 3455 members Entering Unmasked Estep Score: -220578.046875 Penalty: 769.743164 Iteration 39Q: 3 clusters Score -220578 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 3478 members Entering Unmasked Estep Score: -220582.656250 Penalty: 769.743164 Iteration 40F: 3 clusters Score -220582.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 3501 members Entering Unmasked Estep Score: -220587.375000 Penalty: 769.743164 Iteration 41Q: 3 clusters Score -220587.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 3526 members Entering Unmasked Estep Score: -220592.343750 Penalty: 769.743164 Iteration 42Q: 3 clusters Score -220592.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1162 members Mstep: Class 2 contains 3554 members Entering Unmasked Estep Score: -220599.093750 Penalty: 769.743164 Iteration 43Q: 3 clusters Score -220599.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 3582 members Entering Unmasked Estep Score: -220605.453125 Penalty: 769.743164 Iteration 44Q: 3 clusters Score -220605.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 3607 members Entering Unmasked Estep Score: -220612.546875 Penalty: 769.743164 Iteration 45Q: 3 clusters Score -220612.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 3642 members Entering Unmasked Estep Score: -220623.328125 Penalty: 769.743164 Iteration 46Q: 3 clusters Score -220623.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 3673 members Entering Unmasked Estep Score: -220631.656250 Penalty: 769.743164 Iteration 47Q: 3 clusters Score -220631.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 3697 members Entering Unmasked Estep Score: -220636.718750 Penalty: 769.743164 Iteration 48Q: 3 clusters Score -220636.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 3720 members Entering Unmasked Estep Score: -220643.390625 Penalty: 769.743164 Iteration 49Q: 3 clusters Score -220643.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 3747 members Entering Unmasked Estep Score: -220652.828125 Penalty: 769.743164 Iteration 50Q: 3 clusters Score -220652.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 3777 members Entering Unmasked Estep Score: -220661.953125 Penalty: 769.743164 Iteration 51Q: 3 clusters Score -220662 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 3807 members Entering Unmasked Estep Score: -220672.859375 Penalty: 769.743164 Iteration 52Q: 3 clusters Score -220672.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 3837 members Entering Unmasked Estep Score: -220680.515625 Penalty: 769.743164 Iteration 53Q: 3 clusters Score -220680.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 3856 members Entering Unmasked Estep Score: -220684.296875 Penalty: 769.743164 Iteration 54Q: 3 clusters Score -220684.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 3875 members Entering Unmasked Estep Score: -220690.062500 Penalty: 769.743164 Iteration 55Q: 3 clusters Score -220690.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 3892 members Entering Unmasked Estep Score: -220695.421875 Penalty: 769.743164 Iteration 56Q: 3 clusters Score -220695.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 3915 members Entering Unmasked Estep Score: -220704.000000 Penalty: 769.743164 Iteration 57Q: 3 clusters Score -220704 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 3942 members Entering Unmasked Estep Score: -220712.421875 Penalty: 769.743164 Iteration 58Q: 3 clusters Score -220712.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 3970 members Entering Unmasked Estep Score: -220720.578125 Penalty: 769.743164 Iteration 59Q: 3 clusters Score -220720.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 3993 members Entering Unmasked Estep Score: -220727.656250 Penalty: 769.743164 Iteration 60F: 3 clusters Score -220727.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 4012 members Entering Unmasked Estep Score: -220732.390625 Penalty: 769.743164 Iteration 61Q: 3 clusters Score -220732.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 4028 members Entering Unmasked Estep Score: -220735.359375 Penalty: 769.743164 Iteration 62Q: 3 clusters Score -220735.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 4046 members Entering Unmasked Estep Score: -220739.468750 Penalty: 769.743164 Iteration 63Q: 3 clusters Score -220739.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 4060 members Entering Unmasked Estep Score: -220742.593750 Penalty: 769.743164 Iteration 64Q: 3 clusters Score -220742.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 4071 members Entering Unmasked Estep Score: -220745.000000 Penalty: 769.743164 Iteration 65Q: 3 clusters Score -220745 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 4086 members Entering Unmasked Estep Score: -220749.687500 Penalty: 769.743164 Iteration 66Q: 3 clusters Score -220749.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 4102 members Entering Unmasked Estep Score: -220753.781250 Penalty: 769.743164 Iteration 67Q: 3 clusters Score -220753.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 4117 members Entering Unmasked Estep Score: -220759.656250 Penalty: 769.743164 Iteration 68Q: 3 clusters Score -220759.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 4129 members Entering Unmasked Estep Score: -220763.390625 Penalty: 769.743164 Iteration 69Q: 3 clusters Score -220763.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 4140 members Entering Unmasked Estep Score: -220767.015625 Penalty: 769.743164 Iteration 70Q: 3 clusters Score -220767 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 4147 members Entering Unmasked Estep Score: -220768.296875 Penalty: 769.743164 Iteration 71Q: 3 clusters Score -220768.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 4151 members Entering Unmasked Estep Score: -220769.437500 Penalty: 769.743164 Iteration 72Q: 3 clusters Score -220769.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 4152 members Entering Unmasked Estep Score: -220769.906250 Penalty: 769.743164 Iteration 73Q: 3 clusters Score -220769.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 4152 members Entering Unmasked Estep Score: -220769.906250 Penalty: 769.743164 Iteration 74F: 3 clusters Score -220769.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (893 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Entering Unmasked Estep Score: -40192.281250 Penalty: 309.153687 Iteration 0F: 2 clusters Score -40192.28 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -39442.332031 Penalty: 618.307373 Iteration 0F: 3 clusters Score -39442.33 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -39653.734375 Penalty: 618.307373 Iteration 1F: 3 clusters Score -39653.73 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -39723.824219 Penalty: 618.307373 Iteration 2F: 3 clusters Score -39723.82 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -39780.738281 Penalty: 618.307373 Iteration 3F: 3 clusters Score -39780.74 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -39826.890625 Penalty: 618.307373 Iteration 4F: 3 clusters Score -39826.89 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -39855.617188 Penalty: 618.307373 Iteration 5Q: 3 clusters Score -39855.62 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -39874.144531 Penalty: 618.307373 Iteration 6Q: 3 clusters Score -39874.14 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -39883.937500 Penalty: 618.307373 Iteration 7Q: 3 clusters Score -39883.94 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -39893.890625 Penalty: 618.307373 Iteration 8Q: 3 clusters Score -39893.89 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -39896.214844 Penalty: 618.307373 Iteration 9Q: 3 clusters Score -39896.21 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -39897.957031 Penalty: 618.307373 Iteration 10Q: 3 clusters Score -39897.96 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -39899.941406 Penalty: 618.307373 Iteration 11Q: 3 clusters Score -39899.94 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -39903.527344 Penalty: 618.307373 Iteration 12Q: 3 clusters Score -39903.53 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -39905.675781 Penalty: 618.307373 Iteration 13Q: 3 clusters Score -39905.68 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -39908.964844 Penalty: 618.307373 Iteration 14Q: 3 clusters Score -39908.96 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -39912.183594 Penalty: 618.307373 Iteration 15Q: 3 clusters Score -39912.18 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -39915.867188 Penalty: 618.307373 Iteration 16Q: 3 clusters Score -39915.87 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -39921.289062 Penalty: 618.307373 Iteration 17Q: 3 clusters Score -39921.29 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -39923.691406 Penalty: 618.307373 Iteration 18Q: 3 clusters Score -39923.69 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -39923.800781 Penalty: 618.307373 Iteration 19Q: 3 clusters Score -39923.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -39924.273438 Penalty: 618.307373 Iteration 20F: 3 clusters Score -39924.27 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -39925.136719 Penalty: 618.307373 Iteration 21Q: 3 clusters Score -39925.14 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -39925.449219 Penalty: 618.307373 Iteration 22Q: 3 clusters Score -39925.45 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -39925.449219 Penalty: 618.307373 Iteration 23F: 3 clusters Score -39925.45 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (3454 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3454 members Entering Unmasked Estep Score: -168414.000000 Penalty: 370.701630 Iteration 0F: 2 clusters Score -168414 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1742 members Mstep: Class 2 contains 1712 members Entering Unmasked Estep Score: -165980.640625 Penalty: 741.403259 Iteration 0F: 3 clusters Score -165980.6 nChanged 1508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1858 members Mstep: Class 2 contains 1596 members Entering Unmasked Estep Score: -166833.406250 Penalty: 741.403259 Iteration 1F: 3 clusters Score -166833.4 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1916 members Mstep: Class 2 contains 1538 members Entering Unmasked Estep Score: -166926.062500 Penalty: 741.403259 Iteration 2F: 3 clusters Score -166926.1 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1986 members Mstep: Class 2 contains 1468 members Entering Unmasked Estep Score: -167024.703125 Penalty: 741.403259 Iteration 3F: 3 clusters Score -167024.7 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2053 members Mstep: Class 2 contains 1401 members Entering Unmasked Estep Score: -167156.984375 Penalty: 741.403259 Iteration 4F: 3 clusters Score -167157 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2125 members Mstep: Class 2 contains 1329 members Entering Unmasked Estep Score: -167336.015625 Penalty: 741.403259 Iteration 5F: 3 clusters Score -167336 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2194 members Mstep: Class 2 contains 1260 members Entering Unmasked Estep Score: -167482.359375 Penalty: 741.403259 Iteration 6F: 3 clusters Score -167482.4 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2239 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -167569.593750 Penalty: 741.403259 Iteration 7Q: 3 clusters Score -167569.6 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2276 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -167608.375000 Penalty: 741.403259 Iteration 8Q: 3 clusters Score -167608.4 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2304 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -167625.046875 Penalty: 741.403259 Iteration 9Q: 3 clusters Score -167625 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2346 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -167646.671875 Penalty: 741.403259 Iteration 10Q: 3 clusters Score -167646.7 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2390 members Mstep: Class 2 contains 1064 members Entering Unmasked Estep Score: -167670.406250 Penalty: 741.403259 Iteration 11Q: 3 clusters Score -167670.4 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2442 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -167698.031250 Penalty: 741.403259 Iteration 12Q: 3 clusters Score -167698 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2493 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -167721.109375 Penalty: 741.403259 Iteration 13Q: 3 clusters Score -167721.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2531 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -167733.859375 Penalty: 741.403259 Iteration 14Q: 3 clusters Score -167733.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2561 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -167745.890625 Penalty: 741.403259 Iteration 15Q: 3 clusters Score -167745.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2585 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -167753.875000 Penalty: 741.403259 Iteration 16Q: 3 clusters Score -167753.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2613 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -167763.062500 Penalty: 741.403259 Iteration 17Q: 3 clusters Score -167763.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2633 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -167768.468750 Penalty: 741.403259 Iteration 18Q: 3 clusters Score -167768.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2653 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -167775.187500 Penalty: 741.403259 Iteration 19Q: 3 clusters Score -167775.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2676 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -167783.109375 Penalty: 741.403259 Iteration 20F: 3 clusters Score -167783.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2694 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -167788.437500 Penalty: 741.403259 Iteration 21Q: 3 clusters Score -167788.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2711 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -167793.328125 Penalty: 741.403259 Iteration 22Q: 3 clusters Score -167793.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2725 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -167796.500000 Penalty: 741.403259 Iteration 23Q: 3 clusters Score -167796.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2735 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -167800.046875 Penalty: 741.403259 Iteration 24Q: 3 clusters Score -167800 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2748 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -167803.140625 Penalty: 741.403259 Iteration 25Q: 3 clusters Score -167803.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2754 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -167804.734375 Penalty: 741.403259 Iteration 26Q: 3 clusters Score -167804.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2763 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -167806.296875 Penalty: 741.403259 Iteration 27Q: 3 clusters Score -167806.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2773 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -167808.453125 Penalty: 741.403259 Iteration 28Q: 3 clusters Score -167808.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2783 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -167810.562500 Penalty: 741.403259 Iteration 29Q: 3 clusters Score -167810.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2793 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -167813.187500 Penalty: 741.403259 Iteration 30Q: 3 clusters Score -167813.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2804 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -167816.171875 Penalty: 741.403259 Iteration 31Q: 3 clusters Score -167816.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2816 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -167818.390625 Penalty: 741.403259 Iteration 32Q: 3 clusters Score -167818.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2825 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -167819.312500 Penalty: 741.403259 Iteration 33Q: 3 clusters Score -167819.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2827 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -167819.765625 Penalty: 741.403259 Iteration 34Q: 3 clusters Score -167819.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2829 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -167820.093750 Penalty: 741.403259 Iteration 35Q: 3 clusters Score -167820.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2831 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -167820.281250 Penalty: 741.403259 Iteration 36Q: 3 clusters Score -167820.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2832 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -167820.171875 Penalty: 741.403259 Iteration 37Q: 3 clusters Score -167820.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2833 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -167820.421875 Penalty: 741.403259 Iteration 38Q: 3 clusters Score -167820.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2835 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -167820.531250 Penalty: 741.403259 Iteration 39Q: 3 clusters Score -167820.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2835 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -167820.531250 Penalty: 741.403259 Iteration 40F: 3 clusters Score -167820.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (7089 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7089 members Entering Unmasked Estep Score: -308302.187500 Penalty: 403.416626 Iteration 0F: 2 clusters Score -308302.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3489 members Mstep: Class 2 contains 3600 members Entering Unmasked Estep Score: -303548.125000 Penalty: 806.833252 Iteration 0F: 3 clusters Score -303548.1 nChanged 3228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3125 members Mstep: Class 2 contains 3964 members Entering Unmasked Estep Score: -305349.125000 Penalty: 806.833252 Iteration 1F: 3 clusters Score -305349.1 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2936 members Mstep: Class 2 contains 4153 members Entering Unmasked Estep Score: -305525.218750 Penalty: 806.833252 Iteration 2F: 3 clusters Score -305525.2 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2667 members Mstep: Class 2 contains 4422 members Entering Unmasked Estep Score: -305725.781250 Penalty: 806.833252 Iteration 3F: 3 clusters Score -305725.8 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2314 members Mstep: Class 2 contains 4775 members Entering Unmasked Estep Score: -305970.656250 Penalty: 806.833252 Iteration 4F: 3 clusters Score -305970.7 nChanged 460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1880 members Mstep: Class 2 contains 5209 members Entering Unmasked Estep Score: -306299.093750 Penalty: 806.833252 Iteration 5F: 3 clusters Score -306299.1 nChanged 525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 5724 members Entering Unmasked Estep Score: -306735.375000 Penalty: 806.833252 Iteration 6F: 3 clusters Score -306735.4 nChanged 501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 6223 members Entering Unmasked Estep Score: -307213.125000 Penalty: 806.833252 Iteration 7F: 3 clusters Score -307213.1 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 6579 members Entering Unmasked Estep Score: -307578.437500 Penalty: 806.833252 Iteration 8F: 3 clusters Score -307578.4 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 6771 members Entering Unmasked Estep Score: -307783.656250 Penalty: 806.833252 Iteration 9Q: 3 clusters Score -307783.7 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 6851 members Entering Unmasked Estep Score: -307860.875000 Penalty: 806.833252 Iteration 10Q: 3 clusters Score -307860.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 6885 members Entering Unmasked Estep Score: -307886.093750 Penalty: 806.833252 Iteration 11Q: 3 clusters Score -307886.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 6903 members Entering Unmasked Estep Score: -307901.625000 Penalty: 806.833252 Iteration 12Q: 3 clusters Score -307901.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 6918 members Entering Unmasked Estep Score: -307914.437500 Penalty: 806.833252 Iteration 13Q: 3 clusters Score -307914.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 6924 members Entering Unmasked Estep Score: -307927.312500 Penalty: 806.833252 Iteration 14Q: 3 clusters Score -307927.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 6935 members Entering Unmasked Estep Score: -307938.250000 Penalty: 806.833252 Iteration 15Q: 3 clusters Score -307938.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 6946 members Entering Unmasked Estep Score: -307949.125000 Penalty: 806.833252 Iteration 16Q: 3 clusters Score -307949.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 6952 members Entering Unmasked Estep Score: -307959.000000 Penalty: 806.833252 Iteration 17Q: 3 clusters Score -307959 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 6959 members Entering Unmasked Estep Score: -307967.656250 Penalty: 806.833252 Iteration 18Q: 3 clusters Score -307967.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 6963 members Entering Unmasked Estep Score: -307970.156250 Penalty: 806.833252 Iteration 19Q: 3 clusters Score -307970.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 6962 members Entering Unmasked Estep Score: -307970.250000 Penalty: 806.833252 Iteration 20F: 3 clusters Score -307970.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (1078 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Entering Unmasked Estep Score: -49379.667969 Penalty: 317.720276 Iteration 0F: 2 clusters Score -49379.67 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -48534.332031 Penalty: 635.440552 Iteration 0F: 3 clusters Score -48534.33 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -48780.863281 Penalty: 635.440552 Iteration 1F: 3 clusters Score -48780.86 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -48827.628906 Penalty: 635.440552 Iteration 2F: 3 clusters Score -48827.63 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -48875.476562 Penalty: 635.440552 Iteration 3F: 3 clusters Score -48875.48 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -48913.804688 Penalty: 635.440552 Iteration 4F: 3 clusters Score -48913.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -48949.132812 Penalty: 635.440552 Iteration 5Q: 3 clusters Score -48949.13 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -48982.515625 Penalty: 635.440552 Iteration 6Q: 3 clusters Score -48982.52 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -49007.027344 Penalty: 635.440552 Iteration 7Q: 3 clusters Score -49007.03 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -49023.144531 Penalty: 635.440552 Iteration 8Q: 3 clusters Score -49023.14 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -49037.468750 Penalty: 635.440552 Iteration 9Q: 3 clusters Score -49037.47 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -49056.648438 Penalty: 635.440552 Iteration 10Q: 3 clusters Score -49056.65 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -49072.222656 Penalty: 635.440552 Iteration 11Q: 3 clusters Score -49072.22 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -49086.730469 Penalty: 635.440552 Iteration 12Q: 3 clusters Score -49086.73 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -49090.441406 Penalty: 635.440552 Iteration 13Q: 3 clusters Score -49090.44 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -49097.222656 Penalty: 635.440552 Iteration 14Q: 3 clusters Score -49097.22 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -49107.132812 Penalty: 635.440552 Iteration 15Q: 3 clusters Score -49107.13 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -49113.214844 Penalty: 635.440552 Iteration 16Q: 3 clusters Score -49113.21 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -49113.734375 Penalty: 635.440552 Iteration 17Q: 3 clusters Score -49113.73 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -49113.734375 Penalty: 635.440552 Iteration 18F: 3 clusters Score -49113.73 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (251262 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251262 members Entering Unmasked Estep Score: -10840909.000000 Penalty: 565.758484 Iteration 0F: 2 clusters Score -1.084091e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125962 members Mstep: Class 2 contains 125300 members Entering Unmasked Estep Score: -10675899.000000 Penalty: 1131.516968 Iteration 0F: 3 clusters Score -1.06759e+07 nChanged 123948 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145576 members Mstep: Class 2 contains 105686 members Entering Unmasked Estep Score: -10754003.000000 Penalty: 1131.516968 Iteration 1F: 3 clusters Score -1.0754e+07 nChanged 13414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156966 members Mstep: Class 2 contains 94296 members Entering Unmasked Estep Score: -10760423.000000 Penalty: 1131.516968 Iteration 2F: 3 clusters Score -1.076042e+07 nChanged 17442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173100 members Mstep: Class 2 contains 78162 members Entering Unmasked Estep Score: -10772035.000000 Penalty: 1131.516968 Iteration 3F: 3 clusters Score -1.077204e+07 nChanged 20640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193054 members Mstep: Class 2 contains 58208 members Entering Unmasked Estep Score: -10789612.000000 Penalty: 1131.516968 Iteration 4F: 3 clusters Score -1.078961e+07 nChanged 20232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212968 members Mstep: Class 2 contains 38294 members Entering Unmasked Estep Score: -10808916.000000 Penalty: 1131.516968 Iteration 5F: 3 clusters Score -1.080892e+07 nChanged 15947 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228875 members Mstep: Class 2 contains 22387 members Entering Unmasked Estep Score: -10823815.000000 Penalty: 1131.516968 Iteration 6F: 3 clusters Score -1.082382e+07 nChanged 10402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239275 members Mstep: Class 2 contains 11987 members Entering Unmasked Estep Score: -10832179.000000 Penalty: 1131.516968 Iteration 7Q: 3 clusters Score -1.083218e+07 nChanged 6115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245390 members Mstep: Class 2 contains 5872 members Entering Unmasked Estep Score: -10836393.000000 Penalty: 1131.516968 Iteration 8Q: 3 clusters Score -1.083639e+07 nChanged 3289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248679 members Mstep: Class 2 contains 2583 members Entering Unmasked Estep Score: -10838767.000000 Penalty: 1131.516968 Iteration 9Q: 3 clusters Score -1.083877e+07 nChanged 1508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250187 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -10839715.000000 Penalty: 1131.516968 Iteration 10Q: 3 clusters Score -1.083972e+07 nChanged 592 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250779 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -10840070.000000 Penalty: 1131.516968 Iteration 11Q: 3 clusters Score -1.084007e+07 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251023 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -10840235.000000 Penalty: 1131.516968 Iteration 12Q: 3 clusters Score -1.084024e+07 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251114 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -10840309.000000 Penalty: 1131.516968 Iteration 13Q: 3 clusters Score -1.084031e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251143 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -10840370.000000 Penalty: 1131.516968 Iteration 14Q: 3 clusters Score -1.084037e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251158 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -10840391.000000 Penalty: 1131.516968 Iteration 15Q: 3 clusters Score -1.084039e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251166 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -10840397.000000 Penalty: 1131.516968 Iteration 16Q: 3 clusters Score -1.08404e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251166 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -10840403.000000 Penalty: 1131.516968 Iteration 17Q: 3 clusters Score -1.08404e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251169 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -10840406.000000 Penalty: 1131.516968 Iteration 18Q: 3 clusters Score -1.084041e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251170 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -10840409.000000 Penalty: 1131.516968 Iteration 19Q: 3 clusters Score -1.084041e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251173 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -10840418.000000 Penalty: 1131.516968 Iteration 20F: 3 clusters Score -1.084042e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251171 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -10840414.000000 Penalty: 1131.516968 Iteration 21Q: 3 clusters Score -1.084041e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251170 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -10840418.000000 Penalty: 1131.516968 Iteration 22Q: 3 clusters Score -1.084042e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251170 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -10840418.000000 Penalty: 1131.516968 Iteration 23F: 3 clusters Score -1.084042e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (4629 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4629 members Entering Unmasked Estep Score: -188457.531250 Penalty: 384.024353 Iteration 0F: 2 clusters Score -188457.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2369 members Mstep: Class 2 contains 2260 members Entering Unmasked Estep Score: -185330.437500 Penalty: 768.048706 Iteration 0F: 3 clusters Score -185330.4 nChanged 2040 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2673 members Mstep: Class 2 contains 1956 members Entering Unmasked Estep Score: -186447.437500 Penalty: 768.048706 Iteration 1F: 3 clusters Score -186447.4 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2896 members Mstep: Class 2 contains 1733 members Entering Unmasked Estep Score: -186595.859375 Penalty: 768.048706 Iteration 2F: 3 clusters Score -186595.9 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3178 members Mstep: Class 2 contains 1451 members Entering Unmasked Estep Score: -186801.890625 Penalty: 768.048706 Iteration 3F: 3 clusters Score -186801.9 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3526 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -187082.234375 Penalty: 768.048706 Iteration 4F: 3 clusters Score -187082.2 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3899 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -187427.328125 Penalty: 768.048706 Iteration 5F: 3 clusters Score -187427.3 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4186 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -187714.140625 Penalty: 768.048706 Iteration 6F: 3 clusters Score -187714.1 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4355 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -187895.546875 Penalty: 768.048706 Iteration 7Q: 3 clusters Score -187895.5 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4440 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -188020.218750 Penalty: 768.048706 Iteration 8Q: 3 clusters Score -188020.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4468 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -188095.187500 Penalty: 768.048706 Iteration 9Q: 3 clusters Score -188095.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4477 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -188122.250000 Penalty: 768.048706 Iteration 10Q: 3 clusters Score -188122.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4477 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -188136.218750 Penalty: 768.048706 Iteration 11Q: 3 clusters Score -188136.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4475 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -188141.437500 Penalty: 768.048706 Iteration 12Q: 3 clusters Score -188141.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4473 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -188142.031250 Penalty: 768.048706 Iteration 13Q: 3 clusters Score -188142 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4472 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -188142.359375 Penalty: 768.048706 Iteration 14Q: 3 clusters Score -188142.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4472 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -188142.359375 Penalty: 768.048706 Iteration 15F: 3 clusters Score -188142.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (14798 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14798 members Entering Unmasked Estep Score: -681289.812500 Penalty: 436.902252 Iteration 0F: 2 clusters Score -681289.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7375 members Mstep: Class 2 contains 7423 members Entering Unmasked Estep Score: -671512.437500 Penalty: 873.804504 Iteration 0F: 3 clusters Score -671512.4 nChanged 6886 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7057 members Mstep: Class 2 contains 7741 members Entering Unmasked Estep Score: -675831.562500 Penalty: 873.804504 Iteration 1F: 3 clusters Score -675831.6 nChanged 832 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6853 members Mstep: Class 2 contains 7945 members Entering Unmasked Estep Score: -676296.750000 Penalty: 873.804504 Iteration 2F: 3 clusters Score -676296.8 nChanged 881 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6560 members Mstep: Class 2 contains 8238 members Entering Unmasked Estep Score: -676898.937500 Penalty: 873.804504 Iteration 3F: 3 clusters Score -676898.9 nChanged 988 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6228 members Mstep: Class 2 contains 8570 members Entering Unmasked Estep Score: -677736.125000 Penalty: 873.804504 Iteration 4F: 3 clusters Score -677736.1 nChanged 1012 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5974 members Mstep: Class 2 contains 8824 members Entering Unmasked Estep Score: -678590.250000 Penalty: 873.804504 Iteration 5F: 3 clusters Score -678590.2 nChanged 822 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5854 members Mstep: Class 2 contains 8944 members Entering Unmasked Estep Score: -679071.937500 Penalty: 873.804504 Iteration 6F: 3 clusters Score -679071.9 nChanged 514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5788 members Mstep: Class 2 contains 9010 members Entering Unmasked Estep Score: -679228.812500 Penalty: 873.804504 Iteration 7Q: 3 clusters Score -679228.8 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5726 members Mstep: Class 2 contains 9072 members Entering Unmasked Estep Score: -679283.750000 Penalty: 873.804504 Iteration 8Q: 3 clusters Score -679283.8 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5662 members Mstep: Class 2 contains 9136 members Entering Unmasked Estep Score: -679311.125000 Penalty: 873.804504 Iteration 9Q: 3 clusters Score -679311.1 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5598 members Mstep: Class 2 contains 9200 members Entering Unmasked Estep Score: -679327.562500 Penalty: 873.804504 Iteration 10Q: 3 clusters Score -679327.6 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5541 members Mstep: Class 2 contains 9257 members Entering Unmasked Estep Score: -679339.750000 Penalty: 873.804504 Iteration 11Q: 3 clusters Score -679339.8 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5484 members Mstep: Class 2 contains 9314 members Entering Unmasked Estep Score: -679352.625000 Penalty: 873.804504 Iteration 12Q: 3 clusters Score -679352.6 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5441 members Mstep: Class 2 contains 9357 members Entering Unmasked Estep Score: -679366.687500 Penalty: 873.804504 Iteration 13Q: 3 clusters Score -679366.7 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5396 members Mstep: Class 2 contains 9402 members Entering Unmasked Estep Score: -679374.375000 Penalty: 873.804504 Iteration 14Q: 3 clusters Score -679374.4 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5347 members Mstep: Class 2 contains 9451 members Entering Unmasked Estep Score: -679385.500000 Penalty: 873.804504 Iteration 15Q: 3 clusters Score -679385.5 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5298 members Mstep: Class 2 contains 9500 members Entering Unmasked Estep Score: -679394.562500 Penalty: 873.804504 Iteration 16Q: 3 clusters Score -679394.6 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5239 members Mstep: Class 2 contains 9559 members Entering Unmasked Estep Score: -679409.375000 Penalty: 873.804504 Iteration 17Q: 3 clusters Score -679409.4 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5175 members Mstep: Class 2 contains 9623 members Entering Unmasked Estep Score: -679423.875000 Penalty: 873.804504 Iteration 18Q: 3 clusters Score -679423.9 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5102 members Mstep: Class 2 contains 9696 members Entering Unmasked Estep Score: -679438.937500 Penalty: 873.804504 Iteration 19Q: 3 clusters Score -679438.9 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5026 members Mstep: Class 2 contains 9772 members Entering Unmasked Estep Score: -679457.687500 Penalty: 873.804504 Iteration 20F: 3 clusters Score -679457.7 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4933 members Mstep: Class 2 contains 9865 members Entering Unmasked Estep Score: -679480.875000 Penalty: 873.804504 Iteration 21Q: 3 clusters Score -679480.9 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4836 members Mstep: Class 2 contains 9962 members Entering Unmasked Estep Score: -679503.937500 Penalty: 873.804504 Iteration 22Q: 3 clusters Score -679503.9 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4725 members Mstep: Class 2 contains 10073 members Entering Unmasked Estep Score: -679532.312500 Penalty: 873.804504 Iteration 23Q: 3 clusters Score -679532.3 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4622 members Mstep: Class 2 contains 10176 members Entering Unmasked Estep Score: -679556.687500 Penalty: 873.804504 Iteration 24Q: 3 clusters Score -679556.7 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4500 members Mstep: Class 2 contains 10298 members Entering Unmasked Estep Score: -679589.500000 Penalty: 873.804504 Iteration 25Q: 3 clusters Score -679589.5 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4378 members Mstep: Class 2 contains 10420 members Entering Unmasked Estep Score: -679622.000000 Penalty: 873.804504 Iteration 26Q: 3 clusters Score -679622 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4244 members Mstep: Class 2 contains 10554 members Entering Unmasked Estep Score: -679657.625000 Penalty: 873.804504 Iteration 27Q: 3 clusters Score -679657.6 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4111 members Mstep: Class 2 contains 10687 members Entering Unmasked Estep Score: -679693.250000 Penalty: 873.804504 Iteration 28Q: 3 clusters Score -679693.2 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3990 members Mstep: Class 2 contains 10808 members Entering Unmasked Estep Score: -679728.500000 Penalty: 873.804504 Iteration 29Q: 3 clusters Score -679728.5 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3861 members Mstep: Class 2 contains 10937 members Entering Unmasked Estep Score: -679762.500000 Penalty: 873.804504 Iteration 30Q: 3 clusters Score -679762.5 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3716 members Mstep: Class 2 contains 11082 members Entering Unmasked Estep Score: -679800.125000 Penalty: 873.804504 Iteration 31Q: 3 clusters Score -679800.1 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3570 members Mstep: Class 2 contains 11228 members Entering Unmasked Estep Score: -679840.750000 Penalty: 873.804504 Iteration 32Q: 3 clusters Score -679840.8 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3415 members Mstep: Class 2 contains 11383 members Entering Unmasked Estep Score: -679880.250000 Penalty: 873.804504 Iteration 33Q: 3 clusters Score -679880.2 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3254 members Mstep: Class 2 contains 11544 members Entering Unmasked Estep Score: -679929.125000 Penalty: 873.804504 Iteration 34Q: 3 clusters Score -679929.1 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3069 members Mstep: Class 2 contains 11729 members Entering Unmasked Estep Score: -679983.875000 Penalty: 873.804504 Iteration 35Q: 3 clusters Score -679983.9 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2885 members Mstep: Class 2 contains 11913 members Entering Unmasked Estep Score: -680040.500000 Penalty: 873.804504 Iteration 36Q: 3 clusters Score -680040.5 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2716 members Mstep: Class 2 contains 12082 members Entering Unmasked Estep Score: -680094.937500 Penalty: 873.804504 Iteration 37Q: 3 clusters Score -680094.9 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2529 members Mstep: Class 2 contains 12269 members Entering Unmasked Estep Score: -680165.937500 Penalty: 873.804504 Iteration 38Q: 3 clusters Score -680165.9 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2321 members Mstep: Class 2 contains 12477 members Entering Unmasked Estep Score: -680248.500000 Penalty: 873.804504 Iteration 39Q: 3 clusters Score -680248.5 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2128 members Mstep: Class 2 contains 12670 members Entering Unmasked Estep Score: -680320.562500 Penalty: 873.804504 Iteration 40F: 3 clusters Score -680320.6 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1945 members Mstep: Class 2 contains 12853 members Entering Unmasked Estep Score: -680397.437500 Penalty: 873.804504 Iteration 41Q: 3 clusters Score -680397.4 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1769 members Mstep: Class 2 contains 13029 members Entering Unmasked Estep Score: -680470.062500 Penalty: 873.804504 Iteration 42Q: 3 clusters Score -680470.1 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1591 members Mstep: Class 2 contains 13207 members Entering Unmasked Estep Score: -680550.687500 Penalty: 873.804504 Iteration 43Q: 3 clusters Score -680550.7 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1426 members Mstep: Class 2 contains 13372 members Entering Unmasked Estep Score: -680627.625000 Penalty: 873.804504 Iteration 44Q: 3 clusters Score -680627.6 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1266 members Mstep: Class 2 contains 13532 members Entering Unmasked Estep Score: -680703.875000 Penalty: 873.804504 Iteration 45Q: 3 clusters Score -680703.9 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 13671 members Entering Unmasked Estep Score: -680768.187500 Penalty: 873.804504 Iteration 46Q: 3 clusters Score -680768.2 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 13782 members Entering Unmasked Estep Score: -680811.937500 Penalty: 873.804504 Iteration 47Q: 3 clusters Score -680811.9 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 13875 members Entering Unmasked Estep Score: -680850.937500 Penalty: 873.804504 Iteration 48Q: 3 clusters Score -680850.9 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 13966 members Entering Unmasked Estep Score: -680897.125000 Penalty: 873.804504 Iteration 49Q: 3 clusters Score -680897.1 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 14044 members Entering Unmasked Estep Score: -680935.812500 Penalty: 873.804504 Iteration 50Q: 3 clusters Score -680935.8 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 14105 members Entering Unmasked Estep Score: -680967.187500 Penalty: 873.804504 Iteration 51Q: 3 clusters Score -680967.2 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 14161 members Entering Unmasked Estep Score: -680994.875000 Penalty: 873.804504 Iteration 52Q: 3 clusters Score -680994.9 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 14213 members Entering Unmasked Estep Score: -681020.687500 Penalty: 873.804504 Iteration 53Q: 3 clusters Score -681020.7 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 14247 members Entering Unmasked Estep Score: -681038.187500 Penalty: 873.804504 Iteration 54Q: 3 clusters Score -681038.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 14275 members Entering Unmasked Estep Score: -681051.125000 Penalty: 873.804504 Iteration 55Q: 3 clusters Score -681051.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 14296 members Entering Unmasked Estep Score: -681060.750000 Penalty: 873.804504 Iteration 56Q: 3 clusters Score -681060.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 14317 members Entering Unmasked Estep Score: -681067.062500 Penalty: 873.804504 Iteration 57Q: 3 clusters Score -681067.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 14333 members Entering Unmasked Estep Score: -681074.437500 Penalty: 873.804504 Iteration 58Q: 3 clusters Score -681074.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 14353 members Entering Unmasked Estep Score: -681081.812500 Penalty: 873.804504 Iteration 59Q: 3 clusters Score -681081.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 14364 members Entering Unmasked Estep Score: -681086.250000 Penalty: 873.804504 Iteration 60F: 3 clusters Score -681086.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 14368 members Entering Unmasked Estep Score: -681086.687500 Penalty: 873.804504 Iteration 61Q: 3 clusters Score -681086.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 14374 members Entering Unmasked Estep Score: -681088.125000 Penalty: 873.804504 Iteration 62Q: 3 clusters Score -681088.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 14377 members Entering Unmasked Estep Score: -681088.375000 Penalty: 873.804504 Iteration 63Q: 3 clusters Score -681088.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 14379 members Entering Unmasked Estep Score: -681087.875000 Penalty: 873.804504 Iteration 64Q: 3 clusters Score -681087.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 14382 members Entering Unmasked Estep Score: -681089.000000 Penalty: 873.804504 Iteration 65Q: 3 clusters Score -681089 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 14386 members Entering Unmasked Estep Score: -681090.250000 Penalty: 873.804504 Iteration 66Q: 3 clusters Score -681090.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 14389 members Entering Unmasked Estep Score: -681089.937500 Penalty: 873.804504 Iteration 67Q: 3 clusters Score -681089.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 14391 members Entering Unmasked Estep Score: -681090.812500 Penalty: 873.804504 Iteration 68Q: 3 clusters Score -681090.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 14393 members Entering Unmasked Estep Score: -681090.562500 Penalty: 873.804504 Iteration 69Q: 3 clusters Score -681090.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 14393 members Entering Unmasked Estep Score: -681090.562500 Penalty: 873.804504 Iteration 70F: 3 clusters Score -681090.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (1298 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1298 members Entering Unmasked Estep Score: -55504.121094 Penalty: 326.170380 Iteration 0F: 2 clusters Score -55504.12 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -54516.507812 Penalty: 652.340759 Iteration 0F: 3 clusters Score -54516.51 nChanged 521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -54824.375000 Penalty: 652.340759 Iteration 1F: 3 clusters Score -54824.38 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -54913.195312 Penalty: 652.340759 Iteration 2F: 3 clusters Score -54913.2 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -55003.523438 Penalty: 652.340759 Iteration 3F: 3 clusters Score -55003.52 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -55075.195312 Penalty: 652.340759 Iteration 4F: 3 clusters Score -55075.2 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -55135.035156 Penalty: 652.340759 Iteration 5Q: 3 clusters Score -55135.04 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -55194.968750 Penalty: 652.340759 Iteration 6Q: 3 clusters Score -55194.97 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -55232.546875 Penalty: 652.340759 Iteration 7Q: 3 clusters Score -55232.55 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -55256.929688 Penalty: 652.340759 Iteration 8Q: 3 clusters Score -55256.93 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 1061 members Entering Unmasked Estep Score: -55270.171875 Penalty: 652.340759 Iteration 9Q: 3 clusters Score -55270.17 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 1067 members Entering Unmasked Estep Score: -55275.242188 Penalty: 652.340759 Iteration 10Q: 3 clusters Score -55275.24 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -55275.863281 Penalty: 652.340759 Iteration 11Q: 3 clusters Score -55275.86 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 1070 members Entering Unmasked Estep Score: -55275.902344 Penalty: 652.340759 Iteration 12Q: 3 clusters Score -55275.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 1070 members Entering Unmasked Estep Score: -55275.902344 Penalty: 652.340759 Iteration 13F: 3 clusters Score -55275.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (513 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Entering Unmasked Estep Score: -23684.335938 Penalty: 283.932556 Iteration 0F: 2 clusters Score -23684.34 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -23196.474609 Penalty: 567.865112 Iteration 0F: 3 clusters Score -23196.47 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -23281.736328 Penalty: 567.865112 Iteration 1F: 3 clusters Score -23281.74 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -23299.316406 Penalty: 567.865112 Iteration 2F: 3 clusters Score -23299.32 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -23310.222656 Penalty: 567.865112 Iteration 3Q: 3 clusters Score -23310.22 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -23317.746094 Penalty: 567.865112 Iteration 4Q: 3 clusters Score -23317.75 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -23321.998047 Penalty: 567.865112 Iteration 5Q: 3 clusters Score -23322 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -23326.488281 Penalty: 567.865112 Iteration 6Q: 3 clusters Score -23326.49 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -23333.855469 Penalty: 567.865112 Iteration 7Q: 3 clusters Score -23333.86 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -23336.494141 Penalty: 567.865112 Iteration 8Q: 3 clusters Score -23336.49 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -23338.757812 Penalty: 567.865112 Iteration 9Q: 3 clusters Score -23338.76 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -23339.548828 Penalty: 567.865112 Iteration 10Q: 3 clusters Score -23339.55 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -23340.736328 Penalty: 567.865112 Iteration 11Q: 3 clusters Score -23340.74 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -23341.292969 Penalty: 567.865112 Iteration 12Q: 3 clusters Score -23341.29 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -23341.396484 Penalty: 567.865112 Iteration 13Q: 3 clusters Score -23341.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -23341.396484 Penalty: 567.865112 Iteration 14F: 3 clusters Score -23341.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (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: -15308.462891 Penalty: 268.195343 Iteration 0F: 2 clusters Score -15308.46 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -14899.142578 Penalty: 536.390686 Iteration 0F: 3 clusters Score -14899.14 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -15021.005859 Penalty: 536.390686 Iteration 1F: 3 clusters Score -15021.01 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -15075.064453 Penalty: 536.390686 Iteration 2F: 3 clusters Score -15075.06 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -15100.115234 Penalty: 536.390686 Iteration 3Q: 3 clusters Score -15100.12 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -15122.333008 Penalty: 536.390686 Iteration 4Q: 3 clusters Score -15122.33 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -15131.390625 Penalty: 536.390686 Iteration 5Q: 3 clusters Score -15131.39 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -15136.435547 Penalty: 536.390686 Iteration 6Q: 3 clusters Score -15136.44 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -15144.144531 Penalty: 536.390686 Iteration 7Q: 3 clusters Score -15144.14 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -15150.652344 Penalty: 536.390686 Iteration 8Q: 3 clusters Score -15150.65 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -15153.901367 Penalty: 536.390686 Iteration 9Q: 3 clusters Score -15153.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -15156.281250 Penalty: 536.390686 Iteration 10Q: 3 clusters Score -15156.28 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -15158.860352 Penalty: 536.390686 Iteration 11Q: 3 clusters Score -15158.86 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -15160.941406 Penalty: 536.390686 Iteration 12Q: 3 clusters Score -15160.94 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -15163.194336 Penalty: 536.390686 Iteration 13Q: 3 clusters Score -15163.19 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -15164.694336 Penalty: 536.390686 Iteration 14Q: 3 clusters Score -15164.69 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -15164.694336 Penalty: 536.390686 Iteration 15F: 3 clusters Score -15164.69 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (24327 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24327 members Entering Unmasked Estep Score: -1018618.437500 Penalty: 459.520081 Iteration 0F: 2 clusters Score -1018618 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12215 members Mstep: Class 2 contains 12112 members Entering Unmasked Estep Score: -1002240.875000 Penalty: 919.040161 Iteration 0F: 3 clusters Score -1002241 nChanged 11684 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12395 members Mstep: Class 2 contains 11932 members Entering Unmasked Estep Score: -1009083.562500 Penalty: 919.040161 Iteration 1F: 3 clusters Score -1009084 nChanged 860 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12649 members Mstep: Class 2 contains 11678 members Entering Unmasked Estep Score: -1009314.875000 Penalty: 919.040161 Iteration 2Q: 3 clusters Score -1009315 nChanged 842 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13081 members Mstep: Class 2 contains 11246 members Entering Unmasked Estep Score: -1009608.625000 Penalty: 919.040161 Iteration 3Q: 3 clusters Score -1009609 nChanged 922 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13735 members Mstep: Class 2 contains 10592 members Entering Unmasked Estep Score: -1010050.500000 Penalty: 919.040161 Iteration 4Q: 3 clusters Score -1010050 nChanged 1028 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14597 members Mstep: Class 2 contains 9730 members Entering Unmasked Estep Score: -1010705.062500 Penalty: 919.040161 Iteration 5Q: 3 clusters Score -1010705 nChanged 1208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15675 members Mstep: Class 2 contains 8652 members Entering Unmasked Estep Score: -1011585.250000 Penalty: 919.040161 Iteration 6Q: 3 clusters Score -1011585 nChanged 1361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16896 members Mstep: Class 2 contains 7431 members Entering Unmasked Estep Score: -1012624.812500 Penalty: 919.040161 Iteration 7F: 3 clusters Score -1012625 nChanged 1407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18169 members Mstep: Class 2 contains 6158 members Entering Unmasked Estep Score: -1013689.312500 Penalty: 919.040161 Iteration 8F: 3 clusters Score -1013689 nChanged 1307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19374 members Mstep: Class 2 contains 4953 members Entering Unmasked Estep Score: -1014686.000000 Penalty: 919.040161 Iteration 9F: 3 clusters Score -1014686 nChanged 1149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20455 members Mstep: Class 2 contains 3872 members Entering Unmasked Estep Score: -1015563.437500 Penalty: 919.040161 Iteration 10Q: 3 clusters Score -1015563 nChanged 998 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21401 members Mstep: Class 2 contains 2926 members Entering Unmasked Estep Score: -1016323.937500 Penalty: 919.040161 Iteration 11Q: 3 clusters Score -1016324 nChanged 778 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22155 members Mstep: Class 2 contains 2172 members Entering Unmasked Estep Score: -1016906.375000 Penalty: 919.040161 Iteration 12Q: 3 clusters Score -1016906 nChanged 603 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22740 members Mstep: Class 2 contains 1587 members Entering Unmasked Estep Score: -1017355.562500 Penalty: 919.040161 Iteration 13Q: 3 clusters Score -1017356 nChanged 418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23150 members Mstep: Class 2 contains 1177 members Entering Unmasked Estep Score: -1017645.062500 Penalty: 919.040161 Iteration 14Q: 3 clusters Score -1017645 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23435 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -1017831.625000 Penalty: 919.040161 Iteration 15Q: 3 clusters Score -1017832 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23641 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -1017963.750000 Penalty: 919.040161 Iteration 16Q: 3 clusters Score -1017964 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23789 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -1018052.750000 Penalty: 919.040161 Iteration 17Q: 3 clusters Score -1018053 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23882 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -1018103.812500 Penalty: 919.040161 Iteration 18Q: 3 clusters Score -1018104 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23951 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -1018139.812500 Penalty: 919.040161 Iteration 19Q: 3 clusters Score -1018140 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23996 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -1018160.875000 Penalty: 919.040161 Iteration 20F: 3 clusters Score -1018161 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24026 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -1018175.375000 Penalty: 919.040161 Iteration 21Q: 3 clusters Score -1018175 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24056 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -1018189.625000 Penalty: 919.040161 Iteration 22Q: 3 clusters Score -1018190 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24081 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -1018201.812500 Penalty: 919.040161 Iteration 23Q: 3 clusters Score -1018202 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24100 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -1018211.125000 Penalty: 919.040161 Iteration 24Q: 3 clusters Score -1018211 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24111 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -1018213.812500 Penalty: 919.040161 Iteration 25Q: 3 clusters Score -1018214 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24120 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -1018217.937500 Penalty: 919.040161 Iteration 26Q: 3 clusters Score -1018218 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24130 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -1018225.187500 Penalty: 919.040161 Iteration 27Q: 3 clusters Score -1018225 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24142 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -1018233.437500 Penalty: 919.040161 Iteration 28Q: 3 clusters Score -1018233 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24152 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -1018240.187500 Penalty: 919.040161 Iteration 29Q: 3 clusters Score -1018240 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24155 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -1018243.250000 Penalty: 919.040161 Iteration 30Q: 3 clusters Score -1018243 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24157 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -1018244.250000 Penalty: 919.040161 Iteration 31Q: 3 clusters Score -1018244 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24158 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -1018243.437500 Penalty: 919.040161 Iteration 32Q: 3 clusters Score -1018243 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24159 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -1018245.187500 Penalty: 919.040161 Iteration 33Q: 3 clusters Score -1018245 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24159 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -1018245.187500 Penalty: 919.040161 Iteration 34F: 3 clusters Score -1018245 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (135 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Entering Unmasked Estep Score: -5285.428223 Penalty: 223.190002 Iteration 0F: 2 clusters Score -5285.428 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -5148.172852 Penalty: 446.380005 Iteration 0F: 3 clusters Score -5148.173 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -5252.416016 Penalty: 446.380005 Iteration 1F: 3 clusters Score -5252.416 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -5282.073242 Penalty: 446.380005 Iteration 2F: 3 clusters Score -5282.073 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -5306.565430 Penalty: 446.380005 Iteration 3F: 3 clusters Score -5306.565 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -5315.451660 Penalty: 446.380005 Iteration 4Q: 3 clusters Score -5315.452 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -5318.545410 Penalty: 446.380005 Iteration 5Q: 3 clusters Score -5318.545 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -5323.542480 Penalty: 446.380005 Iteration 6Q: 3 clusters Score -5323.542 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -5323.542480 Penalty: 446.380005 Iteration 7F: 3 clusters Score -5323.542 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 821 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 334 members Mstep: Class 5 contains 960 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2362 members Mstep: Class 8 contains 2683 members Mstep: Class 9 contains 28729 members Mstep: Class 10 contains 4716 members Mstep: Class 11 contains 893 members Mstep: Class 12 contains 3454 members Mstep: Class 13 contains 7089 members Mstep: Class 14 contains 1078 members Mstep: Class 15 contains 251262 members Mstep: Class 16 contains 4629 members Mstep: Class 17 contains 14798 members Mstep: Class 18 contains 1298 members Mstep: Class 19 contains 513 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24327 members Mstep: Class 22 contains 22 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 342 members Mstep: Class 25 contains 16581 members Mstep: Class 26 contains 771 members Mstep: Class 27 contains 113 members Entering Unmasked Estep Score: -15548030.000000 Penalty: 15749.137695 Splitting cluster 22 changes total score from -15548344.000000 to -15548030.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 23 (687 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Entering Unmasked Estep Score: -27779.066406 Penalty: 297.221222 Iteration 0F: 2 clusters Score -27779.07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -27178.423828 Penalty: 594.442444 Iteration 0F: 3 clusters Score -27178.42 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -27340.814453 Penalty: 594.442444 Iteration 1F: 3 clusters Score -27340.81 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -27386.847656 Penalty: 594.442444 Iteration 2F: 3 clusters Score -27386.85 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -27415.279297 Penalty: 594.442444 Iteration 3F: 3 clusters Score -27415.28 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -27429.542969 Penalty: 594.442444 Iteration 4Q: 3 clusters Score -27429.54 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -27439.078125 Penalty: 594.442444 Iteration 5Q: 3 clusters Score -27439.08 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -27447.742188 Penalty: 594.442444 Iteration 6Q: 3 clusters Score -27447.74 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -27452.341797 Penalty: 594.442444 Iteration 7Q: 3 clusters Score -27452.34 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -27453.822266 Penalty: 594.442444 Iteration 8Q: 3 clusters Score -27453.82 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -27454.078125 Penalty: 594.442444 Iteration 9Q: 3 clusters Score -27454.08 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -27454.078125 Penalty: 594.442444 Iteration 10F: 3 clusters Score -27454.08 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (342 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Entering Unmasked Estep Score: -12650.180664 Penalty: 265.483887 Iteration 0F: 2 clusters Score -12650.18 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -12309.430664 Penalty: 530.967773 Iteration 0F: 3 clusters Score -12309.43 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -12381.181641 Penalty: 530.967773 Iteration 1F: 3 clusters Score -12381.18 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -12396.498047 Penalty: 530.967773 Iteration 2Q: 3 clusters Score -12396.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -12401.629883 Penalty: 530.967773 Iteration 3Q: 3 clusters Score -12401.63 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -12405.368164 Penalty: 530.967773 Iteration 4Q: 3 clusters Score -12405.37 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -12408.369141 Penalty: 530.967773 Iteration 5Q: 3 clusters Score -12408.37 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -12410.331055 Penalty: 530.967773 Iteration 6Q: 3 clusters Score -12410.33 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -12412.935547 Penalty: 530.967773 Iteration 7Q: 3 clusters Score -12412.94 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -12414.266602 Penalty: 530.967773 Iteration 8Q: 3 clusters Score -12414.27 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -12417.585938 Penalty: 530.967773 Iteration 9Q: 3 clusters Score -12417.59 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -12419.222656 Penalty: 530.967773 Iteration 10Q: 3 clusters Score -12419.22 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -12420.127930 Penalty: 530.967773 Iteration 11Q: 3 clusters Score -12420.13 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -12423.139648 Penalty: 530.967773 Iteration 12Q: 3 clusters Score -12423.14 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -12427.328125 Penalty: 530.967773 Iteration 13Q: 3 clusters Score -12427.33 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -12432.935547 Penalty: 530.967773 Iteration 14Q: 3 clusters Score -12432.94 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -12439.858398 Penalty: 530.967773 Iteration 15Q: 3 clusters Score -12439.86 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -12440.330078 Penalty: 530.967773 Iteration 16Q: 3 clusters Score -12440.33 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -12442.074219 Penalty: 530.967773 Iteration 17Q: 3 clusters Score -12442.07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -12443.019531 Penalty: 530.967773 Iteration 18Q: 3 clusters Score -12443.02 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -12444.347656 Penalty: 530.967773 Iteration 19Q: 3 clusters Score -12444.35 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -12444.347656 Penalty: 530.967773 Iteration 20F: 3 clusters Score -12444.35 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (16581 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16581 members Entering Unmasked Estep Score: -781263.750000 Penalty: 442.078583 Iteration 0F: 2 clusters Score -781263.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8237 members Mstep: Class 2 contains 8344 members Entering Unmasked Estep Score: -770177.562500 Penalty: 884.157166 Iteration 0F: 3 clusters Score -770177.6 nChanged 7865 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7366 members Mstep: Class 2 contains 9215 members Entering Unmasked Estep Score: -775337.562500 Penalty: 884.157166 Iteration 1F: 3 clusters Score -775337.6 nChanged 1153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6865 members Mstep: Class 2 contains 9716 members Entering Unmasked Estep Score: -776140.812500 Penalty: 884.157166 Iteration 2F: 3 clusters Score -776140.8 nChanged 1277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6224 members Mstep: Class 2 contains 10357 members Entering Unmasked Estep Score: -777232.687500 Penalty: 884.157166 Iteration 3F: 3 clusters Score -777232.7 nChanged 1296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5576 members Mstep: Class 2 contains 11005 members Entering Unmasked Estep Score: -778448.375000 Penalty: 884.157166 Iteration 4F: 3 clusters Score -778448.4 nChanged 1047 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5161 members Mstep: Class 2 contains 11420 members Entering Unmasked Estep Score: -779135.500000 Penalty: 884.157166 Iteration 5F: 3 clusters Score -779135.5 nChanged 587 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4882 members Mstep: Class 2 contains 11699 members Entering Unmasked Estep Score: -779416.625000 Penalty: 884.157166 Iteration 6Q: 3 clusters Score -779416.6 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4621 members Mstep: Class 2 contains 11960 members Entering Unmasked Estep Score: -779576.625000 Penalty: 884.157166 Iteration 7Q: 3 clusters Score -779576.6 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4404 members Mstep: Class 2 contains 12177 members Entering Unmasked Estep Score: -779681.062500 Penalty: 884.157166 Iteration 8Q: 3 clusters Score -779681.1 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4205 members Mstep: Class 2 contains 12376 members Entering Unmasked Estep Score: -779771.062500 Penalty: 884.157166 Iteration 9Q: 3 clusters Score -779771.1 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4017 members Mstep: Class 2 contains 12564 members Entering Unmasked Estep Score: -779841.062500 Penalty: 884.157166 Iteration 10Q: 3 clusters Score -779841.1 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3856 members Mstep: Class 2 contains 12725 members Entering Unmasked Estep Score: -779897.312500 Penalty: 884.157166 Iteration 11Q: 3 clusters Score -779897.3 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3697 members Mstep: Class 2 contains 12884 members Entering Unmasked Estep Score: -779965.812500 Penalty: 884.157166 Iteration 12Q: 3 clusters Score -779965.8 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3526 members Mstep: Class 2 contains 13055 members Entering Unmasked Estep Score: -780038.750000 Penalty: 884.157166 Iteration 13Q: 3 clusters Score -780038.8 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3371 members Mstep: Class 2 contains 13210 members Entering Unmasked Estep Score: -780098.437500 Penalty: 884.157166 Iteration 14Q: 3 clusters Score -780098.4 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3215 members Mstep: Class 2 contains 13366 members Entering Unmasked Estep Score: -780161.062500 Penalty: 884.157166 Iteration 15Q: 3 clusters Score -780161.1 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3063 members Mstep: Class 2 contains 13518 members Entering Unmasked Estep Score: -780228.562500 Penalty: 884.157166 Iteration 16Q: 3 clusters Score -780228.6 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2890 members Mstep: Class 2 contains 13691 members Entering Unmasked Estep Score: -780303.687500 Penalty: 884.157166 Iteration 17Q: 3 clusters Score -780303.7 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2698 members Mstep: Class 2 contains 13883 members Entering Unmasked Estep Score: -780388.687500 Penalty: 884.157166 Iteration 18Q: 3 clusters Score -780388.7 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2530 members Mstep: Class 2 contains 14051 members Entering Unmasked Estep Score: -780455.000000 Penalty: 884.157166 Iteration 19Q: 3 clusters Score -780455 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2380 members Mstep: Class 2 contains 14201 members Entering Unmasked Estep Score: -780509.437500 Penalty: 884.157166 Iteration 20F: 3 clusters Score -780509.4 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2229 members Mstep: Class 2 contains 14352 members Entering Unmasked Estep Score: -780557.062500 Penalty: 884.157166 Iteration 21Q: 3 clusters Score -780557.1 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2092 members Mstep: Class 2 contains 14489 members Entering Unmasked Estep Score: -780604.875000 Penalty: 884.157166 Iteration 22Q: 3 clusters Score -780604.9 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1957 members Mstep: Class 2 contains 14624 members Entering Unmasked Estep Score: -780650.375000 Penalty: 884.157166 Iteration 23Q: 3 clusters Score -780650.4 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1852 members Mstep: Class 2 contains 14729 members Entering Unmasked Estep Score: -780684.812500 Penalty: 884.157166 Iteration 24Q: 3 clusters Score -780684.8 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1763 members Mstep: Class 2 contains 14818 members Entering Unmasked Estep Score: -780706.937500 Penalty: 884.157166 Iteration 25Q: 3 clusters Score -780706.9 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1666 members Mstep: Class 2 contains 14915 members Entering Unmasked Estep Score: -780733.125000 Penalty: 884.157166 Iteration 26Q: 3 clusters Score -780733.1 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1582 members Mstep: Class 2 contains 14999 members Entering Unmasked Estep Score: -780754.062500 Penalty: 884.157166 Iteration 27Q: 3 clusters Score -780754.1 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1505 members Mstep: Class 2 contains 15076 members Entering Unmasked Estep Score: -780777.750000 Penalty: 884.157166 Iteration 28Q: 3 clusters Score -780777.8 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1425 members Mstep: Class 2 contains 15156 members Entering Unmasked Estep Score: -780799.937500 Penalty: 884.157166 Iteration 29Q: 3 clusters Score -780799.9 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Mstep: Class 2 contains 15230 members Entering Unmasked Estep Score: -780820.187500 Penalty: 884.157166 Iteration 30Q: 3 clusters Score -780820.2 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 15292 members Entering Unmasked Estep Score: -780834.562500 Penalty: 884.157166 Iteration 31Q: 3 clusters Score -780834.6 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 15346 members Entering Unmasked Estep Score: -780844.562500 Penalty: 884.157166 Iteration 32Q: 3 clusters Score -780844.6 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 15400 members Entering Unmasked Estep Score: -780854.812500 Penalty: 884.157166 Iteration 33Q: 3 clusters Score -780854.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1137 members Mstep: Class 2 contains 15444 members Entering Unmasked Estep Score: -780870.250000 Penalty: 884.157166 Iteration 34Q: 3 clusters Score -780870.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 15483 members Entering Unmasked Estep Score: -780877.812500 Penalty: 884.157166 Iteration 35Q: 3 clusters Score -780877.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 15515 members Entering Unmasked Estep Score: -780882.500000 Penalty: 884.157166 Iteration 36Q: 3 clusters Score -780882.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 15546 members Entering Unmasked Estep Score: -780889.875000 Penalty: 884.157166 Iteration 37Q: 3 clusters Score -780889.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1010 members Mstep: Class 2 contains 15571 members Entering Unmasked Estep Score: -780896.312500 Penalty: 884.157166 Iteration 38Q: 3 clusters Score -780896.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 15590 members Entering Unmasked Estep Score: -780896.687500 Penalty: 884.157166 Iteration 39Q: 3 clusters Score -780896.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 15598 members Entering Unmasked Estep Score: -780897.125000 Penalty: 884.157166 Iteration 40F: 3 clusters Score -780897.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 15605 members Entering Unmasked Estep Score: -780898.375000 Penalty: 884.157166 Iteration 41Q: 3 clusters Score -780898.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 15613 members Entering Unmasked Estep Score: -780899.812500 Penalty: 884.157166 Iteration 42Q: 3 clusters Score -780899.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 15620 members Entering Unmasked Estep Score: -780899.062500 Penalty: 884.157166 Iteration 43Q: 3 clusters Score -780899.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 15636 members Entering Unmasked Estep Score: -780901.375000 Penalty: 884.157166 Iteration 44Q: 3 clusters Score -780901.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 15653 members Entering Unmasked Estep Score: -780905.437500 Penalty: 884.157166 Iteration 45Q: 3 clusters Score -780905.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 15669 members Entering Unmasked Estep Score: -780911.062500 Penalty: 884.157166 Iteration 46Q: 3 clusters Score -780911.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 15685 members Entering Unmasked Estep Score: -780911.000000 Penalty: 884.157166 Iteration 47Q: 3 clusters Score -780911 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 15700 members Entering Unmasked Estep Score: -780913.437500 Penalty: 884.157166 Iteration 48Q: 3 clusters Score -780913.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 15715 members Entering Unmasked Estep Score: -780915.312500 Penalty: 884.157166 Iteration 49Q: 3 clusters Score -780915.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 15729 members Entering Unmasked Estep Score: -780917.125000 Penalty: 884.157166 Iteration 50Q: 3 clusters Score -780917.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 15743 members Entering Unmasked Estep Score: -780921.687500 Penalty: 884.157166 Iteration 51Q: 3 clusters Score -780921.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 15754 members Entering Unmasked Estep Score: -780923.500000 Penalty: 884.157166 Iteration 52Q: 3 clusters Score -780923.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 15770 members Entering Unmasked Estep Score: -780926.875000 Penalty: 884.157166 Iteration 53Q: 3 clusters Score -780926.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 15784 members Entering Unmasked Estep Score: -780930.500000 Penalty: 884.157166 Iteration 54Q: 3 clusters Score -780930.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 15799 members Entering Unmasked Estep Score: -780931.937500 Penalty: 884.157166 Iteration 55Q: 3 clusters Score -780931.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 15816 members Entering Unmasked Estep Score: -780936.750000 Penalty: 884.157166 Iteration 56Q: 3 clusters Score -780936.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 15832 members Entering Unmasked Estep Score: -780938.562500 Penalty: 884.157166 Iteration 57Q: 3 clusters Score -780938.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 15847 members Entering Unmasked Estep Score: -780941.250000 Penalty: 884.157166 Iteration 58Q: 3 clusters Score -780941.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 15862 members Entering Unmasked Estep Score: -780945.500000 Penalty: 884.157166 Iteration 59Q: 3 clusters Score -780945.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 15876 members Entering Unmasked Estep Score: -780951.250000 Penalty: 884.157166 Iteration 60F: 3 clusters Score -780951.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 15894 members Entering Unmasked Estep Score: -780955.625000 Penalty: 884.157166 Iteration 61Q: 3 clusters Score -780955.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 15911 members Entering Unmasked Estep Score: -780957.687500 Penalty: 884.157166 Iteration 62Q: 3 clusters Score -780957.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 15928 members Entering Unmasked Estep Score: -780959.937500 Penalty: 884.157166 Iteration 63Q: 3 clusters Score -780959.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 15938 members Entering Unmasked Estep Score: -780962.250000 Penalty: 884.157166 Iteration 64Q: 3 clusters Score -780962.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 15941 members Entering Unmasked Estep Score: -780962.312500 Penalty: 884.157166 Iteration 65Q: 3 clusters Score -780962.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 15946 members Entering Unmasked Estep Score: -780963.125000 Penalty: 884.157166 Iteration 66Q: 3 clusters Score -780963.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 15950 members Entering Unmasked Estep Score: -780964.562500 Penalty: 884.157166 Iteration 67Q: 3 clusters Score -780964.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 15957 members Entering Unmasked Estep Score: -780964.125000 Penalty: 884.157166 Iteration 68Q: 3 clusters Score -780964.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 15959 members Entering Unmasked Estep Score: -780965.187500 Penalty: 884.157166 Iteration 69Q: 3 clusters Score -780965.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 15960 members Entering Unmasked Estep Score: -780966.062500 Penalty: 884.157166 Iteration 70Q: 3 clusters Score -780966.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 15962 members Entering Unmasked Estep Score: -780965.562500 Penalty: 884.157166 Iteration 71Q: 3 clusters Score -780965.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 15963 members Entering Unmasked Estep Score: -780966.062500 Penalty: 884.157166 Iteration 72Q: 3 clusters Score -780966.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 15964 members Entering Unmasked Estep Score: -780965.437500 Penalty: 884.157166 Iteration 73Q: 3 clusters Score -780965.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 15965 members Entering Unmasked Estep Score: -780966.250000 Penalty: 884.157166 Iteration 74Q: 3 clusters Score -780966.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 15965 members Entering Unmasked Estep Score: -780966.250000 Penalty: 884.157166 Iteration 75F: 3 clusters Score -780966.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (771 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Entering Unmasked Estep Score: -30837.523438 Penalty: 302.469818 Iteration 0F: 2 clusters Score -30837.52 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -30187.666016 Penalty: 604.939636 Iteration 0F: 3 clusters Score -30187.67 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -30395.767578 Penalty: 604.939636 Iteration 1F: 3 clusters Score -30395.77 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -30423.886719 Penalty: 604.939636 Iteration 2F: 3 clusters Score -30423.89 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -30437.375000 Penalty: 604.939636 Iteration 3Q: 3 clusters Score -30437.38 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -30442.966797 Penalty: 604.939636 Iteration 4Q: 3 clusters Score -30442.97 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -30445.093750 Penalty: 604.939636 Iteration 5Q: 3 clusters Score -30445.09 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -30448.501953 Penalty: 604.939636 Iteration 6Q: 3 clusters Score -30448.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -30453.166016 Penalty: 604.939636 Iteration 7Q: 3 clusters Score -30453.17 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -30457.712891 Penalty: 604.939636 Iteration 8Q: 3 clusters Score -30457.71 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -30459.521484 Penalty: 604.939636 Iteration 9Q: 3 clusters Score -30459.52 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -30462.816406 Penalty: 604.939636 Iteration 10Q: 3 clusters Score -30462.82 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -30468.687500 Penalty: 604.939636 Iteration 11Q: 3 clusters Score -30468.69 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -30481.089844 Penalty: 604.939636 Iteration 12Q: 3 clusters Score -30481.09 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -30488.603516 Penalty: 604.939636 Iteration 13Q: 3 clusters Score -30488.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -30495.435547 Penalty: 604.939636 Iteration 14Q: 3 clusters Score -30495.44 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -30502.085938 Penalty: 604.939636 Iteration 15Q: 3 clusters Score -30502.09 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -30505.798828 Penalty: 604.939636 Iteration 16Q: 3 clusters Score -30505.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -30510.599609 Penalty: 604.939636 Iteration 17Q: 3 clusters Score -30510.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -30514.238281 Penalty: 604.939636 Iteration 18Q: 3 clusters Score -30514.24 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -30515.078125 Penalty: 604.939636 Iteration 19Q: 3 clusters Score -30515.08 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -30515.416016 Penalty: 604.939636 Iteration 20F: 3 clusters Score -30515.42 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -30515.552734 Penalty: 604.939636 Iteration 21Q: 3 clusters Score -30515.55 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -30515.791016 Penalty: 604.939636 Iteration 22Q: 3 clusters Score -30515.79 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -30515.791016 Penalty: 604.939636 Iteration 23F: 3 clusters Score -30515.79 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 821 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 334 members Mstep: Class 5 contains 960 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2362 members Mstep: Class 8 contains 2683 members Mstep: Class 9 contains 28729 members Mstep: Class 10 contains 4716 members Mstep: Class 11 contains 893 members Mstep: Class 12 contains 3454 members Mstep: Class 13 contains 7089 members Mstep: Class 14 contains 1078 members Mstep: Class 15 contains 251262 members Mstep: Class 16 contains 4629 members Mstep: Class 17 contains 14798 members Mstep: Class 18 contains 1298 members Mstep: Class 19 contains 513 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24327 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 342 members Mstep: Class 25 contains 16581 members Mstep: Class 26 contains 771 members Entering Unmasked Estep ConsiderDeletion Score: -15548352.000000 Penalty: 15165.835938 Iteration 199Q: 27 clusters Score -1.554835e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 821 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 334 members Mstep: Class 5 contains 960 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2362 members Mstep: Class 8 contains 2682 members Mstep: Class 9 contains 28729 members Mstep: Class 10 contains 4716 members Mstep: Class 11 contains 893 members Mstep: Class 12 contains 3454 members Mstep: Class 13 contains 7089 members Mstep: Class 14 contains 1078 members Mstep: Class 15 contains 251259 members Mstep: Class 16 contains 4629 members Mstep: Class 17 contains 14795 members Mstep: Class 18 contains 1298 members Mstep: Class 19 contains 513 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24326 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 342 members Mstep: Class 25 contains 16589 members Mstep: Class 26 contains 771 members Entering Unmasked Estep ConsiderDeletion Score: -15548360.000000 Penalty: 15165.835938 Iteration 200F: 27 clusters Score -1.554836e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 821 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 334 members Mstep: Class 5 contains 960 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2362 members Mstep: Class 8 contains 2681 members Mstep: Class 9 contains 28729 members Mstep: Class 10 contains 4716 members Mstep: Class 11 contains 893 members Mstep: Class 12 contains 3454 members Mstep: Class 13 contains 7088 members Mstep: Class 14 contains 1078 members Mstep: Class 15 contains 251257 members Mstep: Class 16 contains 4628 members Mstep: Class 17 contains 14792 members Mstep: Class 18 contains 1298 members Mstep: Class 19 contains 513 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24328 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 342 members Mstep: Class 25 contains 16595 members Mstep: Class 26 contains 771 members Entering Unmasked Estep ConsiderDeletion Score: -15548355.000000 Penalty: 15165.835938 Iteration 201Q: 27 clusters Score -1.554836e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 821 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 334 members Mstep: Class 5 contains 960 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2362 members Mstep: Class 8 contains 2681 members Mstep: Class 9 contains 28729 members Mstep: Class 10 contains 4716 members Mstep: Class 11 contains 893 members Mstep: Class 12 contains 3454 members Mstep: Class 13 contains 7087 members Mstep: Class 14 contains 1078 members Mstep: Class 15 contains 251250 members Mstep: Class 16 contains 4628 members Mstep: Class 17 contains 14790 members Mstep: Class 18 contains 1298 members Mstep: Class 19 contains 513 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24329 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 342 members Mstep: Class 25 contains 16604 members Mstep: Class 26 contains 771 members Entering Unmasked Estep ConsiderDeletion Score: -15548350.000000 Penalty: 15165.835938 Iteration 202Q: 27 clusters Score -1.554835e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 821 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 334 members Mstep: Class 5 contains 960 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2362 members Mstep: Class 8 contains 2680 members Mstep: Class 9 contains 28729 members Mstep: Class 10 contains 4716 members Mstep: Class 11 contains 893 members Mstep: Class 12 contains 3454 members Mstep: Class 13 contains 7087 members Mstep: Class 14 contains 1078 members Mstep: Class 15 contains 251252 members Mstep: Class 16 contains 4628 members Mstep: Class 17 contains 14788 members Mstep: Class 18 contains 1298 members Mstep: Class 19 contains 513 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24329 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 342 members Mstep: Class 25 contains 16605 members Mstep: Class 26 contains 771 members Entering Unmasked Estep ConsiderDeletion Score: -15548349.000000 Penalty: 15165.835938 Iteration 203Q: 27 clusters Score -1.554835e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 821 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 334 members Mstep: Class 5 contains 960 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2362 members Mstep: Class 8 contains 2679 members Mstep: Class 9 contains 28729 members Mstep: Class 10 contains 4716 members Mstep: Class 11 contains 893 members Mstep: Class 12 contains 3454 members Mstep: Class 13 contains 7088 members Mstep: Class 14 contains 1078 members Mstep: Class 15 contains 251255 members Mstep: Class 16 contains 4628 members Mstep: Class 17 contains 14784 members Mstep: Class 18 contains 1298 members Mstep: Class 19 contains 513 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24329 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 342 members Mstep: Class 25 contains 16606 members Mstep: Class 26 contains 771 members Entering Unmasked Estep ConsiderDeletion Score: -15548356.000000 Penalty: 15165.835938 Iteration 204Q: 27 clusters Score -1.554836e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 821 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 334 members Mstep: Class 5 contains 960 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2362 members Mstep: Class 8 contains 2678 members Mstep: Class 9 contains 28729 members Mstep: Class 10 contains 4716 members Mstep: Class 11 contains 893 members Mstep: Class 12 contains 3454 members Mstep: Class 13 contains 7089 members Mstep: Class 14 contains 1078 members Mstep: Class 15 contains 251259 members Mstep: Class 16 contains 4628 members Mstep: Class 17 contains 14780 members Mstep: Class 18 contains 1298 members Mstep: Class 19 contains 513 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24328 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 342 members Mstep: Class 25 contains 16607 members Mstep: Class 26 contains 771 members Entering Unmasked Estep ConsiderDeletion Score: -15548347.000000 Penalty: 15165.835938 Iteration 205Q: 27 clusters Score -1.554835e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 821 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 334 members Mstep: Class 5 contains 959 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2362 members Mstep: Class 8 contains 2677 members Mstep: Class 9 contains 28729 members Mstep: Class 10 contains 4716 members Mstep: Class 11 contains 893 members Mstep: Class 12 contains 3454 members Mstep: Class 13 contains 7090 members Mstep: Class 14 contains 1078 members Mstep: Class 15 contains 251262 members Mstep: Class 16 contains 4628 members Mstep: Class 17 contains 14777 members Mstep: Class 18 contains 1298 members Mstep: Class 19 contains 513 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24329 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 342 members Mstep: Class 25 contains 16607 members Mstep: Class 26 contains 771 members Entering Unmasked Estep ConsiderDeletion Score: -15548349.000000 Penalty: 15165.835938 Iteration 206Q: 27 clusters Score -1.554835e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 821 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 334 members Mstep: Class 5 contains 959 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2362 members Mstep: Class 8 contains 2676 members Mstep: Class 9 contains 28729 members Mstep: Class 10 contains 4716 members Mstep: Class 11 contains 893 members Mstep: Class 12 contains 3454 members Mstep: Class 13 contains 7089 members Mstep: Class 14 contains 1078 members Mstep: Class 15 contains 251267 members Mstep: Class 16 contains 4628 members Mstep: Class 17 contains 14772 members Mstep: Class 18 contains 1298 members Mstep: Class 19 contains 513 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24331 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 342 members Mstep: Class 25 contains 16607 members Mstep: Class 26 contains 771 members Entering Unmasked Estep ConsiderDeletion Score: -15548336.000000 Penalty: 15165.835938 Iteration 207Q: 27 clusters Score -1.554834e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 821 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 334 members Mstep: Class 5 contains 959 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2362 members Mstep: Class 8 contains 2676 members Mstep: Class 9 contains 28729 members Mstep: Class 10 contains 4716 members Mstep: Class 11 contains 893 members Mstep: Class 12 contains 3454 members Mstep: Class 13 contains 7086 members Mstep: Class 14 contains 1078 members Mstep: Class 15 contains 251273 members Mstep: Class 16 contains 4628 members Mstep: Class 17 contains 14767 members Mstep: Class 18 contains 1298 members Mstep: Class 19 contains 513 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24333 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 342 members Mstep: Class 25 contains 16607 members Mstep: Class 26 contains 771 members Entering Unmasked Estep ConsiderDeletion Score: -15548340.000000 Penalty: 15165.835938 Iteration 208Q: 27 clusters Score -1.554834e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 821 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 334 members Mstep: Class 5 contains 959 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2362 members Mstep: Class 8 contains 2675 members Mstep: Class 9 contains 28729 members Mstep: Class 10 contains 4716 members Mstep: Class 11 contains 893 members Mstep: Class 12 contains 3454 members Mstep: Class 13 contains 7085 members Mstep: Class 14 contains 1078 members Mstep: Class 15 contains 251275 members Mstep: Class 16 contains 4628 members Mstep: Class 17 contains 14764 members Mstep: Class 18 contains 1298 members Mstep: Class 19 contains 513 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24335 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 342 members Mstep: Class 25 contains 16608 members Mstep: Class 26 contains 771 members Entering Unmasked Estep ConsiderDeletion Score: -15548336.000000 Penalty: 15165.835938 Iteration 209Q: 27 clusters Score -1.554834e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 821 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 334 members Mstep: Class 5 contains 959 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2362 members Mstep: Class 8 contains 2675 members Mstep: Class 9 contains 28729 members Mstep: Class 10 contains 4716 members Mstep: Class 11 contains 893 members Mstep: Class 12 contains 3454 members Mstep: Class 13 contains 7085 members Mstep: Class 14 contains 1078 members Mstep: Class 15 contains 251276 members Mstep: Class 16 contains 4628 members Mstep: Class 17 contains 14759 members Mstep: Class 18 contains 1298 members Mstep: Class 19 contains 513 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24337 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 342 members Mstep: Class 25 contains 16610 members Mstep: Class 26 contains 771 members Entering Unmasked Estep ConsiderDeletion Score: -15548338.000000 Penalty: 15165.835938 Iteration 210Q: 27 clusters Score -1.554834e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 821 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 334 members Mstep: Class 5 contains 959 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2362 members Mstep: Class 8 contains 2675 members Mstep: Class 9 contains 28729 members Mstep: Class 10 contains 4716 members Mstep: Class 11 contains 893 members Mstep: Class 12 contains 3454 members Mstep: Class 13 contains 7084 members Mstep: Class 14 contains 1078 members Mstep: Class 15 contains 251277 members Mstep: Class 16 contains 4628 members Mstep: Class 17 contains 14756 members Mstep: Class 18 contains 1298 members Mstep: Class 19 contains 513 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24338 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 342 members Mstep: Class 25 contains 16612 members Mstep: Class 26 contains 771 members Entering Unmasked Estep ConsiderDeletion Score: -15548337.000000 Penalty: 15165.835938 Iteration 211Q: 27 clusters Score -1.554834e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 821 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 334 members Mstep: Class 5 contains 959 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2362 members Mstep: Class 8 contains 2674 members Mstep: Class 9 contains 28729 members Mstep: Class 10 contains 4716 members Mstep: Class 11 contains 893 members Mstep: Class 12 contains 3454 members Mstep: Class 13 contains 7082 members Mstep: Class 14 contains 1078 members Mstep: Class 15 contains 251279 members Mstep: Class 16 contains 4628 members Mstep: Class 17 contains 14754 members Mstep: Class 18 contains 1298 members Mstep: Class 19 contains 513 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24340 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 342 members Mstep: Class 25 contains 16613 members Mstep: Class 26 contains 771 members Entering Unmasked Estep ConsiderDeletion Score: -15548332.000000 Penalty: 15165.835938 Iteration 212Q: 27 clusters Score -1.554833e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 821 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 334 members Mstep: Class 5 contains 959 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2362 members Mstep: Class 8 contains 2674 members Mstep: Class 9 contains 28729 members Mstep: Class 10 contains 4716 members Mstep: Class 11 contains 893 members Mstep: Class 12 contains 3454 members Mstep: Class 13 contains 7081 members Mstep: Class 14 contains 1078 members Mstep: Class 15 contains 251280 members Mstep: Class 16 contains 4628 members Mstep: Class 17 contains 14752 members Mstep: Class 18 contains 1298 members Mstep: Class 19 contains 513 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24341 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 342 members Mstep: Class 25 contains 16614 members Mstep: Class 26 contains 771 members Entering Unmasked Estep ConsiderDeletion Score: -15548328.000000 Penalty: 15165.835938 Iteration 213Q: 27 clusters Score -1.554833e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 821 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 334 members Mstep: Class 5 contains 959 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2362 members Mstep: Class 8 contains 2673 members Mstep: Class 9 contains 28729 members Mstep: Class 10 contains 4716 members Mstep: Class 11 contains 893 members Mstep: Class 12 contains 3454 members Mstep: Class 13 contains 7080 members Mstep: Class 14 contains 1078 members Mstep: Class 15 contains 251278 members Mstep: Class 16 contains 4628 members Mstep: Class 17 contains 14752 members Mstep: Class 18 contains 1298 members Mstep: Class 19 contains 513 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24345 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 342 members Mstep: Class 25 contains 16614 members Mstep: Class 26 contains 771 members Entering Unmasked Estep ConsiderDeletion Score: -15548320.000000 Penalty: 15165.835938 Iteration 214Q: 27 clusters Score -1.554832e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 821 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 334 members Mstep: Class 5 contains 959 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2362 members Mstep: Class 8 contains 2672 members Mstep: Class 9 contains 28729 members Mstep: Class 10 contains 4716 members Mstep: Class 11 contains 893 members Mstep: Class 12 contains 3454 members Mstep: Class 13 contains 7078 members Mstep: Class 14 contains 1078 members Mstep: Class 15 contains 251278 members Mstep: Class 16 contains 4627 members Mstep: Class 17 contains 14752 members Mstep: Class 18 contains 1298 members Mstep: Class 19 contains 513 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24349 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 342 members Mstep: Class 25 contains 16614 members Mstep: Class 26 contains 771 members Entering Unmasked Estep ConsiderDeletion Score: -15548317.000000 Penalty: 15165.835938 Iteration 215Q: 27 clusters Score -1.554832e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 821 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 334 members Mstep: Class 5 contains 959 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2362 members Mstep: Class 8 contains 2670 members Mstep: Class 9 contains 28729 members Mstep: Class 10 contains 4716 members Mstep: Class 11 contains 893 members Mstep: Class 12 contains 3454 members Mstep: Class 13 contains 7076 members Mstep: Class 14 contains 1078 members Mstep: Class 15 contains 251281 members Mstep: Class 16 contains 4626 members Mstep: Class 17 contains 14751 members Mstep: Class 18 contains 1298 members Mstep: Class 19 contains 513 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24352 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 342 members Mstep: Class 25 contains 16614 members Mstep: Class 26 contains 771 members Entering Unmasked Estep ConsiderDeletion Score: -15548316.000000 Penalty: 15165.835938 Iteration 216Q: 27 clusters Score -1.554832e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 821 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 334 members Mstep: Class 5 contains 959 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2362 members Mstep: Class 8 contains 2669 members Mstep: Class 9 contains 28729 members Mstep: Class 10 contains 4716 members Mstep: Class 11 contains 893 members Mstep: Class 12 contains 3454 members Mstep: Class 13 contains 7074 members Mstep: Class 14 contains 1078 members Mstep: Class 15 contains 251289 members Mstep: Class 16 contains 4625 members Mstep: Class 17 contains 14749 members Mstep: Class 18 contains 1298 members Mstep: Class 19 contains 513 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24350 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 342 members Mstep: Class 25 contains 16614 members Mstep: Class 26 contains 771 members Entering Unmasked Estep ConsiderDeletion Score: -15548323.000000 Penalty: 15165.835938 Iteration 217Q: 27 clusters Score -1.554832e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 821 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 334 members Mstep: Class 5 contains 959 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2362 members Mstep: Class 8 contains 2667 members Mstep: Class 9 contains 28728 members Mstep: Class 10 contains 4716 members Mstep: Class 11 contains 893 members Mstep: Class 12 contains 3454 members Mstep: Class 13 contains 7073 members Mstep: Class 14 contains 1078 members Mstep: Class 15 contains 251299 members Mstep: Class 16 contains 4624 members Mstep: Class 17 contains 14745 members Mstep: Class 18 contains 1298 members Mstep: Class 19 contains 513 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24349 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 342 members Mstep: Class 25 contains 16614 members Mstep: Class 26 contains 771 members Entering Unmasked Estep ConsiderDeletion Score: -15548296.000000 Penalty: 15165.835938 Iteration 218Q: 27 clusters Score -1.55483e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 821 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 334 members Mstep: Class 5 contains 959 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2362 members Mstep: Class 8 contains 2665 members Mstep: Class 9 contains 28728 members Mstep: Class 10 contains 4715 members Mstep: Class 11 contains 893 members Mstep: Class 12 contains 3454 members Mstep: Class 13 contains 7072 members Mstep: Class 14 contains 1078 members Mstep: Class 15 contains 251306 members Mstep: Class 16 contains 4622 members Mstep: Class 17 contains 14741 members Mstep: Class 18 contains 1298 members Mstep: Class 19 contains 513 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24352 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 342 members Mstep: Class 25 contains 16614 members Mstep: Class 26 contains 771 members Entering Unmasked Estep ConsiderDeletion Score: -15548303.000000 Penalty: 15165.835938 Iteration 219Q: 27 clusters Score -1.55483e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 821 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 334 members Mstep: Class 5 contains 959 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2362 members Mstep: Class 8 contains 2662 members Mstep: Class 9 contains 28728 members Mstep: Class 10 contains 4714 members Mstep: Class 11 contains 893 members Mstep: Class 12 contains 3454 members Mstep: Class 13 contains 7073 members Mstep: Class 14 contains 1078 members Mstep: Class 15 contains 251311 members Mstep: Class 16 contains 4620 members Mstep: Class 17 contains 14734 members Mstep: Class 18 contains 1298 members Mstep: Class 19 contains 513 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24359 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 342 members Mstep: Class 25 contains 16614 members Mstep: Class 26 contains 771 members Entering Unmasked Estep ConsiderDeletion Score: -15548297.000000 Penalty: 15165.835938 Iteration 220F: 27 clusters Score -1.55483e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 821 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 334 members Mstep: Class 5 contains 959 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2362 members Mstep: Class 8 contains 2659 members Mstep: Class 9 contains 28727 members Mstep: Class 10 contains 4713 members Mstep: Class 11 contains 893 members Mstep: Class 12 contains 3454 members Mstep: Class 13 contains 7068 members Mstep: Class 14 contains 1078 members Mstep: Class 15 contains 251319 members Mstep: Class 16 contains 4619 members Mstep: Class 17 contains 14728 members Mstep: Class 18 contains 1298 members Mstep: Class 19 contains 513 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24368 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 342 members Mstep: Class 25 contains 16614 members Mstep: Class 26 contains 771 members Entering Unmasked Estep ConsiderDeletion Score: -15548295.000000 Penalty: 15165.835938 Iteration 221Q: 27 clusters Score -1.55483e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 821 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 334 members Mstep: Class 5 contains 959 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2362 members Mstep: Class 8 contains 2651 members Mstep: Class 9 contains 28727 members Mstep: Class 10 contains 4711 members Mstep: Class 11 contains 893 members Mstep: Class 12 contains 3454 members Mstep: Class 13 contains 7069 members Mstep: Class 14 contains 1078 members Mstep: Class 15 contains 251328 members Mstep: Class 16 contains 4618 members Mstep: Class 17 contains 14720 members Mstep: Class 18 contains 1298 members Mstep: Class 19 contains 513 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24376 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 342 members Mstep: Class 25 contains 16615 members Mstep: Class 26 contains 771 members Entering Unmasked Estep ConsiderDeletion Score: -15548320.000000 Penalty: 15165.835938 Iteration 222Q: 27 clusters Score -1.554832e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 821 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 334 members Mstep: Class 5 contains 959 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2362 members Mstep: Class 8 contains 2646 members Mstep: Class 9 contains 28727 members Mstep: Class 10 contains 4709 members Mstep: Class 11 contains 893 members Mstep: Class 12 contains 3454 members Mstep: Class 13 contains 7067 members Mstep: Class 14 contains 1078 members Mstep: Class 15 contains 251338 members Mstep: Class 16 contains 4618 members Mstep: Class 17 contains 14711 members Mstep: Class 18 contains 1298 members Mstep: Class 19 contains 513 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24383 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 342 members Mstep: Class 25 contains 16616 members Mstep: Class 26 contains 771 members Entering Unmasked Estep ConsiderDeletion Score: -15548303.000000 Penalty: 15165.835938 Iteration 223Q: 27 clusters Score -1.55483e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 821 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 334 members Mstep: Class 5 contains 959 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2362 members Mstep: Class 8 contains 2641 members Mstep: Class 9 contains 28727 members Mstep: Class 10 contains 4708 members Mstep: Class 11 contains 893 members Mstep: Class 12 contains 3454 members Mstep: Class 13 contains 7063 members Mstep: Class 14 contains 1078 members Mstep: Class 15 contains 251347 members Mstep: Class 16 contains 4618 members Mstep: Class 17 contains 14704 members Mstep: Class 18 contains 1298 members Mstep: Class 19 contains 513 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24391 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 342 members Mstep: Class 25 contains 16616 members Mstep: Class 26 contains 771 members Entering Unmasked Estep ConsiderDeletion Score: -15548304.000000 Penalty: 15165.835938 Iteration 224Q: 27 clusters Score -1.55483e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 821 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 334 members Mstep: Class 5 contains 959 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2362 members Mstep: Class 8 contains 2638 members Mstep: Class 9 contains 28727 members Mstep: Class 10 contains 4706 members Mstep: Class 11 contains 893 members Mstep: Class 12 contains 3454 members Mstep: Class 13 contains 7058 members Mstep: Class 14 contains 1078 members Mstep: Class 15 contains 251360 members Mstep: Class 16 contains 4618 members Mstep: Class 17 contains 14695 members Mstep: Class 18 contains 1298 members Mstep: Class 19 contains 513 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24396 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 342 members Mstep: Class 25 contains 16617 members Mstep: Class 26 contains 771 members Entering Unmasked Estep ConsiderDeletion Score: -15548329.000000 Penalty: 15165.835938 Iteration 225Q: 27 clusters Score -1.554833e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 821 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 334 members Mstep: Class 5 contains 959 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2362 members Mstep: Class 8 contains 2635 members Mstep: Class 9 contains 28727 members Mstep: Class 10 contains 4704 members Mstep: Class 11 contains 893 members Mstep: Class 12 contains 3454 members Mstep: Class 13 contains 7056 members Mstep: Class 14 contains 1078 members Mstep: Class 15 contains 251368 members Mstep: Class 16 contains 4617 members Mstep: Class 17 contains 14688 members Mstep: Class 18 contains 1298 members Mstep: Class 19 contains 513 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24402 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 342 members Mstep: Class 25 contains 16618 members Mstep: Class 26 contains 771 members Entering Unmasked Estep ConsiderDeletion Score: -15548305.000000 Penalty: 15165.835938 Iteration 226Q: 27 clusters Score -1.55483e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 821 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 334 members Mstep: Class 5 contains 959 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2362 members Mstep: Class 8 contains 2634 members Mstep: Class 9 contains 28727 members Mstep: Class 10 contains 4704 members Mstep: Class 11 contains 893 members Mstep: Class 12 contains 3454 members Mstep: Class 13 contains 7052 members Mstep: Class 14 contains 1078 members Mstep: Class 15 contains 251382 members Mstep: Class 16 contains 4617 members Mstep: Class 17 contains 14676 members Mstep: Class 18 contains 1297 members Mstep: Class 19 contains 513 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24406 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 342 members Mstep: Class 25 contains 16618 members Mstep: Class 26 contains 771 members Entering Unmasked Estep ConsiderDeletion Score: -15548297.000000 Penalty: 15165.835938 Iteration 227Q: 27 clusters Score -1.55483e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 821 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 334 members Mstep: Class 5 contains 959 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2362 members Mstep: Class 8 contains 2634 members Mstep: Class 9 contains 28726 members Mstep: Class 10 contains 4704 members Mstep: Class 11 contains 893 members Mstep: Class 12 contains 3454 members Mstep: Class 13 contains 7048 members Mstep: Class 14 contains 1078 members Mstep: Class 15 contains 251397 members Mstep: Class 16 contains 4618 members Mstep: Class 17 contains 14664 members Mstep: Class 18 contains 1297 members Mstep: Class 19 contains 513 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24407 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 342 members Mstep: Class 25 contains 16618 members Mstep: Class 26 contains 771 members Entering Unmasked Estep ConsiderDeletion Score: -15548301.000000 Penalty: 15165.835938 Iteration 228Q: 27 clusters Score -1.55483e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 821 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 334 members Mstep: Class 5 contains 959 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2362 members Mstep: Class 8 contains 2633 members Mstep: Class 9 contains 28725 members Mstep: Class 10 contains 4704 members Mstep: Class 11 contains 893 members Mstep: Class 12 contains 3454 members Mstep: Class 13 contains 7043 members Mstep: Class 14 contains 1078 members Mstep: Class 15 contains 251406 members Mstep: Class 16 contains 4619 members Mstep: Class 17 contains 14660 members Mstep: Class 18 contains 1297 members Mstep: Class 19 contains 513 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24408 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 342 members Mstep: Class 25 contains 16618 members Mstep: Class 26 contains 771 members Entering Unmasked Estep ConsiderDeletion Score: -15548295.000000 Penalty: 15165.835938 Iteration 229Q: 27 clusters Score -1.55483e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 821 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 334 members Mstep: Class 5 contains 959 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2362 members Mstep: Class 8 contains 2633 members Mstep: Class 9 contains 28724 members Mstep: Class 10 contains 4704 members Mstep: Class 11 contains 893 members Mstep: Class 12 contains 3454 members Mstep: Class 13 contains 7036 members Mstep: Class 14 contains 1078 members Mstep: Class 15 contains 251419 members Mstep: Class 16 contains 4617 members Mstep: Class 17 contains 14651 members Mstep: Class 18 contains 1297 members Mstep: Class 19 contains 513 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24414 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 342 members Mstep: Class 25 contains 16618 members Mstep: Class 26 contains 771 members Entering Unmasked Estep ConsiderDeletion Score: -15548292.000000 Penalty: 15165.835938 Iteration 230Q: 27 clusters Score -1.554829e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 821 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 334 members Mstep: Class 5 contains 958 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2362 members Mstep: Class 8 contains 2632 members Mstep: Class 9 contains 28724 members Mstep: Class 10 contains 4704 members Mstep: Class 11 contains 893 members Mstep: Class 12 contains 3454 members Mstep: Class 13 contains 7031 members Mstep: Class 14 contains 1078 members Mstep: Class 15 contains 251427 members Mstep: Class 16 contains 4619 members Mstep: Class 17 contains 14645 members Mstep: Class 18 contains 1297 members Mstep: Class 19 contains 513 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24417 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 342 members Mstep: Class 25 contains 16618 members Mstep: Class 26 contains 771 members Entering Unmasked Estep ConsiderDeletion Score: -15548290.000000 Penalty: 15165.835938 Iteration 231Q: 27 clusters Score -1.554829e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 821 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 334 members Mstep: Class 5 contains 958 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2362 members Mstep: Class 8 contains 2630 members Mstep: Class 9 contains 28724 members Mstep: Class 10 contains 4704 members Mstep: Class 11 contains 893 members Mstep: Class 12 contains 3454 members Mstep: Class 13 contains 7031 members Mstep: Class 14 contains 1078 members Mstep: Class 15 contains 251431 members Mstep: Class 16 contains 4619 members Mstep: Class 17 contains 14639 members Mstep: Class 18 contains 1297 members Mstep: Class 19 contains 513 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24420 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 342 members Mstep: Class 25 contains 16619 members Mstep: Class 26 contains 771 members Entering Unmasked Estep ConsiderDeletion Score: -15548291.000000 Penalty: 15165.835938 Iteration 232Q: 27 clusters Score -1.554829e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 821 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 334 members Mstep: Class 5 contains 958 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2362 members Mstep: Class 8 contains 2630 members Mstep: Class 9 contains 28724 members Mstep: Class 10 contains 4704 members Mstep: Class 11 contains 893 members Mstep: Class 12 contains 3454 members Mstep: Class 13 contains 7030 members Mstep: Class 14 contains 1078 members Mstep: Class 15 contains 251437 members Mstep: Class 16 contains 4618 members Mstep: Class 17 contains 14632 members Mstep: Class 18 contains 1297 members Mstep: Class 19 contains 513 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24421 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 342 members Mstep: Class 25 contains 16621 members Mstep: Class 26 contains 771 members Entering Unmasked Estep ConsiderDeletion Score: -15548297.000000 Penalty: 15165.835938 Iteration 233Q: 27 clusters Score -1.55483e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 821 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 334 members Mstep: Class 5 contains 958 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2362 members Mstep: Class 8 contains 2629 members Mstep: Class 9 contains 28724 members Mstep: Class 10 contains 4704 members Mstep: Class 11 contains 893 members Mstep: Class 12 contains 3454 members Mstep: Class 13 contains 7030 members Mstep: Class 14 contains 1078 members Mstep: Class 15 contains 251446 members Mstep: Class 16 contains 4618 members Mstep: Class 17 contains 14624 members Mstep: Class 18 contains 1297 members Mstep: Class 19 contains 513 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24421 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 342 members Mstep: Class 25 contains 16621 members Mstep: Class 26 contains 771 members Entering Unmasked Estep ConsiderDeletion Score: -15548307.000000 Penalty: 15165.835938 Iteration 234Q: 27 clusters Score -1.554831e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 821 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 334 members Mstep: Class 5 contains 959 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2362 members Mstep: Class 8 contains 2626 members Mstep: Class 9 contains 28724 members Mstep: Class 10 contains 4704 members Mstep: Class 11 contains 893 members Mstep: Class 12 contains 3454 members Mstep: Class 13 contains 7029 members Mstep: Class 14 contains 1078 members Mstep: Class 15 contains 251452 members Mstep: Class 16 contains 4618 members Mstep: Class 17 contains 14619 members Mstep: Class 18 contains 1297 members Mstep: Class 19 contains 513 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24423 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 342 members Mstep: Class 25 contains 16621 members Mstep: Class 26 contains 771 members Entering Unmasked Estep ConsiderDeletion Score: -15548300.000000 Penalty: 15165.835938 Iteration 235Q: 27 clusters Score -1.55483e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 821 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 334 members Mstep: Class 5 contains 959 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2362 members Mstep: Class 8 contains 2622 members Mstep: Class 9 contains 28724 members Mstep: Class 10 contains 4704 members Mstep: Class 11 contains 893 members Mstep: Class 12 contains 3454 members Mstep: Class 13 contains 7029 members Mstep: Class 14 contains 1078 members Mstep: Class 15 contains 251457 members Mstep: Class 16 contains 4618 members Mstep: Class 17 contains 14614 members Mstep: Class 18 contains 1297 members Mstep: Class 19 contains 513 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24427 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 342 members Mstep: Class 25 contains 16621 members Mstep: Class 26 contains 771 members Entering Unmasked Estep ConsiderDeletion Score: -15548302.000000 Penalty: 15165.835938 Iteration 236Q: 27 clusters Score -1.55483e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 821 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 334 members Mstep: Class 5 contains 959 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2362 members Mstep: Class 8 contains 2620 members Mstep: Class 9 contains 28724 members Mstep: Class 10 contains 4704 members Mstep: Class 11 contains 893 members Mstep: Class 12 contains 3454 members Mstep: Class 13 contains 7027 members Mstep: Class 14 contains 1078 members Mstep: Class 15 contains 251466 members Mstep: Class 16 contains 4617 members Mstep: Class 17 contains 14604 members Mstep: Class 18 contains 1297 members Mstep: Class 19 contains 513 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24433 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 342 members Mstep: Class 25 contains 16621 members Mstep: Class 26 contains 771 members Entering Unmasked Estep ConsiderDeletion Score: -15548306.000000 Penalty: 15165.835938 Iteration 237Q: 27 clusters Score -1.554831e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 821 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 334 members Mstep: Class 5 contains 959 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2362 members Mstep: Class 8 contains 2618 members Mstep: Class 9 contains 28724 members Mstep: Class 10 contains 4704 members Mstep: Class 11 contains 893 members Mstep: Class 12 contains 3454 members Mstep: Class 13 contains 7025 members Mstep: Class 14 contains 1078 members Mstep: Class 15 contains 251473 members Mstep: Class 16 contains 4616 members Mstep: Class 17 contains 14597 members Mstep: Class 18 contains 1297 members Mstep: Class 19 contains 513 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24438 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 342 members Mstep: Class 25 contains 16621 members Mstep: Class 26 contains 771 members Entering Unmasked Estep ConsiderDeletion Score: -15548308.000000 Penalty: 15165.835938 Iteration 238Q: 27 clusters Score -1.554831e+07 nChanged 13 Entering ConstructFrom: Score: -15548308.000000 Penalty: 15165.835938 Entering ConstructFrom: Trying to split cluster 1 (184 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Entering Unmasked Estep Score: -7636.351562 Penalty: 237.279572 Iteration 0F: 2 clusters Score -7636.352 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -7369.663574 Penalty: 474.559143 Iteration 0F: 3 clusters Score -7369.664 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -7420.802246 Penalty: 474.559143 Iteration 1F: 3 clusters Score -7420.802 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -7426.922363 Penalty: 474.559143 Iteration 2Q: 3 clusters Score -7426.922 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -7432.451172 Penalty: 474.559143 Iteration 3Q: 3 clusters Score -7432.451 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -7436.483887 Penalty: 474.559143 Iteration 4Q: 3 clusters Score -7436.484 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -7441.866211 Penalty: 474.559143 Iteration 5Q: 3 clusters Score -7441.866 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -7446.204590 Penalty: 474.559143 Iteration 6Q: 3 clusters Score -7446.205 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -7446.767578 Penalty: 474.559143 Iteration 7Q: 3 clusters Score -7446.768 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -7446.767578 Penalty: 474.559143 Iteration 8F: 3 clusters Score -7446.768 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (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: -41135.933594 Penalty: 305.328796 Iteration 0F: 2 clusters Score -41135.93 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -40435.546875 Penalty: 610.657593 Iteration 0F: 3 clusters Score -40435.55 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -40605.316406 Penalty: 610.657593 Iteration 1F: 3 clusters Score -40605.32 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -40654.558594 Penalty: 610.657593 Iteration 2F: 3 clusters Score -40654.56 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -40692.816406 Penalty: 610.657593 Iteration 3F: 3 clusters Score -40692.82 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -40711.121094 Penalty: 610.657593 Iteration 4Q: 3 clusters Score -40711.12 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -40725.343750 Penalty: 610.657593 Iteration 5Q: 3 clusters Score -40725.34 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -40733.941406 Penalty: 610.657593 Iteration 6Q: 3 clusters Score -40733.94 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -40746.292969 Penalty: 610.657593 Iteration 7Q: 3 clusters Score -40746.29 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -40756.417969 Penalty: 610.657593 Iteration 8Q: 3 clusters Score -40756.42 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -40760.953125 Penalty: 610.657593 Iteration 9Q: 3 clusters Score -40760.95 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -40767.402344 Penalty: 610.657593 Iteration 10Q: 3 clusters Score -40767.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -40774.613281 Penalty: 610.657593 Iteration 11Q: 3 clusters Score -40774.61 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -40779.886719 Penalty: 610.657593 Iteration 12Q: 3 clusters Score -40779.89 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -40784.886719 Penalty: 610.657593 Iteration 13Q: 3 clusters Score -40784.89 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -40789.660156 Penalty: 610.657593 Iteration 14Q: 3 clusters Score -40789.66 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -40795.070312 Penalty: 610.657593 Iteration 15Q: 3 clusters Score -40795.07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -40797.789062 Penalty: 610.657593 Iteration 16Q: 3 clusters Score -40797.79 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -40798.664062 Penalty: 610.657593 Iteration 17Q: 3 clusters Score -40798.66 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -40799.328125 Penalty: 610.657593 Iteration 18Q: 3 clusters Score -40799.33 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -40799.984375 Penalty: 610.657593 Iteration 19Q: 3 clusters Score -40799.98 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -40799.984375 Penalty: 610.657593 Iteration 20F: 3 clusters Score -40799.98 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (199 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Entering Unmasked Estep Score: -8184.769043 Penalty: 240.845367 Iteration 0F: 2 clusters Score -8184.769 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -7912.446777 Penalty: 481.690735 Iteration 0F: 3 clusters Score -7912.447 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -7976.949219 Penalty: 481.690735 Iteration 1F: 3 clusters Score -7976.949 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -7992.279785 Penalty: 481.690735 Iteration 2F: 3 clusters Score -7992.28 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -7994.334473 Penalty: 481.690735 Iteration 3Q: 3 clusters Score -7994.334 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -7996.479492 Penalty: 481.690735 Iteration 4Q: 3 clusters Score -7996.479 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -7997.402832 Penalty: 481.690735 Iteration 5Q: 3 clusters Score -7997.403 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -7997.801270 Penalty: 481.690735 Iteration 6Q: 3 clusters Score -7997.801 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -7997.801270 Penalty: 481.690735 Iteration 7F: 3 clusters Score -7997.801 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (334 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Entering Unmasked Estep Score: -12359.068359 Penalty: 264.406921 Iteration 0F: 2 clusters Score -12359.07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -11977.700195 Penalty: 528.813843 Iteration 0F: 3 clusters Score -11977.7 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -12044.571289 Penalty: 528.813843 Iteration 1F: 3 clusters Score -12044.57 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -12062.031250 Penalty: 528.813843 Iteration 2F: 3 clusters Score -12062.03 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -12076.385742 Penalty: 528.813843 Iteration 3Q: 3 clusters Score -12076.39 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -12081.213867 Penalty: 528.813843 Iteration 4Q: 3 clusters Score -12081.21 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -12083.757812 Penalty: 528.813843 Iteration 5Q: 3 clusters Score -12083.76 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -12083.757812 Penalty: 528.813843 Iteration 6F: 3 clusters Score -12083.76 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (959 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Entering Unmasked Estep Score: -36393.589844 Penalty: 312.398041 Iteration 0F: 2 clusters Score -36393.59 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -35613.589844 Penalty: 624.796082 Iteration 0F: 3 clusters Score -35613.59 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -35816.675781 Penalty: 624.796082 Iteration 1F: 3 clusters Score -35816.68 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -35855.761719 Penalty: 624.796082 Iteration 2F: 3 clusters Score -35855.76 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -35875.625000 Penalty: 624.796082 Iteration 3Q: 3 clusters Score -35875.62 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -35886.339844 Penalty: 624.796082 Iteration 4Q: 3 clusters Score -35886.34 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -35893.625000 Penalty: 624.796082 Iteration 5Q: 3 clusters Score -35893.62 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -35899.746094 Penalty: 624.796082 Iteration 6Q: 3 clusters Score -35899.75 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -35904.691406 Penalty: 624.796082 Iteration 7Q: 3 clusters Score -35904.69 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -35909.855469 Penalty: 624.796082 Iteration 8Q: 3 clusters Score -35909.86 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -35913.007812 Penalty: 624.796082 Iteration 9Q: 3 clusters Score -35913.01 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -35921.796875 Penalty: 624.796082 Iteration 10Q: 3 clusters Score -35921.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -35929.765625 Penalty: 624.796082 Iteration 11Q: 3 clusters Score -35929.77 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -35942.320312 Penalty: 624.796082 Iteration 12Q: 3 clusters Score -35942.32 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -35958.343750 Penalty: 624.796082 Iteration 13Q: 3 clusters Score -35958.34 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -35969.726562 Penalty: 624.796082 Iteration 14Q: 3 clusters Score -35969.73 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -35975.902344 Penalty: 624.796082 Iteration 15Q: 3 clusters Score -35975.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -35981.816406 Penalty: 624.796082 Iteration 16Q: 3 clusters Score -35981.82 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -35989.496094 Penalty: 624.796082 Iteration 17Q: 3 clusters Score -35989.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -35996.941406 Penalty: 624.796082 Iteration 18Q: 3 clusters Score -35996.94 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -36004.960938 Penalty: 624.796082 Iteration 19Q: 3 clusters Score -36004.96 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -36013.066406 Penalty: 624.796082 Iteration 20F: 3 clusters Score -36013.07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -36018.343750 Penalty: 624.796082 Iteration 21Q: 3 clusters Score -36018.34 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -36022.664062 Penalty: 624.796082 Iteration 22Q: 3 clusters Score -36022.66 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -36025.210938 Penalty: 624.796082 Iteration 23Q: 3 clusters Score -36025.21 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -36030.156250 Penalty: 624.796082 Iteration 24Q: 3 clusters Score -36030.16 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -36036.277344 Penalty: 624.796082 Iteration 25Q: 3 clusters Score -36036.28 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -36045.488281 Penalty: 624.796082 Iteration 26Q: 3 clusters Score -36045.49 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -36058.355469 Penalty: 624.796082 Iteration 27Q: 3 clusters Score -36058.36 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -36070.390625 Penalty: 624.796082 Iteration 28Q: 3 clusters Score -36070.39 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -36082.121094 Penalty: 624.796082 Iteration 29Q: 3 clusters Score -36082.12 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -36093.253906 Penalty: 624.796082 Iteration 30Q: 3 clusters Score -36093.25 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -36100.199219 Penalty: 624.796082 Iteration 31Q: 3 clusters Score -36100.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -36103.714844 Penalty: 624.796082 Iteration 32Q: 3 clusters Score -36103.71 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -36105.050781 Penalty: 624.796082 Iteration 33Q: 3 clusters Score -36105.05 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -36110.824219 Penalty: 624.796082 Iteration 34Q: 3 clusters Score -36110.82 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -36115.183594 Penalty: 624.796082 Iteration 35Q: 3 clusters Score -36115.18 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -36119.085938 Penalty: 624.796082 Iteration 36Q: 3 clusters Score -36119.09 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -36123.457031 Penalty: 624.796082 Iteration 37Q: 3 clusters Score -36123.46 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 66 members Entering Unmasked Estep Score: -36132.937500 Penalty: 624.796082 Iteration 38Q: 3 clusters Score -36132.94 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 63 members Entering Unmasked Estep Score: -36139.164062 Penalty: 624.796082 Iteration 39Q: 3 clusters Score -36139.16 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 63 members Entering Unmasked Estep Score: -36139.878906 Penalty: 624.796082 Iteration 40F: 3 clusters Score -36139.88 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -36140.472656 Penalty: 624.796082 Iteration 41Q: 3 clusters Score -36140.47 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -36140.472656 Penalty: 624.796082 Iteration 42F: 3 clusters Score -36140.47 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (249 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Entering Unmasked Estep Score: -9346.308594 Penalty: 251.044098 Iteration 0F: 2 clusters Score -9346.309 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -9035.277344 Penalty: 502.088196 Iteration 0F: 3 clusters Score -9035.277 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -9140.947266 Penalty: 502.088196 Iteration 1F: 3 clusters Score -9140.947 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -9166.459961 Penalty: 502.088196 Iteration 2F: 3 clusters Score -9166.46 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -9175.060547 Penalty: 502.088196 Iteration 3Q: 3 clusters Score -9175.061 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -9178.990234 Penalty: 502.088196 Iteration 4Q: 3 clusters Score -9178.99 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -9182.156250 Penalty: 502.088196 Iteration 5Q: 3 clusters Score -9182.156 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -9185.120117 Penalty: 502.088196 Iteration 6Q: 3 clusters Score -9185.12 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -9190.737305 Penalty: 502.088196 Iteration 7Q: 3 clusters Score -9190.737 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -9193.146484 Penalty: 502.088196 Iteration 8Q: 3 clusters Score -9193.146 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -9196.845703 Penalty: 502.088196 Iteration 9Q: 3 clusters Score -9196.846 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -9199.513672 Penalty: 502.088196 Iteration 10Q: 3 clusters Score -9199.514 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -9202.119141 Penalty: 502.088196 Iteration 11Q: 3 clusters Score -9202.119 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -9204.837891 Penalty: 502.088196 Iteration 12Q: 3 clusters Score -9204.838 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -9205.395508 Penalty: 502.088196 Iteration 13Q: 3 clusters Score -9205.396 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -9208.982422 Penalty: 502.088196 Iteration 14Q: 3 clusters Score -9208.982 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -9208.982422 Penalty: 502.088196 Iteration 15F: 3 clusters Score -9208.982 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (2362 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2362 members Entering Unmasked Estep Score: -98722.687500 Penalty: 353.410492 Iteration 0F: 2 clusters Score -98722.69 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -97135.023438 Penalty: 706.820984 Iteration 0F: 3 clusters Score -97135.02 nChanged 966 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 1317 members Entering Unmasked Estep Score: -97620.453125 Penalty: 706.820984 Iteration 1F: 3 clusters Score -97620.45 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 1363 members Entering Unmasked Estep Score: -97692.304688 Penalty: 706.820984 Iteration 2F: 3 clusters Score -97692.3 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -97758.437500 Penalty: 706.820984 Iteration 3F: 3 clusters Score -97758.44 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 1487 members Entering Unmasked Estep Score: -97813.570312 Penalty: 706.820984 Iteration 4Q: 3 clusters Score -97813.57 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 1548 members Entering Unmasked Estep Score: -97850.570312 Penalty: 706.820984 Iteration 5Q: 3 clusters Score -97850.57 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 1623 members Entering Unmasked Estep Score: -97892.078125 Penalty: 706.820984 Iteration 6Q: 3 clusters Score -97892.08 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 1700 members Entering Unmasked Estep Score: -97932.851562 Penalty: 706.820984 Iteration 7Q: 3 clusters Score -97932.85 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 1788 members Entering Unmasked Estep Score: -98000.375000 Penalty: 706.820984 Iteration 8Q: 3 clusters Score -98000.38 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 1884 members Entering Unmasked Estep Score: -98079.203125 Penalty: 706.820984 Iteration 9Q: 3 clusters Score -98079.2 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 1968 members Entering Unmasked Estep Score: -98150.687500 Penalty: 706.820984 Iteration 10Q: 3 clusters Score -98150.69 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 2043 members Entering Unmasked Estep Score: -98219.789062 Penalty: 706.820984 Iteration 11Q: 3 clusters Score -98219.79 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 2105 members Entering Unmasked Estep Score: -98282.367188 Penalty: 706.820984 Iteration 12Q: 3 clusters Score -98282.37 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 2153 members Entering Unmasked Estep Score: -98326.679688 Penalty: 706.820984 Iteration 13Q: 3 clusters Score -98326.68 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 2182 members Entering Unmasked Estep Score: -98351.359375 Penalty: 706.820984 Iteration 14Q: 3 clusters Score -98351.36 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 2203 members Entering Unmasked Estep Score: -98367.890625 Penalty: 706.820984 Iteration 15Q: 3 clusters Score -98367.89 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 2225 members Entering Unmasked Estep Score: -98383.328125 Penalty: 706.820984 Iteration 16Q: 3 clusters Score -98383.33 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 2236 members Entering Unmasked Estep Score: -98392.937500 Penalty: 706.820984 Iteration 17Q: 3 clusters Score -98392.94 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 2241 members Entering Unmasked Estep Score: -98395.882812 Penalty: 706.820984 Iteration 18Q: 3 clusters Score -98395.88 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 2245 members Entering Unmasked Estep Score: -98399.906250 Penalty: 706.820984 Iteration 19Q: 3 clusters Score -98399.91 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 2246 members Entering Unmasked Estep Score: -98400.539062 Penalty: 706.820984 Iteration 20F: 3 clusters Score -98400.54 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 2248 members Entering Unmasked Estep Score: -98401.367188 Penalty: 706.820984 Iteration 21Q: 3 clusters Score -98401.37 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 2249 members Entering Unmasked Estep Score: -98401.578125 Penalty: 706.820984 Iteration 22Q: 3 clusters Score -98401.58 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 2249 members Entering Unmasked Estep Score: -98401.578125 Penalty: 706.820984 Iteration 23F: 3 clusters Score -98401.58 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (2618 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2618 members Entering Unmasked Estep Score: -109331.656250 Penalty: 358.092560 Iteration 0F: 2 clusters Score -109331.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1265 members Mstep: Class 2 contains 1353 members Entering Unmasked Estep Score: -107526.492188 Penalty: 716.185120 Iteration 0F: 3 clusters Score -107526.5 nChanged 1152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 1535 members Entering Unmasked Estep Score: -108192.523438 Penalty: 716.185120 Iteration 1F: 3 clusters Score -108192.5 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 1646 members Entering Unmasked Estep Score: -108320.039062 Penalty: 716.185120 Iteration 2F: 3 clusters Score -108320 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 1787 members Entering Unmasked Estep Score: -108478.703125 Penalty: 716.185120 Iteration 3F: 3 clusters Score -108478.7 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 1944 members Entering Unmasked Estep Score: -108659.554688 Penalty: 716.185120 Iteration 4F: 3 clusters Score -108659.6 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 2070 members Entering Unmasked Estep Score: -108823.062500 Penalty: 716.185120 Iteration 5F: 3 clusters Score -108823.1 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 2164 members Entering Unmasked Estep Score: -108952.500000 Penalty: 716.185120 Iteration 6Q: 3 clusters Score -108952.5 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 2202 members Entering Unmasked Estep Score: -109020.250000 Penalty: 716.185120 Iteration 7Q: 3 clusters Score -109020.2 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 2226 members Entering Unmasked Estep Score: -109062.734375 Penalty: 716.185120 Iteration 8Q: 3 clusters Score -109062.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 2245 members Entering Unmasked Estep Score: -109087.992188 Penalty: 716.185120 Iteration 9Q: 3 clusters Score -109088 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 2252 members Entering Unmasked Estep Score: -109102.500000 Penalty: 716.185120 Iteration 10Q: 3 clusters Score -109102.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 2264 members Entering Unmasked Estep Score: -109115.500000 Penalty: 716.185120 Iteration 11Q: 3 clusters Score -109115.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 2269 members Entering Unmasked Estep Score: -109123.640625 Penalty: 716.185120 Iteration 12Q: 3 clusters Score -109123.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 2271 members Entering Unmasked Estep Score: -109129.429688 Penalty: 716.185120 Iteration 13Q: 3 clusters Score -109129.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 2270 members Entering Unmasked Estep Score: -109132.296875 Penalty: 716.185120 Iteration 14Q: 3 clusters Score -109132.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 2270 members Entering Unmasked Estep Score: -109136.250000 Penalty: 716.185120 Iteration 15Q: 3 clusters Score -109136.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 2269 members Entering Unmasked Estep Score: -109140.523438 Penalty: 716.185120 Iteration 16Q: 3 clusters Score -109140.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 2265 members Entering Unmasked Estep Score: -109145.687500 Penalty: 716.185120 Iteration 17Q: 3 clusters Score -109145.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 2263 members Entering Unmasked Estep Score: -109149.718750 Penalty: 716.185120 Iteration 18Q: 3 clusters Score -109149.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 2266 members Entering Unmasked Estep Score: -109150.773438 Penalty: 716.185120 Iteration 19Q: 3 clusters Score -109150.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 2268 members Entering Unmasked Estep Score: -109152.734375 Penalty: 716.185120 Iteration 20F: 3 clusters Score -109152.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 2267 members Entering Unmasked Estep Score: -109155.078125 Penalty: 716.185120 Iteration 21Q: 3 clusters Score -109155.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 2268 members Entering Unmasked Estep Score: -109155.929688 Penalty: 716.185120 Iteration 22Q: 3 clusters Score -109155.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 2268 members Entering Unmasked Estep Score: -109156.648438 Penalty: 716.185120 Iteration 23Q: 3 clusters Score -109156.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 2269 members Entering Unmasked Estep Score: -109156.835938 Penalty: 716.185120 Iteration 24Q: 3 clusters Score -109156.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 2270 members Entering Unmasked Estep Score: -109157.179688 Penalty: 716.185120 Iteration 25Q: 3 clusters Score -109157.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 2271 members Entering Unmasked Estep Score: -109157.234375 Penalty: 716.185120 Iteration 26Q: 3 clusters Score -109157.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 2271 members Entering Unmasked Estep Score: -109157.234375 Penalty: 716.185120 Iteration 27F: 3 clusters Score -109157.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (28724 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28724 members Entering Unmasked Estep Score: -1260556.875000 Penalty: 467.079742 Iteration 0F: 2 clusters Score -1260557 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14300 members Mstep: Class 2 contains 14424 members Entering Unmasked Estep Score: -1241453.125000 Penalty: 934.159485 Iteration 0F: 3 clusters Score -1241453 nChanged 13626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12924 members Mstep: Class 2 contains 15800 members Entering Unmasked Estep Score: -1249366.375000 Penalty: 934.159485 Iteration 1F: 3 clusters Score -1249366 nChanged 1145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12149 members Mstep: Class 2 contains 16575 members Entering Unmasked Estep Score: -1249742.375000 Penalty: 934.159485 Iteration 2Q: 3 clusters Score -1249742 nChanged 1373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10968 members Mstep: Class 2 contains 17756 members Entering Unmasked Estep Score: -1250354.875000 Penalty: 934.159485 Iteration 3Q: 3 clusters Score -1250355 nChanged 1681 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9353 members Mstep: Class 2 contains 19371 members Entering Unmasked Estep Score: -1251339.125000 Penalty: 934.159485 Iteration 4F: 3 clusters Score -1251339 nChanged 2207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7160 members Mstep: Class 2 contains 21564 members Entering Unmasked Estep Score: -1252991.625000 Penalty: 934.159485 Iteration 5F: 3 clusters Score -1252992 nChanged 2531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4633 members Mstep: Class 2 contains 24091 members Entering Unmasked Estep Score: -1255319.250000 Penalty: 934.159485 Iteration 6F: 3 clusters Score -1255319 nChanged 2376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2257 members Mstep: Class 2 contains 26467 members Entering Unmasked Estep Score: -1257823.000000 Penalty: 934.159485 Iteration 7F: 3 clusters Score -1257823 nChanged 1483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 27950 members Entering Unmasked Estep Score: -1259364.000000 Penalty: 934.159485 Iteration 8F: 3 clusters Score -1259364 nChanged 558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 28508 members Entering Unmasked Estep Score: -1259910.250000 Penalty: 934.159485 Iteration 9Q: 3 clusters Score -1259910 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 28654 members Entering Unmasked Estep Score: -1260064.500000 Penalty: 934.159485 Iteration 10Q: 3 clusters Score -1260064 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42 members Mstep: Class 2 contains 28682 members Entering Unmasked Estep Score: -1260118.375000 Penalty: 934.159485 Iteration 11Q: 3 clusters Score -1260118 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40 members Mstep: Class 2 contains 28684 members Entering Unmasked Estep Score: -1260136.750000 Penalty: 934.159485 Iteration 12Q: 3 clusters Score -1260137 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38 members Mstep: Class 2 contains 28686 members Entering Unmasked Estep Score: -1260148.625000 Penalty: 934.159485 Iteration 13Q: 3 clusters Score -1260149 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40 members Mstep: Class 2 contains 28684 members Entering Unmasked Estep Score: -1260151.625000 Penalty: 934.159485 Iteration 14Q: 3 clusters Score -1260152 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40 members Mstep: Class 2 contains 28684 members Entering Unmasked Estep Score: -1260151.625000 Penalty: 934.159485 Iteration 15F: 3 clusters Score -1260152 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (4704 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4704 members Entering Unmasked Estep Score: -220568.812500 Penalty: 384.755646 Iteration 0F: 2 clusters Score -220568.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2377 members Mstep: Class 2 contains 2327 members Entering Unmasked Estep Score: -217374.828125 Penalty: 769.511292 Iteration 0F: 3 clusters Score -217374.8 nChanged 2126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2339 members Mstep: Class 2 contains 2365 members Entering Unmasked Estep Score: -218640.671875 Penalty: 769.511292 Iteration 1F: 3 clusters Score -218640.7 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2286 members Mstep: Class 2 contains 2418 members Entering Unmasked Estep Score: -218809.421875 Penalty: 769.511292 Iteration 2F: 3 clusters Score -218809.4 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2219 members Mstep: Class 2 contains 2485 members Entering Unmasked Estep Score: -218979.765625 Penalty: 769.511292 Iteration 3F: 3 clusters Score -218979.8 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2165 members Mstep: Class 2 contains 2539 members Entering Unmasked Estep Score: -219202.625000 Penalty: 769.511292 Iteration 4F: 3 clusters Score -219202.6 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2124 members Mstep: Class 2 contains 2580 members Entering Unmasked Estep Score: -219457.515625 Penalty: 769.511292 Iteration 5F: 3 clusters Score -219457.5 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 2626 members Entering Unmasked Estep Score: -219686.734375 Penalty: 769.511292 Iteration 6F: 3 clusters Score -219686.7 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2035 members Mstep: Class 2 contains 2669 members Entering Unmasked Estep Score: -219815.609375 Penalty: 769.511292 Iteration 7F: 3 clusters Score -219815.6 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2001 members Mstep: Class 2 contains 2703 members Entering Unmasked Estep Score: -219862.046875 Penalty: 769.511292 Iteration 8Q: 3 clusters Score -219862 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1978 members Mstep: Class 2 contains 2726 members Entering Unmasked Estep Score: -219883.062500 Penalty: 769.511292 Iteration 9Q: 3 clusters Score -219883.1 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1956 members Mstep: Class 2 contains 2748 members Entering Unmasked Estep Score: -219900.531250 Penalty: 769.511292 Iteration 10Q: 3 clusters Score -219900.5 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1927 members Mstep: Class 2 contains 2777 members Entering Unmasked Estep Score: -219913.140625 Penalty: 769.511292 Iteration 11Q: 3 clusters Score -219913.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1901 members Mstep: Class 2 contains 2803 members Entering Unmasked Estep Score: -219920.687500 Penalty: 769.511292 Iteration 12Q: 3 clusters Score -219920.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1878 members Mstep: Class 2 contains 2826 members Entering Unmasked Estep Score: -219924.984375 Penalty: 769.511292 Iteration 13Q: 3 clusters Score -219925 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1863 members Mstep: Class 2 contains 2841 members Entering Unmasked Estep Score: -219926.875000 Penalty: 769.511292 Iteration 14Q: 3 clusters Score -219926.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1843 members Mstep: Class 2 contains 2861 members Entering Unmasked Estep Score: -219929.328125 Penalty: 769.511292 Iteration 15Q: 3 clusters Score -219929.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1822 members Mstep: Class 2 contains 2882 members Entering Unmasked Estep Score: -219932.562500 Penalty: 769.511292 Iteration 16Q: 3 clusters Score -219932.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1801 members Mstep: Class 2 contains 2903 members Entering Unmasked Estep Score: -219936.140625 Penalty: 769.511292 Iteration 17Q: 3 clusters Score -219936.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1781 members Mstep: Class 2 contains 2923 members Entering Unmasked Estep Score: -219940.843750 Penalty: 769.511292 Iteration 18Q: 3 clusters Score -219940.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1760 members Mstep: Class 2 contains 2944 members Entering Unmasked Estep Score: -219944.500000 Penalty: 769.511292 Iteration 19Q: 3 clusters Score -219944.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1742 members Mstep: Class 2 contains 2962 members Entering Unmasked Estep Score: -219947.375000 Penalty: 769.511292 Iteration 20F: 3 clusters Score -219947.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1724 members Mstep: Class 2 contains 2980 members Entering Unmasked Estep Score: -219949.546875 Penalty: 769.511292 Iteration 21Q: 3 clusters Score -219949.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1707 members Mstep: Class 2 contains 2997 members Entering Unmasked Estep Score: -219952.156250 Penalty: 769.511292 Iteration 22Q: 3 clusters Score -219952.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1689 members Mstep: Class 2 contains 3015 members Entering Unmasked Estep Score: -219954.031250 Penalty: 769.511292 Iteration 23Q: 3 clusters Score -219954 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1673 members Mstep: Class 2 contains 3031 members Entering Unmasked Estep Score: -219956.296875 Penalty: 769.511292 Iteration 24Q: 3 clusters Score -219956.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1658 members Mstep: Class 2 contains 3046 members Entering Unmasked Estep Score: -219958.093750 Penalty: 769.511292 Iteration 25Q: 3 clusters Score -219958.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1645 members Mstep: Class 2 contains 3059 members Entering Unmasked Estep Score: -219958.890625 Penalty: 769.511292 Iteration 26Q: 3 clusters Score -219958.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1630 members Mstep: Class 2 contains 3074 members Entering Unmasked Estep Score: -219961.062500 Penalty: 769.511292 Iteration 27Q: 3 clusters Score -219961.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1620 members Mstep: Class 2 contains 3084 members Entering Unmasked Estep Score: -219962.703125 Penalty: 769.511292 Iteration 28Q: 3 clusters Score -219962.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1609 members Mstep: Class 2 contains 3095 members Entering Unmasked Estep Score: -219964.609375 Penalty: 769.511292 Iteration 29Q: 3 clusters Score -219964.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1594 members Mstep: Class 2 contains 3110 members Entering Unmasked Estep Score: -219967.093750 Penalty: 769.511292 Iteration 30Q: 3 clusters Score -219967.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1577 members Mstep: Class 2 contains 3127 members Entering Unmasked Estep Score: -219970.203125 Penalty: 769.511292 Iteration 31Q: 3 clusters Score -219970.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1552 members Mstep: Class 2 contains 3152 members Entering Unmasked Estep Score: -219974.218750 Penalty: 769.511292 Iteration 32Q: 3 clusters Score -219974.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1529 members Mstep: Class 2 contains 3175 members Entering Unmasked Estep Score: -219978.015625 Penalty: 769.511292 Iteration 33Q: 3 clusters Score -219978 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1503 members Mstep: Class 2 contains 3201 members Entering Unmasked Estep Score: -219982.218750 Penalty: 769.511292 Iteration 34Q: 3 clusters Score -219982.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1481 members Mstep: Class 2 contains 3223 members Entering Unmasked Estep Score: -219985.328125 Penalty: 769.511292 Iteration 35Q: 3 clusters Score -219985.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1452 members Mstep: Class 2 contains 3252 members Entering Unmasked Estep Score: -219991.328125 Penalty: 769.511292 Iteration 36Q: 3 clusters Score -219991.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1429 members Mstep: Class 2 contains 3275 members Entering Unmasked Estep Score: -219995.484375 Penalty: 769.511292 Iteration 37Q: 3 clusters Score -219995.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1402 members Mstep: Class 2 contains 3302 members Entering Unmasked Estep Score: -220000.515625 Penalty: 769.511292 Iteration 38Q: 3 clusters Score -220000.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1369 members Mstep: Class 2 contains 3335 members Entering Unmasked Estep Score: -220006.609375 Penalty: 769.511292 Iteration 39Q: 3 clusters Score -220006.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 3366 members Entering Unmasked Estep Score: -220011.546875 Penalty: 769.511292 Iteration 40F: 3 clusters Score -220011.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1301 members Mstep: Class 2 contains 3403 members Entering Unmasked Estep Score: -220019.828125 Penalty: 769.511292 Iteration 41Q: 3 clusters Score -220019.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1264 members Mstep: Class 2 contains 3440 members Entering Unmasked Estep Score: -220028.718750 Penalty: 769.511292 Iteration 42Q: 3 clusters Score -220028.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 3475 members Entering Unmasked Estep Score: -220035.109375 Penalty: 769.511292 Iteration 43Q: 3 clusters Score -220035.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 3502 members Entering Unmasked Estep Score: -220041.296875 Penalty: 769.511292 Iteration 44Q: 3 clusters Score -220041.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 3533 members Entering Unmasked Estep Score: -220050.609375 Penalty: 769.511292 Iteration 45Q: 3 clusters Score -220050.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 3559 members Entering Unmasked Estep Score: -220056.796875 Penalty: 769.511292 Iteration 46Q: 3 clusters Score -220056.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 3582 members Entering Unmasked Estep Score: -220062.015625 Penalty: 769.511292 Iteration 47Q: 3 clusters Score -220062 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1099 members Mstep: Class 2 contains 3605 members Entering Unmasked Estep Score: -220067.468750 Penalty: 769.511292 Iteration 48Q: 3 clusters Score -220067.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 3632 members Entering Unmasked Estep Score: -220074.468750 Penalty: 769.511292 Iteration 49Q: 3 clusters Score -220074.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 3668 members Entering Unmasked Estep Score: -220084.953125 Penalty: 769.511292 Iteration 50Q: 3 clusters Score -220085 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 3706 members Entering Unmasked Estep Score: -220096.437500 Penalty: 769.511292 Iteration 51Q: 3 clusters Score -220096.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 3740 members Entering Unmasked Estep Score: -220104.734375 Penalty: 769.511292 Iteration 52Q: 3 clusters Score -220104.7 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 3782 members Entering Unmasked Estep Score: -220118.015625 Penalty: 769.511292 Iteration 53Q: 3 clusters Score -220118 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 3827 members Entering Unmasked Estep Score: -220133.859375 Penalty: 769.511292 Iteration 54Q: 3 clusters Score -220133.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 3867 members Entering Unmasked Estep Score: -220146.625000 Penalty: 769.511292 Iteration 55Q: 3 clusters Score -220146.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 3903 members Entering Unmasked Estep Score: -220156.718750 Penalty: 769.511292 Iteration 56Q: 3 clusters Score -220156.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 3926 members Entering Unmasked Estep Score: -220163.234375 Penalty: 769.511292 Iteration 57Q: 3 clusters Score -220163.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 3948 members Entering Unmasked Estep Score: -220170.109375 Penalty: 769.511292 Iteration 58Q: 3 clusters Score -220170.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 3974 members Entering Unmasked Estep Score: -220177.421875 Penalty: 769.511292 Iteration 59Q: 3 clusters Score -220177.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 3996 members Entering Unmasked Estep Score: -220182.484375 Penalty: 769.511292 Iteration 60F: 3 clusters Score -220182.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 4011 members Entering Unmasked Estep Score: -220186.593750 Penalty: 769.511292 Iteration 61Q: 3 clusters Score -220186.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 4031 members Entering Unmasked Estep Score: -220192.234375 Penalty: 769.511292 Iteration 62Q: 3 clusters Score -220192.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 4050 members Entering Unmasked Estep Score: -220196.515625 Penalty: 769.511292 Iteration 63Q: 3 clusters Score -220196.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 4063 members Entering Unmasked Estep Score: -220199.734375 Penalty: 769.511292 Iteration 64Q: 3 clusters Score -220199.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 4079 members Entering Unmasked Estep Score: -220204.265625 Penalty: 769.511292 Iteration 65Q: 3 clusters Score -220204.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 4098 members Entering Unmasked Estep Score: -220209.734375 Penalty: 769.511292 Iteration 66Q: 3 clusters Score -220209.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 4116 members Entering Unmasked Estep Score: -220215.359375 Penalty: 769.511292 Iteration 67Q: 3 clusters Score -220215.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 4127 members Entering Unmasked Estep Score: -220218.062500 Penalty: 769.511292 Iteration 68Q: 3 clusters Score -220218.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 4139 members Entering Unmasked Estep Score: -220221.734375 Penalty: 769.511292 Iteration 69Q: 3 clusters Score -220221.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 4148 members Entering Unmasked Estep Score: -220224.421875 Penalty: 769.511292 Iteration 70Q: 3 clusters Score -220224.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 4160 members Entering Unmasked Estep Score: -220227.031250 Penalty: 769.511292 Iteration 71Q: 3 clusters Score -220227 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 4169 members Entering Unmasked Estep Score: -220228.406250 Penalty: 769.511292 Iteration 72Q: 3 clusters Score -220228.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 4175 members Entering Unmasked Estep Score: -220229.390625 Penalty: 769.511292 Iteration 73Q: 3 clusters Score -220229.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 4179 members Entering Unmasked Estep Score: -220230.421875 Penalty: 769.511292 Iteration 74Q: 3 clusters Score -220230.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 4184 members Entering Unmasked Estep Score: -220231.515625 Penalty: 769.511292 Iteration 75Q: 3 clusters Score -220231.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 4189 members Entering Unmasked Estep Score: -220233.218750 Penalty: 769.511292 Iteration 76Q: 3 clusters Score -220233.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 4198 members Entering Unmasked Estep Score: -220236.343750 Penalty: 769.511292 Iteration 77Q: 3 clusters Score -220236.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 4209 members Entering Unmasked Estep Score: -220241.359375 Penalty: 769.511292 Iteration 78Q: 3 clusters Score -220241.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 4227 members Entering Unmasked Estep Score: -220247.578125 Penalty: 769.511292 Iteration 79Q: 3 clusters Score -220247.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 4242 members Entering Unmasked Estep Score: -220252.796875 Penalty: 769.511292 Iteration 80F: 3 clusters Score -220252.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 4255 members Entering Unmasked Estep Score: -220256.265625 Penalty: 769.511292 Iteration 81Q: 3 clusters Score -220256.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 4262 members Entering Unmasked Estep Score: -220258.750000 Penalty: 769.511292 Iteration 82Q: 3 clusters Score -220258.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 4270 members Entering Unmasked Estep Score: -220260.468750 Penalty: 769.511292 Iteration 83Q: 3 clusters Score -220260.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 4276 members Entering Unmasked Estep Score: -220262.171875 Penalty: 769.511292 Iteration 84Q: 3 clusters Score -220262.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 4281 members Entering Unmasked Estep Score: -220262.890625 Penalty: 769.511292 Iteration 85Q: 3 clusters Score -220262.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 4284 members Entering Unmasked Estep Score: -220263.750000 Penalty: 769.511292 Iteration 86Q: 3 clusters Score -220263.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 4284 members Entering Unmasked Estep Score: -220263.890625 Penalty: 769.511292 Iteration 87Q: 3 clusters Score -220263.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 4284 members Entering Unmasked Estep Score: -220264.046875 Penalty: 769.511292 Iteration 88Q: 3 clusters Score -220264 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 4285 members Entering Unmasked Estep Score: -220264.328125 Penalty: 769.511292 Iteration 89Q: 3 clusters Score -220264.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 4286 members Entering Unmasked Estep Score: -220265.281250 Penalty: 769.511292 Iteration 90Q: 3 clusters Score -220265.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 4289 members Entering Unmasked Estep Score: -220265.609375 Penalty: 769.511292 Iteration 91Q: 3 clusters Score -220265.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 4291 members Entering Unmasked Estep Score: -220266.578125 Penalty: 769.511292 Iteration 92Q: 3 clusters Score -220266.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 4294 members Entering Unmasked Estep Score: -220267.390625 Penalty: 769.511292 Iteration 93Q: 3 clusters Score -220267.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 4298 members Entering Unmasked Estep Score: -220268.156250 Penalty: 769.511292 Iteration 94Q: 3 clusters Score -220268.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 4300 members Entering Unmasked Estep Score: -220268.140625 Penalty: 769.511292 Iteration 95Q: 3 clusters Score -220268.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 4302 members Entering Unmasked Estep Score: -220269.265625 Penalty: 769.511292 Iteration 96Q: 3 clusters Score -220269.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 4303 members Entering Unmasked Estep Score: -220269.156250 Penalty: 769.511292 Iteration 97Q: 3 clusters Score -220269.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 4303 members Entering Unmasked Estep Score: -220269.156250 Penalty: 769.511292 Iteration 98F: 3 clusters Score -220269.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (893 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Entering Unmasked Estep Score: -40192.281250 Penalty: 309.153687 Iteration 0F: 2 clusters Score -40192.28 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -39465.074219 Penalty: 618.307373 Iteration 0F: 3 clusters Score -39465.07 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -39670.187500 Penalty: 618.307373 Iteration 1F: 3 clusters Score -39670.19 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -39714.070312 Penalty: 618.307373 Iteration 2F: 3 clusters Score -39714.07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -39738.746094 Penalty: 618.307373 Iteration 3F: 3 clusters Score -39738.75 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -39749.285156 Penalty: 618.307373 Iteration 4Q: 3 clusters Score -39749.29 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -39754.769531 Penalty: 618.307373 Iteration 5Q: 3 clusters Score -39754.77 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -39763.800781 Penalty: 618.307373 Iteration 6Q: 3 clusters Score -39763.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -39776.562500 Penalty: 618.307373 Iteration 7Q: 3 clusters Score -39776.56 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -39792.742188 Penalty: 618.307373 Iteration 8Q: 3 clusters Score -39792.74 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -39811.910156 Penalty: 618.307373 Iteration 9Q: 3 clusters Score -39811.91 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -39835.230469 Penalty: 618.307373 Iteration 10Q: 3 clusters Score -39835.23 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -39851.800781 Penalty: 618.307373 Iteration 11Q: 3 clusters Score -39851.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -39866.875000 Penalty: 618.307373 Iteration 12Q: 3 clusters Score -39866.88 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -39875.925781 Penalty: 618.307373 Iteration 13Q: 3 clusters Score -39875.93 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -39882.757812 Penalty: 618.307373 Iteration 14Q: 3 clusters Score -39882.76 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -39889.285156 Penalty: 618.307373 Iteration 15Q: 3 clusters Score -39889.29 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -39891.976562 Penalty: 618.307373 Iteration 16Q: 3 clusters Score -39891.98 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -39895.621094 Penalty: 618.307373 Iteration 17Q: 3 clusters Score -39895.62 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -39897.386719 Penalty: 618.307373 Iteration 18Q: 3 clusters Score -39897.39 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -39897.835938 Penalty: 618.307373 Iteration 19Q: 3 clusters Score -39897.84 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -39898.156250 Penalty: 618.307373 Iteration 20F: 3 clusters Score -39898.16 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -39898.328125 Penalty: 618.307373 Iteration 21Q: 3 clusters Score -39898.33 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -39898.328125 Penalty: 618.307373 Iteration 22F: 3 clusters Score -39898.33 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (3454 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3454 members Entering Unmasked Estep Score: -168414.000000 Penalty: 370.701630 Iteration 0F: 2 clusters Score -168414 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1728 members Mstep: Class 2 contains 1726 members Entering Unmasked Estep Score: -166034.984375 Penalty: 741.403259 Iteration 0F: 3 clusters Score -166035 nChanged 1504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1844 members Mstep: Class 2 contains 1610 members Entering Unmasked Estep Score: -166908.062500 Penalty: 741.403259 Iteration 1F: 3 clusters Score -166908.1 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1954 members Mstep: Class 2 contains 1500 members Entering Unmasked Estep Score: -167041.046875 Penalty: 741.403259 Iteration 2F: 3 clusters Score -167041 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2066 members Mstep: Class 2 contains 1388 members Entering Unmasked Estep Score: -167169.296875 Penalty: 741.403259 Iteration 3F: 3 clusters Score -167169.3 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2177 members Mstep: Class 2 contains 1277 members Entering Unmasked Estep Score: -167292.281250 Penalty: 741.403259 Iteration 4Q: 3 clusters Score -167292.3 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2299 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -167417.281250 Penalty: 741.403259 Iteration 5Q: 3 clusters Score -167417.3 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2398 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -167528.562500 Penalty: 741.403259 Iteration 6Q: 3 clusters Score -167528.6 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2478 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -167601.828125 Penalty: 741.403259 Iteration 7Q: 3 clusters Score -167601.8 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2548 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -167657.890625 Penalty: 741.403259 Iteration 8Q: 3 clusters Score -167657.9 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2607 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -167693.953125 Penalty: 741.403259 Iteration 9Q: 3 clusters Score -167694 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2665 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -167727.109375 Penalty: 741.403259 Iteration 10Q: 3 clusters Score -167727.1 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2712 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -167753.703125 Penalty: 741.403259 Iteration 11Q: 3 clusters Score -167753.7 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2763 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -167785.031250 Penalty: 741.403259 Iteration 12Q: 3 clusters Score -167785 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2815 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -167814.937500 Penalty: 741.403259 Iteration 13Q: 3 clusters Score -167814.9 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2863 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -167839.906250 Penalty: 741.403259 Iteration 14Q: 3 clusters Score -167839.9 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2904 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -167862.390625 Penalty: 741.403259 Iteration 15Q: 3 clusters Score -167862.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2936 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -167883.515625 Penalty: 741.403259 Iteration 16Q: 3 clusters Score -167883.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2968 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -167901.203125 Penalty: 741.403259 Iteration 17Q: 3 clusters Score -167901.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2998 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -167913.375000 Penalty: 741.403259 Iteration 18Q: 3 clusters Score -167913.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3024 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -167922.703125 Penalty: 741.403259 Iteration 19Q: 3 clusters Score -167922.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3051 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -167933.953125 Penalty: 741.403259 Iteration 20F: 3 clusters Score -167934 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3076 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -167944.453125 Penalty: 741.403259 Iteration 21Q: 3 clusters Score -167944.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3093 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -167952.093750 Penalty: 741.403259 Iteration 22Q: 3 clusters Score -167952.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3116 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -167961.156250 Penalty: 741.403259 Iteration 23Q: 3 clusters Score -167961.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3132 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -167972.062500 Penalty: 741.403259 Iteration 24Q: 3 clusters Score -167972.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3143 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -167983.890625 Penalty: 741.403259 Iteration 25Q: 3 clusters Score -167983.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3155 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -167990.781250 Penalty: 741.403259 Iteration 26Q: 3 clusters Score -167990.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3162 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -167994.453125 Penalty: 741.403259 Iteration 27Q: 3 clusters Score -167994.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3166 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -167998.031250 Penalty: 741.403259 Iteration 28Q: 3 clusters Score -167998 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3168 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -168000.656250 Penalty: 741.403259 Iteration 29Q: 3 clusters Score -168000.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3170 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -168002.609375 Penalty: 741.403259 Iteration 30Q: 3 clusters Score -168002.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3172 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -168003.796875 Penalty: 741.403259 Iteration 31Q: 3 clusters Score -168003.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3176 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -168006.812500 Penalty: 741.403259 Iteration 32Q: 3 clusters Score -168006.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3180 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -168008.343750 Penalty: 741.403259 Iteration 33Q: 3 clusters Score -168008.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3188 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -168011.812500 Penalty: 741.403259 Iteration 34Q: 3 clusters Score -168011.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3192 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -168012.875000 Penalty: 741.403259 Iteration 35Q: 3 clusters Score -168012.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3194 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -168013.343750 Penalty: 741.403259 Iteration 36Q: 3 clusters Score -168013.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3196 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -168014.562500 Penalty: 741.403259 Iteration 37Q: 3 clusters Score -168014.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3199 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -168015.875000 Penalty: 741.403259 Iteration 38Q: 3 clusters Score -168015.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3202 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -168016.781250 Penalty: 741.403259 Iteration 39Q: 3 clusters Score -168016.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3205 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -168017.875000 Penalty: 741.403259 Iteration 40F: 3 clusters Score -168017.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3208 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -168018.953125 Penalty: 741.403259 Iteration 41Q: 3 clusters Score -168019 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3211 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -168020.531250 Penalty: 741.403259 Iteration 42Q: 3 clusters Score -168020.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3217 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -168023.187500 Penalty: 741.403259 Iteration 43Q: 3 clusters Score -168023.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3221 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -168024.234375 Penalty: 741.403259 Iteration 44Q: 3 clusters Score -168024.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3223 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -168024.859375 Penalty: 741.403259 Iteration 45Q: 3 clusters Score -168024.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3224 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -168025.453125 Penalty: 741.403259 Iteration 46Q: 3 clusters Score -168025.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3225 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -168025.468750 Penalty: 741.403259 Iteration 47Q: 3 clusters Score -168025.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3225 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -168025.468750 Penalty: 741.403259 Iteration 48F: 3 clusters Score -168025.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (7025 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7025 members Entering Unmasked Estep Score: -305542.468750 Penalty: 403.003967 Iteration 0F: 2 clusters Score -305542.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3529 members Mstep: Class 2 contains 3496 members Entering Unmasked Estep Score: -300830.375000 Penalty: 806.007935 Iteration 0F: 3 clusters Score -300830.4 nChanged 3222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3705 members Mstep: Class 2 contains 3320 members Entering Unmasked Estep Score: -302656.562500 Penalty: 806.007935 Iteration 1F: 3 clusters Score -302656.6 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3800 members Mstep: Class 2 contains 3225 members Entering Unmasked Estep Score: -302793.437500 Penalty: 806.007935 Iteration 2F: 3 clusters Score -302793.4 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3913 members Mstep: Class 2 contains 3112 members Entering Unmasked Estep Score: -302953.562500 Penalty: 806.007935 Iteration 3Q: 3 clusters Score -302953.6 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4054 members Mstep: Class 2 contains 2971 members Entering Unmasked Estep Score: -303172.875000 Penalty: 806.007935 Iteration 4F: 3 clusters Score -303172.9 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4212 members Mstep: Class 2 contains 2813 members Entering Unmasked Estep Score: -303494.625000 Penalty: 806.007935 Iteration 5F: 3 clusters Score -303494.6 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4351 members Mstep: Class 2 contains 2674 members Entering Unmasked Estep Score: -303919.531250 Penalty: 806.007935 Iteration 6F: 3 clusters Score -303919.5 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4481 members Mstep: Class 2 contains 2544 members Entering Unmasked Estep Score: -304339.062500 Penalty: 806.007935 Iteration 7F: 3 clusters Score -304339.1 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4560 members Mstep: Class 2 contains 2465 members Entering Unmasked Estep Score: -304566.625000 Penalty: 806.007935 Iteration 8Q: 3 clusters Score -304566.6 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4619 members Mstep: Class 2 contains 2406 members Entering Unmasked Estep Score: -304687.906250 Penalty: 806.007935 Iteration 9Q: 3 clusters Score -304687.9 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4682 members Mstep: Class 2 contains 2343 members Entering Unmasked Estep Score: -304776.937500 Penalty: 806.007935 Iteration 10Q: 3 clusters Score -304776.9 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4741 members Mstep: Class 2 contains 2284 members Entering Unmasked Estep Score: -304858.312500 Penalty: 806.007935 Iteration 11Q: 3 clusters Score -304858.3 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4799 members Mstep: Class 2 contains 2226 members Entering Unmasked Estep Score: -304919.500000 Penalty: 806.007935 Iteration 12Q: 3 clusters Score -304919.5 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4850 members Mstep: Class 2 contains 2175 members Entering Unmasked Estep Score: -304976.593750 Penalty: 806.007935 Iteration 13Q: 3 clusters Score -304976.6 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4897 members Mstep: Class 2 contains 2128 members Entering Unmasked Estep Score: -305015.125000 Penalty: 806.007935 Iteration 14Q: 3 clusters Score -305015.1 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4944 members Mstep: Class 2 contains 2081 members Entering Unmasked Estep Score: -305041.843750 Penalty: 806.007935 Iteration 15Q: 3 clusters Score -305041.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4996 members Mstep: Class 2 contains 2029 members Entering Unmasked Estep Score: -305060.312500 Penalty: 806.007935 Iteration 16Q: 3 clusters Score -305060.3 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5031 members Mstep: Class 2 contains 1994 members Entering Unmasked Estep Score: -305069.750000 Penalty: 806.007935 Iteration 17Q: 3 clusters Score -305069.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5059 members Mstep: Class 2 contains 1966 members Entering Unmasked Estep Score: -305075.125000 Penalty: 806.007935 Iteration 18Q: 3 clusters Score -305075.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5081 members Mstep: Class 2 contains 1944 members Entering Unmasked Estep Score: -305079.218750 Penalty: 806.007935 Iteration 19Q: 3 clusters Score -305079.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5106 members Mstep: Class 2 contains 1919 members Entering Unmasked Estep Score: -305082.968750 Penalty: 806.007935 Iteration 20F: 3 clusters Score -305083 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5129 members Mstep: Class 2 contains 1896 members Entering Unmasked Estep Score: -305087.000000 Penalty: 806.007935 Iteration 21Q: 3 clusters Score -305087 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5155 members Mstep: Class 2 contains 1870 members Entering Unmasked Estep Score: -305092.343750 Penalty: 806.007935 Iteration 22Q: 3 clusters Score -305092.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5180 members Mstep: Class 2 contains 1845 members Entering Unmasked Estep Score: -305098.062500 Penalty: 806.007935 Iteration 23Q: 3 clusters Score -305098.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5203 members Mstep: Class 2 contains 1822 members Entering Unmasked Estep Score: -305100.750000 Penalty: 806.007935 Iteration 24Q: 3 clusters Score -305100.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5219 members Mstep: Class 2 contains 1806 members Entering Unmasked Estep Score: -305103.562500 Penalty: 806.007935 Iteration 25Q: 3 clusters Score -305103.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5237 members Mstep: Class 2 contains 1788 members Entering Unmasked Estep Score: -305107.906250 Penalty: 806.007935 Iteration 26Q: 3 clusters Score -305107.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5267 members Mstep: Class 2 contains 1758 members Entering Unmasked Estep Score: -305115.843750 Penalty: 806.007935 Iteration 27Q: 3 clusters Score -305115.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5297 members Mstep: Class 2 contains 1728 members Entering Unmasked Estep Score: -305122.937500 Penalty: 806.007935 Iteration 28Q: 3 clusters Score -305122.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5323 members Mstep: Class 2 contains 1702 members Entering Unmasked Estep Score: -305127.406250 Penalty: 806.007935 Iteration 29Q: 3 clusters Score -305127.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5342 members Mstep: Class 2 contains 1683 members Entering Unmasked Estep Score: -305128.968750 Penalty: 806.007935 Iteration 30Q: 3 clusters Score -305129 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5360 members Mstep: Class 2 contains 1665 members Entering Unmasked Estep Score: -305132.875000 Penalty: 806.007935 Iteration 31Q: 3 clusters Score -305132.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5375 members Mstep: Class 2 contains 1650 members Entering Unmasked Estep Score: -305134.906250 Penalty: 806.007935 Iteration 32Q: 3 clusters Score -305134.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5386 members Mstep: Class 2 contains 1639 members Entering Unmasked Estep Score: -305136.250000 Penalty: 806.007935 Iteration 33Q: 3 clusters Score -305136.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5390 members Mstep: Class 2 contains 1635 members Entering Unmasked Estep Score: -305136.093750 Penalty: 806.007935 Iteration 34Q: 3 clusters Score -305136.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5394 members Mstep: Class 2 contains 1631 members Entering Unmasked Estep Score: -305136.312500 Penalty: 806.007935 Iteration 35Q: 3 clusters Score -305136.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5398 members Mstep: Class 2 contains 1627 members Entering Unmasked Estep Score: -305137.187500 Penalty: 806.007935 Iteration 36Q: 3 clusters Score -305137.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5405 members Mstep: Class 2 contains 1620 members Entering Unmasked Estep Score: -305138.031250 Penalty: 806.007935 Iteration 37Q: 3 clusters Score -305138 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5415 members Mstep: Class 2 contains 1610 members Entering Unmasked Estep Score: -305139.093750 Penalty: 806.007935 Iteration 38Q: 3 clusters Score -305139.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5420 members Mstep: Class 2 contains 1605 members Entering Unmasked Estep Score: -305139.437500 Penalty: 806.007935 Iteration 39Q: 3 clusters Score -305139.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5425 members Mstep: Class 2 contains 1600 members Entering Unmasked Estep Score: -305140.562500 Penalty: 806.007935 Iteration 40F: 3 clusters Score -305140.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5436 members Mstep: Class 2 contains 1589 members Entering Unmasked Estep Score: -305141.687500 Penalty: 806.007935 Iteration 41Q: 3 clusters Score -305141.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5439 members Mstep: Class 2 contains 1586 members Entering Unmasked Estep Score: -305141.781250 Penalty: 806.007935 Iteration 42Q: 3 clusters Score -305141.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5441 members Mstep: Class 2 contains 1584 members Entering Unmasked Estep Score: -305141.156250 Penalty: 806.007935 Iteration 43Q: 3 clusters Score -305141.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5442 members Mstep: Class 2 contains 1583 members Entering Unmasked Estep Score: -305141.125000 Penalty: 806.007935 Iteration 44Q: 3 clusters Score -305141.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5443 members Mstep: Class 2 contains 1582 members Entering Unmasked Estep Score: -305141.156250 Penalty: 806.007935 Iteration 45Q: 3 clusters Score -305141.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5443 members Mstep: Class 2 contains 1582 members Entering Unmasked Estep Score: -305141.156250 Penalty: 806.007935 Iteration 46F: 3 clusters Score -305141.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (1078 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Entering Unmasked Estep Score: -49379.667969 Penalty: 317.720276 Iteration 0F: 2 clusters Score -49379.67 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -48533.703125 Penalty: 635.440552 Iteration 0F: 3 clusters Score -48533.7 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -48779.621094 Penalty: 635.440552 Iteration 1F: 3 clusters Score -48779.62 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -48827.671875 Penalty: 635.440552 Iteration 2F: 3 clusters Score -48827.67 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -48862.113281 Penalty: 635.440552 Iteration 3F: 3 clusters Score -48862.11 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -48889.082031 Penalty: 635.440552 Iteration 4Q: 3 clusters Score -48889.08 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -48908.917969 Penalty: 635.440552 Iteration 5Q: 3 clusters Score -48908.92 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -48921.085938 Penalty: 635.440552 Iteration 6Q: 3 clusters Score -48921.09 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -48929.257812 Penalty: 635.440552 Iteration 7Q: 3 clusters Score -48929.26 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -48937.265625 Penalty: 635.440552 Iteration 8Q: 3 clusters Score -48937.27 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -48943.402344 Penalty: 635.440552 Iteration 9Q: 3 clusters Score -48943.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -48950.152344 Penalty: 635.440552 Iteration 10Q: 3 clusters Score -48950.15 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -48953.285156 Penalty: 635.440552 Iteration 11Q: 3 clusters Score -48953.29 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -48955.593750 Penalty: 635.440552 Iteration 12Q: 3 clusters Score -48955.59 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -48956.339844 Penalty: 635.440552 Iteration 13Q: 3 clusters Score -48956.34 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -48957.230469 Penalty: 635.440552 Iteration 14Q: 3 clusters Score -48957.23 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -48957.699219 Penalty: 635.440552 Iteration 15Q: 3 clusters Score -48957.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -48958.921875 Penalty: 635.440552 Iteration 16Q: 3 clusters Score -48958.92 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -48961.082031 Penalty: 635.440552 Iteration 17Q: 3 clusters Score -48961.08 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -48961.796875 Penalty: 635.440552 Iteration 18Q: 3 clusters Score -48961.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -48962.324219 Penalty: 635.440552 Iteration 19Q: 3 clusters Score -48962.32 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -48962.867188 Penalty: 635.440552 Iteration 20F: 3 clusters Score -48962.87 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -48964.000000 Penalty: 635.440552 Iteration 21Q: 3 clusters Score -48964 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -48964.937500 Penalty: 635.440552 Iteration 22Q: 3 clusters Score -48964.94 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -48965.574219 Penalty: 635.440552 Iteration 23Q: 3 clusters Score -48965.57 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -48966.312500 Penalty: 635.440552 Iteration 24Q: 3 clusters Score -48966.31 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -48966.746094 Penalty: 635.440552 Iteration 25Q: 3 clusters Score -48966.75 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -48967.054688 Penalty: 635.440552 Iteration 26Q: 3 clusters Score -48967.05 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -48967.054688 Penalty: 635.440552 Iteration 27F: 3 clusters Score -48967.05 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (251477 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251477 members Entering Unmasked Estep Score: -10849637.000000 Penalty: 565.797363 Iteration 0F: 2 clusters Score -1.084964e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125594 members Mstep: Class 2 contains 125883 members Entering Unmasked Estep Score: -10684496.000000 Penalty: 1131.594727 Iteration 0F: 3 clusters Score -1.06845e+07 nChanged 124369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118153 members Mstep: Class 2 contains 133324 members Entering Unmasked Estep Score: -10761044.000000 Penalty: 1131.594727 Iteration 1F: 3 clusters Score -1.076104e+07 nChanged 10046 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114173 members Mstep: Class 2 contains 137304 members Entering Unmasked Estep Score: -10764192.000000 Penalty: 1131.594727 Iteration 2Q: 3 clusters Score -1.076419e+07 nChanged 11664 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108227 members Mstep: Class 2 contains 143250 members Entering Unmasked Estep Score: -10769367.000000 Penalty: 1131.594727 Iteration 3Q: 3 clusters Score -1.076937e+07 nChanged 13989 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99740 members Mstep: Class 2 contains 151737 members Entering Unmasked Estep Score: -10777498.000000 Penalty: 1131.594727 Iteration 4F: 3 clusters Score -1.07775e+07 nChanged 16159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88889 members Mstep: Class 2 contains 162588 members Entering Unmasked Estep Score: -10789249.000000 Penalty: 1131.594727 Iteration 5F: 3 clusters Score -1.078925e+07 nChanged 16589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77360 members Mstep: Class 2 contains 174117 members Entering Unmasked Estep Score: -10803022.000000 Penalty: 1131.594727 Iteration 6F: 3 clusters Score -1.080302e+07 nChanged 14775 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67335 members Mstep: Class 2 contains 184142 members Entering Unmasked Estep Score: -10814239.000000 Penalty: 1131.594727 Iteration 7F: 3 clusters Score -1.081424e+07 nChanged 11297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59346 members Mstep: Class 2 contains 192131 members Entering Unmasked Estep Score: -10820878.000000 Penalty: 1131.594727 Iteration 8Q: 3 clusters Score -1.082088e+07 nChanged 8431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52253 members Mstep: Class 2 contains 199224 members Entering Unmasked Estep Score: -10824759.000000 Penalty: 1131.594727 Iteration 9Q: 3 clusters Score -1.082476e+07 nChanged 6969 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45506 members Mstep: Class 2 contains 205971 members Entering Unmasked Estep Score: -10828060.000000 Penalty: 1131.594727 Iteration 10Q: 3 clusters Score -1.082806e+07 nChanged 7061 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38451 members Mstep: Class 2 contains 213026 members Entering Unmasked Estep Score: -10831422.000000 Penalty: 1131.594727 Iteration 11Q: 3 clusters Score -1.083142e+07 nChanged 7263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31188 members Mstep: Class 2 contains 220289 members Entering Unmasked Estep Score: -10835077.000000 Penalty: 1131.594727 Iteration 12Q: 3 clusters Score -1.083508e+07 nChanged 7145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24043 members Mstep: Class 2 contains 227434 members Entering Unmasked Estep Score: -10838747.000000 Penalty: 1131.594727 Iteration 13Q: 3 clusters Score -1.083875e+07 nChanged 6401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17644 members Mstep: Class 2 contains 233833 members Entering Unmasked Estep Score: -10841980.000000 Penalty: 1131.594727 Iteration 14Q: 3 clusters Score -1.084198e+07 nChanged 5528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12116 members Mstep: Class 2 contains 239361 members Entering Unmasked Estep Score: -10844672.000000 Penalty: 1131.594727 Iteration 15Q: 3 clusters Score -1.084467e+07 nChanged 4362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7754 members Mstep: Class 2 contains 243723 members Entering Unmasked Estep Score: -10846516.000000 Penalty: 1131.594727 Iteration 16Q: 3 clusters Score -1.084652e+07 nChanged 3088 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4666 members Mstep: Class 2 contains 246811 members Entering Unmasked Estep Score: -10847885.000000 Penalty: 1131.594727 Iteration 17Q: 3 clusters Score -1.084788e+07 nChanged 1966 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2700 members Mstep: Class 2 contains 248777 members Entering Unmasked Estep Score: -10848621.000000 Penalty: 1131.594727 Iteration 18Q: 3 clusters Score -1.084862e+07 nChanged 1053 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1647 members Mstep: Class 2 contains 249830 members Entering Unmasked Estep Score: -10848893.000000 Penalty: 1131.594727 Iteration 19Q: 3 clusters Score -1.084889e+07 nChanged 560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 250384 members Entering Unmasked Estep Score: -10849082.000000 Penalty: 1131.594727 Iteration 20F: 3 clusters Score -1.084908e+07 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 250696 members Entering Unmasked Estep Score: -10849159.000000 Penalty: 1131.594727 Iteration 21Q: 3 clusters Score -1.084916e+07 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 250871 members Entering Unmasked Estep Score: -10849160.000000 Penalty: 1131.594727 Iteration 22Q: 3 clusters Score -1.084916e+07 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 250980 members Entering Unmasked Estep Score: -10849155.000000 Penalty: 1131.594727 Iteration 23Q: 3 clusters Score -1.084916e+07 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 251055 members Entering Unmasked Estep Score: -10849181.000000 Penalty: 1131.594727 Iteration 24Q: 3 clusters Score -1.084918e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 251106 members Entering Unmasked Estep Score: -10849177.000000 Penalty: 1131.594727 Iteration 25Q: 3 clusters Score -1.084918e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 251134 members Entering Unmasked Estep Score: -10849185.000000 Penalty: 1131.594727 Iteration 26Q: 3 clusters Score -1.084918e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 251161 members Entering Unmasked Estep Score: -10849213.000000 Penalty: 1131.594727 Iteration 27Q: 3 clusters Score -1.084921e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 251185 members Entering Unmasked Estep Score: -10849214.000000 Penalty: 1131.594727 Iteration 28Q: 3 clusters Score -1.084921e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 251198 members Entering Unmasked Estep Score: -10849225.000000 Penalty: 1131.594727 Iteration 29Q: 3 clusters Score -1.084922e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 251208 members Entering Unmasked Estep Score: -10849230.000000 Penalty: 1131.594727 Iteration 30Q: 3 clusters Score -1.084923e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 251217 members Entering Unmasked Estep Score: -10849234.000000 Penalty: 1131.594727 Iteration 31Q: 3 clusters Score -1.084923e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 251220 members Entering Unmasked Estep Score: -10849241.000000 Penalty: 1131.594727 Iteration 32Q: 3 clusters Score -1.084924e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 251223 members Entering Unmasked Estep Score: -10849243.000000 Penalty: 1131.594727 Iteration 33Q: 3 clusters Score -1.084924e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 251225 members Entering Unmasked Estep Score: -10849245.000000 Penalty: 1131.594727 Iteration 34Q: 3 clusters Score -1.084924e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 251226 members Entering Unmasked Estep Score: -10849244.000000 Penalty: 1131.594727 Iteration 35Q: 3 clusters Score -1.084924e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 251226 members Entering Unmasked Estep Score: -10849244.000000 Penalty: 1131.594727 Iteration 36F: 3 clusters Score -1.084924e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (4615 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4615 members Entering Unmasked Estep Score: -187878.281250 Penalty: 383.886536 Iteration 0F: 2 clusters Score -187878.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2348 members Mstep: Class 2 contains 2267 members Entering Unmasked Estep Score: -184713.250000 Penalty: 767.773071 Iteration 0F: 3 clusters Score -184713.2 nChanged 2054 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2510 members Mstep: Class 2 contains 2105 members Entering Unmasked Estep Score: -185853.859375 Penalty: 767.773071 Iteration 1F: 3 clusters Score -185853.9 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2567 members Mstep: Class 2 contains 2048 members Entering Unmasked Estep Score: -185949.062500 Penalty: 767.773071 Iteration 2F: 3 clusters Score -185949.1 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2668 members Mstep: Class 2 contains 1947 members Entering Unmasked Estep Score: -186041.687500 Penalty: 767.773071 Iteration 3Q: 3 clusters Score -186041.7 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2814 members Mstep: Class 2 contains 1801 members Entering Unmasked Estep Score: -186147.609375 Penalty: 767.773071 Iteration 4Q: 3 clusters Score -186147.6 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3014 members Mstep: Class 2 contains 1601 members Entering Unmasked Estep Score: -186293.500000 Penalty: 767.773071 Iteration 5F: 3 clusters Score -186293.5 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3208 members Mstep: Class 2 contains 1407 members Entering Unmasked Estep Score: -186483.546875 Penalty: 767.773071 Iteration 6F: 3 clusters Score -186483.5 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3418 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -186720.734375 Penalty: 767.773071 Iteration 7F: 3 clusters Score -186720.7 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3604 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -186958.250000 Penalty: 767.773071 Iteration 8F: 3 clusters Score -186958.2 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3745 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -187133.953125 Penalty: 767.773071 Iteration 9Q: 3 clusters Score -187134 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3835 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -187221.718750 Penalty: 767.773071 Iteration 10Q: 3 clusters Score -187221.7 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3900 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -187280.984375 Penalty: 767.773071 Iteration 11Q: 3 clusters Score -187281 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3944 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -187321.078125 Penalty: 767.773071 Iteration 12Q: 3 clusters Score -187321.1 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3989 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -187350.031250 Penalty: 767.773071 Iteration 13Q: 3 clusters Score -187350 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4026 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -187373.343750 Penalty: 767.773071 Iteration 14Q: 3 clusters Score -187373.3 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4070 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -187400.390625 Penalty: 767.773071 Iteration 15Q: 3 clusters Score -187400.4 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4108 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -187427.390625 Penalty: 767.773071 Iteration 16Q: 3 clusters Score -187427.4 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4147 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -187452.453125 Penalty: 767.773071 Iteration 17Q: 3 clusters Score -187452.5 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4186 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -187478.625000 Penalty: 767.773071 Iteration 18Q: 3 clusters Score -187478.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4221 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -187506.359375 Penalty: 767.773071 Iteration 19Q: 3 clusters Score -187506.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4247 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -187523.500000 Penalty: 767.773071 Iteration 20F: 3 clusters Score -187523.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4270 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -187534.265625 Penalty: 767.773071 Iteration 21Q: 3 clusters Score -187534.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4282 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -187540.765625 Penalty: 767.773071 Iteration 22Q: 3 clusters Score -187540.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4286 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -187542.640625 Penalty: 767.773071 Iteration 23Q: 3 clusters Score -187542.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4293 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -187544.671875 Penalty: 767.773071 Iteration 24Q: 3 clusters Score -187544.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4296 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -187546.156250 Penalty: 767.773071 Iteration 25Q: 3 clusters Score -187546.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4300 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -187546.687500 Penalty: 767.773071 Iteration 26Q: 3 clusters Score -187546.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4304 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -187548.234375 Penalty: 767.773071 Iteration 27Q: 3 clusters Score -187548.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4308 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -187549.390625 Penalty: 767.773071 Iteration 28Q: 3 clusters Score -187549.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4309 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -187549.625000 Penalty: 767.773071 Iteration 29Q: 3 clusters Score -187549.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4308 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -187549.968750 Penalty: 767.773071 Iteration 30Q: 3 clusters Score -187550 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4309 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -187550.125000 Penalty: 767.773071 Iteration 31Q: 3 clusters Score -187550.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4310 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -187550.875000 Penalty: 767.773071 Iteration 32Q: 3 clusters Score -187550.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4312 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -187551.531250 Penalty: 767.773071 Iteration 33Q: 3 clusters Score -187551.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4315 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -187552.750000 Penalty: 767.773071 Iteration 34Q: 3 clusters Score -187552.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4318 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -187553.937500 Penalty: 767.773071 Iteration 35Q: 3 clusters Score -187553.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4320 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -187554.406250 Penalty: 767.773071 Iteration 36Q: 3 clusters Score -187554.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4321 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -187555.265625 Penalty: 767.773071 Iteration 37Q: 3 clusters Score -187555.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4321 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -187555.687500 Penalty: 767.773071 Iteration 38Q: 3 clusters Score -187555.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4321 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -187555.687500 Penalty: 767.773071 Iteration 39F: 3 clusters Score -187555.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (14591 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14591 members Entering Unmasked Estep Score: -672204.687500 Penalty: 436.261292 Iteration 0F: 2 clusters Score -672204.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7314 members Mstep: Class 2 contains 7277 members Entering Unmasked Estep Score: -662416.687500 Penalty: 872.522583 Iteration 0F: 3 clusters Score -662416.7 nChanged 6865 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8113 members Mstep: Class 2 contains 6478 members Entering Unmasked Estep Score: -666554.937500 Penalty: 872.522583 Iteration 1F: 3 clusters Score -666554.9 nChanged 960 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8649 members Mstep: Class 2 contains 5942 members Entering Unmasked Estep Score: -667172.500000 Penalty: 872.522583 Iteration 2F: 3 clusters Score -667172.5 nChanged 1068 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9333 members Mstep: Class 2 contains 5258 members Entering Unmasked Estep Score: -668060.437500 Penalty: 872.522583 Iteration 3F: 3 clusters Score -668060.4 nChanged 1109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10068 members Mstep: Class 2 contains 4523 members Entering Unmasked Estep Score: -669090.562500 Penalty: 872.522583 Iteration 4F: 3 clusters Score -669090.6 nChanged 959 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10647 members Mstep: Class 2 contains 3944 members Entering Unmasked Estep Score: -669975.750000 Penalty: 872.522583 Iteration 5F: 3 clusters Score -669975.8 nChanged 726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11065 members Mstep: Class 2 contains 3526 members Entering Unmasked Estep Score: -670590.250000 Penalty: 872.522583 Iteration 6Q: 3 clusters Score -670590.2 nChanged 509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11368 members Mstep: Class 2 contains 3223 members Entering Unmasked Estep Score: -670893.250000 Penalty: 872.522583 Iteration 7Q: 3 clusters Score -670893.2 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11595 members Mstep: Class 2 contains 2996 members Entering Unmasked Estep Score: -671055.250000 Penalty: 872.522583 Iteration 8Q: 3 clusters Score -671055.2 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11783 members Mstep: Class 2 contains 2808 members Entering Unmasked Estep Score: -671146.500000 Penalty: 872.522583 Iteration 9Q: 3 clusters Score -671146.5 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11934 members Mstep: Class 2 contains 2657 members Entering Unmasked Estep Score: -671210.625000 Penalty: 872.522583 Iteration 10Q: 3 clusters Score -671210.6 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12086 members Mstep: Class 2 contains 2505 members Entering Unmasked Estep Score: -671269.687500 Penalty: 872.522583 Iteration 11Q: 3 clusters Score -671269.7 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12225 members Mstep: Class 2 contains 2366 members Entering Unmasked Estep Score: -671320.312500 Penalty: 872.522583 Iteration 12Q: 3 clusters Score -671320.3 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12375 members Mstep: Class 2 contains 2216 members Entering Unmasked Estep Score: -671371.750000 Penalty: 872.522583 Iteration 13Q: 3 clusters Score -671371.8 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12504 members Mstep: Class 2 contains 2087 members Entering Unmasked Estep Score: -671417.500000 Penalty: 872.522583 Iteration 14Q: 3 clusters Score -671417.5 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12611 members Mstep: Class 2 contains 1980 members Entering Unmasked Estep Score: -671453.125000 Penalty: 872.522583 Iteration 15Q: 3 clusters Score -671453.1 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12720 members Mstep: Class 2 contains 1871 members Entering Unmasked Estep Score: -671494.937500 Penalty: 872.522583 Iteration 16Q: 3 clusters Score -671494.9 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12838 members Mstep: Class 2 contains 1753 members Entering Unmasked Estep Score: -671542.187500 Penalty: 872.522583 Iteration 17Q: 3 clusters Score -671542.2 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12946 members Mstep: Class 2 contains 1645 members Entering Unmasked Estep Score: -671583.875000 Penalty: 872.522583 Iteration 18Q: 3 clusters Score -671583.9 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13055 members Mstep: Class 2 contains 1536 members Entering Unmasked Estep Score: -671619.250000 Penalty: 872.522583 Iteration 19Q: 3 clusters Score -671619.2 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13148 members Mstep: Class 2 contains 1443 members Entering Unmasked Estep Score: -671647.625000 Penalty: 872.522583 Iteration 20F: 3 clusters Score -671647.6 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13233 members Mstep: Class 2 contains 1358 members Entering Unmasked Estep Score: -671676.062500 Penalty: 872.522583 Iteration 21Q: 3 clusters Score -671676.1 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13312 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -671702.125000 Penalty: 872.522583 Iteration 22Q: 3 clusters Score -671702.1 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13392 members Mstep: Class 2 contains 1199 members Entering Unmasked Estep Score: -671728.375000 Penalty: 872.522583 Iteration 23Q: 3 clusters Score -671728.4 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13469 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -671748.687500 Penalty: 872.522583 Iteration 24Q: 3 clusters Score -671748.7 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13522 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -671761.312500 Penalty: 872.522583 Iteration 25Q: 3 clusters Score -671761.3 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13566 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -671768.937500 Penalty: 872.522583 Iteration 26Q: 3 clusters Score -671768.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13606 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -671776.500000 Penalty: 872.522583 Iteration 27Q: 3 clusters Score -671776.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13637 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: -671783.125000 Penalty: 872.522583 Iteration 28Q: 3 clusters Score -671783.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13664 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -671789.437500 Penalty: 872.522583 Iteration 29Q: 3 clusters Score -671789.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13695 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -671794.812500 Penalty: 872.522583 Iteration 30Q: 3 clusters Score -671794.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13715 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -671799.687500 Penalty: 872.522583 Iteration 31Q: 3 clusters Score -671799.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13736 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -671804.812500 Penalty: 872.522583 Iteration 32Q: 3 clusters Score -671804.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13764 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -671810.375000 Penalty: 872.522583 Iteration 33Q: 3 clusters Score -671810.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13792 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -671821.687500 Penalty: 872.522583 Iteration 34Q: 3 clusters Score -671821.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13829 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -671832.812500 Penalty: 872.522583 Iteration 35Q: 3 clusters Score -671832.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13863 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -671845.250000 Penalty: 872.522583 Iteration 36Q: 3 clusters Score -671845.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13905 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -671860.500000 Penalty: 872.522583 Iteration 37Q: 3 clusters Score -671860.5 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13947 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -671874.750000 Penalty: 872.522583 Iteration 38Q: 3 clusters Score -671874.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13974 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -671882.250000 Penalty: 872.522583 Iteration 39Q: 3 clusters Score -671882.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13992 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -671886.875000 Penalty: 872.522583 Iteration 40F: 3 clusters Score -671886.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14012 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -671892.562500 Penalty: 872.522583 Iteration 41Q: 3 clusters Score -671892.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14032 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -671898.875000 Penalty: 872.522583 Iteration 42Q: 3 clusters Score -671898.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14056 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -671905.500000 Penalty: 872.522583 Iteration 43Q: 3 clusters Score -671905.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14072 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -671911.250000 Penalty: 872.522583 Iteration 44Q: 3 clusters Score -671911.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14088 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -671915.562500 Penalty: 872.522583 Iteration 45Q: 3 clusters Score -671915.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14100 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -671918.375000 Penalty: 872.522583 Iteration 46Q: 3 clusters Score -671918.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14105 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -671919.125000 Penalty: 872.522583 Iteration 47Q: 3 clusters Score -671919.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14109 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -671918.875000 Penalty: 872.522583 Iteration 48Q: 3 clusters Score -671918.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14111 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -671919.625000 Penalty: 872.522583 Iteration 49Q: 3 clusters Score -671919.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14114 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -671918.250000 Penalty: 872.522583 Iteration 50Q: 3 clusters Score -671918.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14116 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -671918.187500 Penalty: 872.522583 Iteration 51Q: 3 clusters Score -671918.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14117 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -671918.625000 Penalty: 872.522583 Iteration 52Q: 3 clusters Score -671918.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14117 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -671918.625000 Penalty: 872.522583 Iteration 53F: 3 clusters Score -671918.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (1297 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1297 members Entering Unmasked Estep Score: -55461.761719 Penalty: 326.135315 Iteration 0F: 2 clusters Score -55461.76 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -54479.718750 Penalty: 652.270630 Iteration 0F: 3 clusters Score -54479.72 nChanged 514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -54792.175781 Penalty: 652.270630 Iteration 1F: 3 clusters Score -54792.18 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 879 members Entering Unmasked Estep Score: -54863.429688 Penalty: 652.270630 Iteration 2F: 3 clusters Score -54863.43 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -54913.117188 Penalty: 652.270630 Iteration 3F: 3 clusters Score -54913.12 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -54968.023438 Penalty: 652.270630 Iteration 4F: 3 clusters Score -54968.02 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -55014.511719 Penalty: 652.270630 Iteration 5Q: 3 clusters Score -55014.51 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -55043.898438 Penalty: 652.270630 Iteration 6Q: 3 clusters Score -55043.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -55069.679688 Penalty: 652.270630 Iteration 7Q: 3 clusters Score -55069.68 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -55099.210938 Penalty: 652.270630 Iteration 8Q: 3 clusters Score -55099.21 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -55123.167969 Penalty: 652.270630 Iteration 9Q: 3 clusters Score -55123.17 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -55141.863281 Penalty: 652.270630 Iteration 10Q: 3 clusters Score -55141.86 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -55152.343750 Penalty: 652.270630 Iteration 11Q: 3 clusters Score -55152.34 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 1206 members Entering Unmasked Estep Score: -55164.832031 Penalty: 652.270630 Iteration 12Q: 3 clusters Score -55164.83 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -55172.226562 Penalty: 652.270630 Iteration 13Q: 3 clusters Score -55172.23 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 1218 members Entering Unmasked Estep Score: -55178.675781 Penalty: 652.270630 Iteration 14Q: 3 clusters Score -55178.68 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 1224 members Entering Unmasked Estep Score: -55186.304688 Penalty: 652.270630 Iteration 15Q: 3 clusters Score -55186.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 1227 members Entering Unmasked Estep Score: -55187.488281 Penalty: 652.270630 Iteration 16Q: 3 clusters Score -55187.49 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 1227 members Entering Unmasked Estep Score: -55187.488281 Penalty: 652.270630 Iteration 17F: 3 clusters Score -55187.49 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (513 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Entering Unmasked Estep Score: -23684.335938 Penalty: 283.932556 Iteration 0F: 2 clusters Score -23684.34 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -23171.419922 Penalty: 567.865112 Iteration 0F: 3 clusters Score -23171.42 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -23286.322266 Penalty: 567.865112 Iteration 1F: 3 clusters Score -23286.32 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -23314.546875 Penalty: 567.865112 Iteration 2F: 3 clusters Score -23314.55 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -23332.958984 Penalty: 567.865112 Iteration 3Q: 3 clusters Score -23332.96 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -23340.103516 Penalty: 567.865112 Iteration 4Q: 3 clusters Score -23340.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -23346.205078 Penalty: 567.865112 Iteration 5Q: 3 clusters Score -23346.21 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -23350.476562 Penalty: 567.865112 Iteration 6Q: 3 clusters Score -23350.48 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -23355.968750 Penalty: 567.865112 Iteration 7Q: 3 clusters Score -23355.97 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -23363.458984 Penalty: 567.865112 Iteration 8Q: 3 clusters Score -23363.46 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -23367.664062 Penalty: 567.865112 Iteration 9Q: 3 clusters Score -23367.66 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -23369.792969 Penalty: 567.865112 Iteration 10Q: 3 clusters Score -23369.79 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -23371.455078 Penalty: 567.865112 Iteration 11Q: 3 clusters Score -23371.46 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -23371.541016 Penalty: 567.865112 Iteration 12Q: 3 clusters Score -23371.54 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -23371.541016 Penalty: 567.865112 Iteration 13F: 3 clusters Score -23371.54 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (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: -15308.462891 Penalty: 268.195343 Iteration 0F: 2 clusters Score -15308.46 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: -14913.232422 Penalty: 536.390686 Iteration 0F: 3 clusters Score -14913.23 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -15023.960938 Penalty: 536.390686 Iteration 1F: 3 clusters Score -15023.96 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -15062.374023 Penalty: 536.390686 Iteration 2F: 3 clusters Score -15062.37 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -15075.694336 Penalty: 536.390686 Iteration 3Q: 3 clusters Score -15075.69 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -15088.265625 Penalty: 536.390686 Iteration 4Q: 3 clusters Score -15088.27 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -15099.409180 Penalty: 536.390686 Iteration 5Q: 3 clusters Score -15099.41 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -15104.030273 Penalty: 536.390686 Iteration 6Q: 3 clusters Score -15104.03 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -15109.208984 Penalty: 536.390686 Iteration 7Q: 3 clusters Score -15109.21 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -15116.064453 Penalty: 536.390686 Iteration 8Q: 3 clusters Score -15116.06 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -15121.651367 Penalty: 536.390686 Iteration 9Q: 3 clusters Score -15121.65 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -15124.790039 Penalty: 536.390686 Iteration 10Q: 3 clusters Score -15124.79 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -15130.222656 Penalty: 536.390686 Iteration 11Q: 3 clusters Score -15130.22 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -15133.483398 Penalty: 536.390686 Iteration 12Q: 3 clusters Score -15133.48 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -15136.135742 Penalty: 536.390686 Iteration 13Q: 3 clusters Score -15136.14 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -15140.165039 Penalty: 536.390686 Iteration 14Q: 3 clusters Score -15140.17 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -15142.483398 Penalty: 536.390686 Iteration 15Q: 3 clusters Score -15142.48 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -15150.708008 Penalty: 536.390686 Iteration 16Q: 3 clusters Score -15150.71 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -15154.030273 Penalty: 536.390686 Iteration 17Q: 3 clusters Score -15154.03 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -15154.030273 Penalty: 536.390686 Iteration 18F: 3 clusters Score -15154.03 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (24441 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24441 members Entering Unmasked Estep Score: -1023275.125000 Penalty: 459.732788 Iteration 0F: 2 clusters Score -1023275 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12219 members Mstep: Class 2 contains 12222 members Entering Unmasked Estep Score: -1006932.562500 Penalty: 919.465576 Iteration 0F: 3 clusters Score -1006933 nChanged 11730 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11943 members Mstep: Class 2 contains 12498 members Entering Unmasked Estep Score: -1013731.375000 Penalty: 919.465576 Iteration 1F: 3 clusters Score -1013731 nChanged 907 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11890 members Mstep: Class 2 contains 12551 members Entering Unmasked Estep Score: -1014025.062500 Penalty: 919.465576 Iteration 2Q: 3 clusters Score -1014025 nChanged 919 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11823 members Mstep: Class 2 contains 12618 members Entering Unmasked Estep Score: -1014345.187500 Penalty: 919.465576 Iteration 3Q: 3 clusters Score -1014345 nChanged 1049 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11682 members Mstep: Class 2 contains 12759 members Entering Unmasked Estep Score: -1014803.500000 Penalty: 919.465576 Iteration 4Q: 3 clusters Score -1014804 nChanged 1171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11491 members Mstep: Class 2 contains 12950 members Entering Unmasked Estep Score: -1015439.000000 Penalty: 919.465576 Iteration 5Q: 3 clusters Score -1015439 nChanged 1371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11298 members Mstep: Class 2 contains 13143 members Entering Unmasked Estep Score: -1016309.125000 Penalty: 919.465576 Iteration 6F: 3 clusters Score -1016309 nChanged 1423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11053 members Mstep: Class 2 contains 13388 members Entering Unmasked Estep Score: -1017251.625000 Penalty: 919.465576 Iteration 7F: 3 clusters Score -1017252 nChanged 1248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10755 members Mstep: Class 2 contains 13686 members Entering Unmasked Estep Score: -1018008.062500 Penalty: 919.465576 Iteration 8F: 3 clusters Score -1018008 nChanged 1016 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10481 members Mstep: Class 2 contains 13960 members Entering Unmasked Estep Score: -1018461.250000 Penalty: 919.465576 Iteration 9Q: 3 clusters Score -1018461 nChanged 679 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10214 members Mstep: Class 2 contains 14227 members Entering Unmasked Estep Score: -1018696.375000 Penalty: 919.465576 Iteration 10Q: 3 clusters Score -1018696 nChanged 511 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9931 members Mstep: Class 2 contains 14510 members Entering Unmasked Estep Score: -1018851.625000 Penalty: 919.465576 Iteration 11Q: 3 clusters Score -1018852 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9648 members Mstep: Class 2 contains 14793 members Entering Unmasked Estep Score: -1018974.812500 Penalty: 919.465576 Iteration 12Q: 3 clusters Score -1018975 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9340 members Mstep: Class 2 contains 15101 members Entering Unmasked Estep Score: -1019104.875000 Penalty: 919.465576 Iteration 13Q: 3 clusters Score -1019105 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9019 members Mstep: Class 2 contains 15422 members Entering Unmasked Estep Score: -1019223.437500 Penalty: 919.465576 Iteration 14Q: 3 clusters Score -1019223 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8701 members Mstep: Class 2 contains 15740 members Entering Unmasked Estep Score: -1019341.500000 Penalty: 919.465576 Iteration 15Q: 3 clusters Score -1019342 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8378 members Mstep: Class 2 contains 16063 members Entering Unmasked Estep Score: -1019461.187500 Penalty: 919.465576 Iteration 16Q: 3 clusters Score -1019461 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8033 members Mstep: Class 2 contains 16408 members Entering Unmasked Estep Score: -1019594.437500 Penalty: 919.465576 Iteration 17Q: 3 clusters Score -1019594 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7675 members Mstep: Class 2 contains 16766 members Entering Unmasked Estep Score: -1019733.312500 Penalty: 919.465576 Iteration 18Q: 3 clusters Score -1019733 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7294 members Mstep: Class 2 contains 17147 members Entering Unmasked Estep Score: -1019890.375000 Penalty: 919.465576 Iteration 19Q: 3 clusters Score -1019890 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6915 members Mstep: Class 2 contains 17526 members Entering Unmasked Estep Score: -1020060.375000 Penalty: 919.465576 Iteration 20F: 3 clusters Score -1020060 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6528 members Mstep: Class 2 contains 17913 members Entering Unmasked Estep Score: -1020228.500000 Penalty: 919.465576 Iteration 21Q: 3 clusters Score -1020228 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6141 members Mstep: Class 2 contains 18300 members Entering Unmasked Estep Score: -1020397.000000 Penalty: 919.465576 Iteration 22Q: 3 clusters Score -1020397 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5745 members Mstep: Class 2 contains 18696 members Entering Unmasked Estep Score: -1020557.312500 Penalty: 919.465576 Iteration 23Q: 3 clusters Score -1020557 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5358 members Mstep: Class 2 contains 19083 members Entering Unmasked Estep Score: -1020720.312500 Penalty: 919.465576 Iteration 24Q: 3 clusters Score -1020720 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4972 members Mstep: Class 2 contains 19469 members Entering Unmasked Estep Score: -1020884.187500 Penalty: 919.465576 Iteration 25Q: 3 clusters Score -1020884 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4603 members Mstep: Class 2 contains 19838 members Entering Unmasked Estep Score: -1021043.937500 Penalty: 919.465576 Iteration 26Q: 3 clusters Score -1021044 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4237 members Mstep: Class 2 contains 20204 members Entering Unmasked Estep Score: -1021204.500000 Penalty: 919.465576 Iteration 27Q: 3 clusters Score -1021204 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3921 members Mstep: Class 2 contains 20520 members Entering Unmasked Estep Score: -1021341.562500 Penalty: 919.465576 Iteration 28Q: 3 clusters Score -1021342 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3605 members Mstep: Class 2 contains 20836 members Entering Unmasked Estep Score: -1021475.312500 Penalty: 919.465576 Iteration 29Q: 3 clusters Score -1021475 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3322 members Mstep: Class 2 contains 21119 members Entering Unmasked Estep Score: -1021596.750000 Penalty: 919.465576 Iteration 30Q: 3 clusters Score -1021597 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3051 members Mstep: Class 2 contains 21390 members Entering Unmasked Estep Score: -1021715.562500 Penalty: 919.465576 Iteration 31Q: 3 clusters Score -1021716 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2799 members Mstep: Class 2 contains 21642 members Entering Unmasked Estep Score: -1021816.250000 Penalty: 919.465576 Iteration 32Q: 3 clusters Score -1021816 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2550 members Mstep: Class 2 contains 21891 members Entering Unmasked Estep Score: -1021922.187500 Penalty: 919.465576 Iteration 33Q: 3 clusters Score -1021922 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2321 members Mstep: Class 2 contains 22120 members Entering Unmasked Estep Score: -1022015.312500 Penalty: 919.465576 Iteration 34Q: 3 clusters Score -1022015 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2108 members Mstep: Class 2 contains 22333 members Entering Unmasked Estep Score: -1022104.062500 Penalty: 919.465576 Iteration 35Q: 3 clusters Score -1022104 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1895 members Mstep: Class 2 contains 22546 members Entering Unmasked Estep Score: -1022204.000000 Penalty: 919.465576 Iteration 36Q: 3 clusters Score -1022204 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1700 members Mstep: Class 2 contains 22741 members Entering Unmasked Estep Score: -1022290.625000 Penalty: 919.465576 Iteration 37Q: 3 clusters Score -1022291 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1535 members Mstep: Class 2 contains 22906 members Entering Unmasked Estep Score: -1022372.687500 Penalty: 919.465576 Iteration 38Q: 3 clusters Score -1022373 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1370 members Mstep: Class 2 contains 23071 members Entering Unmasked Estep Score: -1022450.125000 Penalty: 919.465576 Iteration 39Q: 3 clusters Score -1022450 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 23231 members Entering Unmasked Estep Score: -1022526.062500 Penalty: 919.465576 Iteration 40F: 3 clusters Score -1022526 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 23370 members Entering Unmasked Estep Score: -1022600.562500 Penalty: 919.465576 Iteration 41Q: 3 clusters Score -1022601 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 23494 members Entering Unmasked Estep Score: -1022666.500000 Penalty: 919.465576 Iteration 42Q: 3 clusters Score -1022666 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 23592 members Entering Unmasked Estep Score: -1022711.125000 Penalty: 919.465576 Iteration 43Q: 3 clusters Score -1022711 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 23679 members Entering Unmasked Estep Score: -1022750.062500 Penalty: 919.465576 Iteration 44Q: 3 clusters Score -1022750 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 23750 members Entering Unmasked Estep Score: -1022787.750000 Penalty: 919.465576 Iteration 45Q: 3 clusters Score -1022788 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 23814 members Entering Unmasked Estep Score: -1022820.375000 Penalty: 919.465576 Iteration 46Q: 3 clusters Score -1022820 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 23873 members Entering Unmasked Estep Score: -1022849.375000 Penalty: 919.465576 Iteration 47Q: 3 clusters Score -1022849 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 23921 members Entering Unmasked Estep Score: -1022867.500000 Penalty: 919.465576 Iteration 48Q: 3 clusters Score -1022868 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 23960 members Entering Unmasked Estep Score: -1022885.375000 Penalty: 919.465576 Iteration 49Q: 3 clusters Score -1022885 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 23990 members Entering Unmasked Estep Score: -1022901.187500 Penalty: 919.465576 Iteration 50Q: 3 clusters Score -1022901 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 24020 members Entering Unmasked Estep Score: -1022919.750000 Penalty: 919.465576 Iteration 51Q: 3 clusters Score -1022920 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 24037 members Entering Unmasked Estep Score: -1022930.312500 Penalty: 919.465576 Iteration 52Q: 3 clusters Score -1022930 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 24052 members Entering Unmasked Estep Score: -1022937.625000 Penalty: 919.465576 Iteration 53Q: 3 clusters Score -1022938 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 24066 members Entering Unmasked Estep Score: -1022943.187500 Penalty: 919.465576 Iteration 54Q: 3 clusters Score -1022943 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 24078 members Entering Unmasked Estep Score: -1022949.625000 Penalty: 919.465576 Iteration 55Q: 3 clusters Score -1022950 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 24088 members Entering Unmasked Estep Score: -1022954.562500 Penalty: 919.465576 Iteration 56Q: 3 clusters Score -1022955 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 24094 members Entering Unmasked Estep Score: -1022958.062500 Penalty: 919.465576 Iteration 57Q: 3 clusters Score -1022958 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 24105 members Entering Unmasked Estep Score: -1022964.187500 Penalty: 919.465576 Iteration 58Q: 3 clusters Score -1022964 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 24113 members Entering Unmasked Estep Score: -1022969.625000 Penalty: 919.465576 Iteration 59Q: 3 clusters Score -1022970 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 24120 members Entering Unmasked Estep Score: -1022971.812500 Penalty: 919.465576 Iteration 60F: 3 clusters Score -1022972 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 24123 members Entering Unmasked Estep Score: -1022973.250000 Penalty: 919.465576 Iteration 61Q: 3 clusters Score -1022973 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 24125 members Entering Unmasked Estep Score: -1022976.625000 Penalty: 919.465576 Iteration 62Q: 3 clusters Score -1022977 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 24127 members Entering Unmasked Estep Score: -1022978.437500 Penalty: 919.465576 Iteration 63Q: 3 clusters Score -1022978 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 24128 members Entering Unmasked Estep Score: -1022978.125000 Penalty: 919.465576 Iteration 64Q: 3 clusters Score -1022978 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 24128 members Entering Unmasked Estep Score: -1022978.125000 Penalty: 919.465576 Iteration 65F: 3 clusters Score -1022978 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (135 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Entering Unmasked Estep Score: -5285.428223 Penalty: 223.190002 Iteration 0F: 2 clusters Score -5285.428 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -5059.553711 Penalty: 446.380005 Iteration 0F: 3 clusters Score -5059.554 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -5103.910645 Penalty: 446.380005 Iteration 1F: 3 clusters Score -5103.911 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -5116.930664 Penalty: 446.380005 Iteration 2F: 3 clusters Score -5116.931 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -5177.241211 Penalty: 446.380005 Iteration 3Q: 3 clusters Score -5177.241 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -5206.500977 Penalty: 446.380005 Iteration 4Q: 3 clusters Score -5206.501 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -5247.880859 Penalty: 446.380005 Iteration 5Q: 3 clusters Score -5247.881 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -5287.922363 Penalty: 446.380005 Iteration 6Q: 3 clusters Score -5287.922 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -5301.344238 Penalty: 446.380005 Iteration 7Q: 3 clusters Score -5301.344 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -5316.573730 Penalty: 446.380005 Iteration 8Q: 3 clusters Score -5316.574 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -5321.302734 Penalty: 446.380005 Iteration 9Q: 3 clusters Score -5321.303 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -5321.302734 Penalty: 446.380005 Iteration 10F: 3 clusters Score -5321.303 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 821 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 334 members Mstep: Class 5 contains 959 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2362 members Mstep: Class 8 contains 2618 members Mstep: Class 9 contains 28724 members Mstep: Class 10 contains 4704 members Mstep: Class 11 contains 893 members Mstep: Class 12 contains 3454 members Mstep: Class 13 contains 7025 members Mstep: Class 14 contains 1078 members Mstep: Class 15 contains 251477 members Mstep: Class 16 contains 4615 members Mstep: Class 17 contains 14591 members Mstep: Class 18 contains 1297 members Mstep: Class 19 contains 513 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24441 members Mstep: Class 22 contains 24 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 342 members Mstep: Class 25 contains 16621 members Mstep: Class 26 contains 771 members Mstep: Class 27 contains 111 members Entering Unmasked Estep Score: -15547993.000000 Penalty: 15749.137695 Splitting cluster 22 changes total score from -15548308.000000 to -15547993.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 23 (687 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Entering Unmasked Estep Score: -27779.066406 Penalty: 297.221222 Iteration 0F: 2 clusters Score -27779.07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -27172.746094 Penalty: 594.442444 Iteration 0F: 3 clusters Score -27172.75 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -27362.048828 Penalty: 594.442444 Iteration 1F: 3 clusters Score -27362.05 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -27407.847656 Penalty: 594.442444 Iteration 2F: 3 clusters Score -27407.85 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -27435.976562 Penalty: 594.442444 Iteration 3F: 3 clusters Score -27435.98 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -27458.685547 Penalty: 594.442444 Iteration 4Q: 3 clusters Score -27458.69 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -27471.740234 Penalty: 594.442444 Iteration 5Q: 3 clusters Score -27471.74 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -27478.091797 Penalty: 594.442444 Iteration 6Q: 3 clusters Score -27478.09 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -27479.873047 Penalty: 594.442444 Iteration 7Q: 3 clusters Score -27479.87 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -27480.185547 Penalty: 594.442444 Iteration 8Q: 3 clusters Score -27480.19 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -27482.533203 Penalty: 594.442444 Iteration 9Q: 3 clusters Score -27482.53 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -27484.763672 Penalty: 594.442444 Iteration 10Q: 3 clusters Score -27484.76 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -27487.714844 Penalty: 594.442444 Iteration 11Q: 3 clusters Score -27487.71 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -27491.197266 Penalty: 594.442444 Iteration 12Q: 3 clusters Score -27491.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -27493.521484 Penalty: 594.442444 Iteration 13Q: 3 clusters Score -27493.52 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -27498.205078 Penalty: 594.442444 Iteration 14Q: 3 clusters Score -27498.21 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -27500.265625 Penalty: 594.442444 Iteration 15Q: 3 clusters Score -27500.27 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -27502.607422 Penalty: 594.442444 Iteration 16Q: 3 clusters Score -27502.61 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -27504.722656 Penalty: 594.442444 Iteration 17Q: 3 clusters Score -27504.72 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -27506.687500 Penalty: 594.442444 Iteration 18Q: 3 clusters Score -27506.69 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -27507.462891 Penalty: 594.442444 Iteration 19Q: 3 clusters Score -27507.46 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -27508.126953 Penalty: 594.442444 Iteration 20F: 3 clusters Score -27508.13 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -27508.615234 Penalty: 594.442444 Iteration 21Q: 3 clusters Score -27508.62 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -27509.451172 Penalty: 594.442444 Iteration 22Q: 3 clusters Score -27509.45 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -27510.710938 Penalty: 594.442444 Iteration 23Q: 3 clusters Score -27510.71 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -27511.572266 Penalty: 594.442444 Iteration 24Q: 3 clusters Score -27511.57 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -27511.572266 Penalty: 594.442444 Iteration 25F: 3 clusters Score -27511.57 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (342 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Entering Unmasked Estep Score: -12650.180664 Penalty: 265.483887 Iteration 0F: 2 clusters Score -12650.18 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -12305.209961 Penalty: 530.967773 Iteration 0F: 3 clusters Score -12305.21 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -12418.154297 Penalty: 530.967773 Iteration 1F: 3 clusters Score -12418.15 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -12471.173828 Penalty: 530.967773 Iteration 2F: 3 clusters Score -12471.17 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -12506.436523 Penalty: 530.967773 Iteration 3F: 3 clusters Score -12506.44 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -12521.595703 Penalty: 530.967773 Iteration 4Q: 3 clusters Score -12521.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -12527.315430 Penalty: 530.967773 Iteration 5Q: 3 clusters Score -12527.32 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -12531.135742 Penalty: 530.967773 Iteration 6Q: 3 clusters Score -12531.14 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -12534.875000 Penalty: 530.967773 Iteration 7Q: 3 clusters Score -12534.88 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -12534.875000 Penalty: 530.967773 Iteration 8F: 3 clusters Score -12534.88 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (16621 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16621 members Entering Unmasked Estep Score: -783039.750000 Penalty: 442.188202 Iteration 0F: 2 clusters Score -783039.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8436 members Mstep: Class 2 contains 8185 members Entering Unmasked Estep Score: -772023.750000 Penalty: 884.376404 Iteration 0F: 3 clusters Score -772023.8 nChanged 7764 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10044 members Mstep: Class 2 contains 6577 members Entering Unmasked Estep Score: -776844.000000 Penalty: 884.376404 Iteration 1F: 3 clusters Score -776844 nChanged 1151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11007 members Mstep: Class 2 contains 5614 members Entering Unmasked Estep Score: -777584.625000 Penalty: 884.376404 Iteration 2F: 3 clusters Score -777584.6 nChanged 1331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12220 members Mstep: Class 2 contains 4401 members Entering Unmasked Estep Score: -778675.875000 Penalty: 884.376404 Iteration 3F: 3 clusters Score -778675.9 nChanged 1344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13474 members Mstep: Class 2 contains 3147 members Entering Unmasked Estep Score: -780011.125000 Penalty: 884.376404 Iteration 4F: 3 clusters Score -780011.1 nChanged 1051 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14447 members Mstep: Class 2 contains 2174 members Entering Unmasked Estep Score: -781046.687500 Penalty: 884.376404 Iteration 5F: 3 clusters Score -781046.7 nChanged 656 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15049 members Mstep: Class 2 contains 1572 members Entering Unmasked Estep Score: -781666.687500 Penalty: 884.376404 Iteration 6Q: 3 clusters Score -781666.7 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15405 members Mstep: Class 2 contains 1216 members Entering Unmasked Estep Score: -782015.687500 Penalty: 884.376404 Iteration 7Q: 3 clusters Score -782015.7 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15624 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -782206.437500 Penalty: 884.376404 Iteration 8Q: 3 clusters Score -782206.4 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15788 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -782319.250000 Penalty: 884.376404 Iteration 9Q: 3 clusters Score -782319.2 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15900 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -782381.375000 Penalty: 884.376404 Iteration 10Q: 3 clusters Score -782381.4 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15992 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -782433.375000 Penalty: 884.376404 Iteration 11Q: 3 clusters Score -782433.4 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16070 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -782473.937500 Penalty: 884.376404 Iteration 12Q: 3 clusters Score -782473.9 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16125 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -782495.812500 Penalty: 884.376404 Iteration 13Q: 3 clusters Score -782495.8 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16177 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -782521.437500 Penalty: 884.376404 Iteration 14Q: 3 clusters Score -782521.4 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16234 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -782550.937500 Penalty: 884.376404 Iteration 15Q: 3 clusters Score -782550.9 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16275 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -782573.000000 Penalty: 884.376404 Iteration 16Q: 3 clusters Score -782573 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16305 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -782588.875000 Penalty: 884.376404 Iteration 17Q: 3 clusters Score -782588.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16334 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -782602.062500 Penalty: 884.376404 Iteration 18Q: 3 clusters Score -782602.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16359 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -782612.062500 Penalty: 884.376404 Iteration 19Q: 3 clusters Score -782612.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16377 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -782624.187500 Penalty: 884.376404 Iteration 20F: 3 clusters Score -782624.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16396 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -782633.500000 Penalty: 884.376404 Iteration 21Q: 3 clusters Score -782633.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16407 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -782638.875000 Penalty: 884.376404 Iteration 22Q: 3 clusters Score -782638.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16412 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -782640.187500 Penalty: 884.376404 Iteration 23Q: 3 clusters Score -782640.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16417 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -782641.750000 Penalty: 884.376404 Iteration 24Q: 3 clusters Score -782641.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16419 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -782641.500000 Penalty: 884.376404 Iteration 25Q: 3 clusters Score -782641.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16420 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -782642.125000 Penalty: 884.376404 Iteration 26Q: 3 clusters Score -782642.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16421 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -782643.437500 Penalty: 884.376404 Iteration 27Q: 3 clusters Score -782643.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16422 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -782644.250000 Penalty: 884.376404 Iteration 28Q: 3 clusters Score -782644.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16424 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -782647.812500 Penalty: 884.376404 Iteration 29Q: 3 clusters Score -782647.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16428 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -782650.812500 Penalty: 884.376404 Iteration 30Q: 3 clusters Score -782650.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16434 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -782657.500000 Penalty: 884.376404 Iteration 31Q: 3 clusters Score -782657.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16443 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -782661.937500 Penalty: 884.376404 Iteration 32Q: 3 clusters Score -782661.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16451 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -782667.500000 Penalty: 884.376404 Iteration 33Q: 3 clusters Score -782667.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16456 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -782669.937500 Penalty: 884.376404 Iteration 34Q: 3 clusters Score -782669.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16463 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -782676.187500 Penalty: 884.376404 Iteration 35Q: 3 clusters Score -782676.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16467 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -782678.687500 Penalty: 884.376404 Iteration 36Q: 3 clusters Score -782678.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16471 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -782679.812500 Penalty: 884.376404 Iteration 37Q: 3 clusters Score -782679.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16473 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -782680.312500 Penalty: 884.376404 Iteration 38Q: 3 clusters Score -782680.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16473 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -782680.312500 Penalty: 884.376404 Iteration 39F: 3 clusters Score -782680.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (771 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Entering Unmasked Estep Score: -30837.523438 Penalty: 302.469818 Iteration 0F: 2 clusters Score -30837.52 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -30177.337891 Penalty: 604.939636 Iteration 0F: 3 clusters Score -30177.34 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -30410.490234 Penalty: 604.939636 Iteration 1F: 3 clusters Score -30410.49 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -30476.898438 Penalty: 604.939636 Iteration 2F: 3 clusters Score -30476.9 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -30531.964844 Penalty: 604.939636 Iteration 3F: 3 clusters Score -30531.96 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -30571.185547 Penalty: 604.939636 Iteration 4F: 3 clusters Score -30571.19 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -30607.390625 Penalty: 604.939636 Iteration 5Q: 3 clusters Score -30607.39 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -30618.427734 Penalty: 604.939636 Iteration 6Q: 3 clusters Score -30618.43 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -30621.658203 Penalty: 604.939636 Iteration 7Q: 3 clusters Score -30621.66 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -30625.998047 Penalty: 604.939636 Iteration 8Q: 3 clusters Score -30626 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -30629.632812 Penalty: 604.939636 Iteration 9Q: 3 clusters Score -30629.63 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -30632.005859 Penalty: 604.939636 Iteration 10Q: 3 clusters Score -30632.01 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -30632.216797 Penalty: 604.939636 Iteration 11Q: 3 clusters Score -30632.22 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -30632.242188 Penalty: 604.939636 Iteration 12Q: 3 clusters Score -30632.24 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -30632.242188 Penalty: 604.939636 Iteration 13F: 3 clusters Score -30632.24 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 821 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 334 members Mstep: Class 5 contains 959 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2362 members Mstep: Class 8 contains 2618 members Mstep: Class 9 contains 28724 members Mstep: Class 10 contains 4704 members Mstep: Class 11 contains 893 members Mstep: Class 12 contains 3454 members Mstep: Class 13 contains 7025 members Mstep: Class 14 contains 1078 members Mstep: Class 15 contains 251477 members Mstep: Class 16 contains 4615 members Mstep: Class 17 contains 14591 members Mstep: Class 18 contains 1297 members Mstep: Class 19 contains 513 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24441 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 342 members Mstep: Class 25 contains 16621 members Mstep: Class 26 contains 771 members Entering Unmasked Estep ConsiderDeletion Score: -15548314.000000 Penalty: 15165.835938 Iteration 239Q: 27 clusters Score -1.554831e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 821 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 334 members Mstep: Class 5 contains 958 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2362 members Mstep: Class 8 contains 2618 members Mstep: Class 9 contains 28724 members Mstep: Class 10 contains 4704 members Mstep: Class 11 contains 893 members Mstep: Class 12 contains 3454 members Mstep: Class 13 contains 7024 members Mstep: Class 14 contains 1077 members Mstep: Class 15 contains 251480 members Mstep: Class 16 contains 4614 members Mstep: Class 17 contains 14586 members Mstep: Class 18 contains 1297 members Mstep: Class 19 contains 513 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24447 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 342 members Mstep: Class 25 contains 16621 members Mstep: Class 26 contains 771 members Entering Unmasked Estep ConsiderDeletion Score: -15548327.000000 Penalty: 15165.835938 Iteration 240F: 27 clusters Score -1.554833e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 821 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 334 members Mstep: Class 5 contains 958 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2362 members Mstep: Class 8 contains 2618 members Mstep: Class 9 contains 28724 members Mstep: Class 10 contains 4704 members Mstep: Class 11 contains 892 members Mstep: Class 12 contains 3454 members Mstep: Class 13 contains 7021 members Mstep: Class 14 contains 1077 members Mstep: Class 15 contains 251488 members Mstep: Class 16 contains 4618 members Mstep: Class 17 contains 14577 members Mstep: Class 18 contains 1297 members Mstep: Class 19 contains 513 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24447 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 342 members Mstep: Class 25 contains 16622 members Mstep: Class 26 contains 771 members Entering Unmasked Estep ConsiderDeletion Score: -15548328.000000 Penalty: 15165.835938 Iteration 241Q: 27 clusters Score -1.554833e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 821 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 334 members Mstep: Class 5 contains 957 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2362 members Mstep: Class 8 contains 2618 members Mstep: Class 9 contains 28724 members Mstep: Class 10 contains 4704 members Mstep: Class 11 contains 892 members Mstep: Class 12 contains 3454 members Mstep: Class 13 contains 7020 members Mstep: Class 14 contains 1077 members Mstep: Class 15 contains 251497 members Mstep: Class 16 contains 4624 members Mstep: Class 17 contains 14565 members Mstep: Class 18 contains 1297 members Mstep: Class 19 contains 513 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24445 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 342 members Mstep: Class 25 contains 16623 members Mstep: Class 26 contains 771 members Entering Unmasked Estep ConsiderDeletion Score: -15548335.000000 Penalty: 15165.835938 Iteration 242Q: 27 clusters Score -1.554834e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 821 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 334 members Mstep: Class 5 contains 957 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2362 members Mstep: Class 8 contains 2618 members Mstep: Class 9 contains 28724 members Mstep: Class 10 contains 4704 members Mstep: Class 11 contains 892 members Mstep: Class 12 contains 3454 members Mstep: Class 13 contains 7018 members Mstep: Class 14 contains 1077 members Mstep: Class 15 contains 251499 members Mstep: Class 16 contains 4626 members Mstep: Class 17 contains 14557 members Mstep: Class 18 contains 1297 members Mstep: Class 19 contains 513 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24450 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 342 members Mstep: Class 25 contains 16624 members Mstep: Class 26 contains 771 members Entering Unmasked Estep ConsiderDeletion Score: -15548328.000000 Penalty: 15165.835938 Iteration 243Q: 27 clusters Score -1.554833e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 821 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 334 members Mstep: Class 5 contains 956 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2362 members Mstep: Class 8 contains 2618 members Mstep: Class 9 contains 28724 members Mstep: Class 10 contains 4704 members Mstep: Class 11 contains 892 members Mstep: Class 12 contains 3454 members Mstep: Class 13 contains 7017 members Mstep: Class 14 contains 1077 members Mstep: Class 15 contains 251496 members Mstep: Class 16 contains 4628 members Mstep: Class 17 contains 14556 members Mstep: Class 18 contains 1297 members Mstep: Class 19 contains 513 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24453 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 342 members Mstep: Class 25 contains 16625 members Mstep: Class 26 contains 771 members Entering Unmasked Estep ConsiderDeletion Score: -15548334.000000 Penalty: 15165.835938 Iteration 244Q: 27 clusters Score -1.554833e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 821 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 334 members Mstep: Class 5 contains 955 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2362 members Mstep: Class 8 contains 2618 members Mstep: Class 9 contains 28724 members Mstep: Class 10 contains 4704 members Mstep: Class 11 contains 892 members Mstep: Class 12 contains 3454 members Mstep: Class 13 contains 7015 members Mstep: Class 14 contains 1077 members Mstep: Class 15 contains 251498 members Mstep: Class 16 contains 4630 members Mstep: Class 17 contains 14555 members Mstep: Class 18 contains 1297 members Mstep: Class 19 contains 513 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24452 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 342 members Mstep: Class 25 contains 16626 members Mstep: Class 26 contains 771 members Entering Unmasked Estep ConsiderDeletion Score: -15548325.000000 Penalty: 15165.835938 Iteration 245Q: 27 clusters Score -1.554832e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 821 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 334 members Mstep: Class 5 contains 955 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2362 members Mstep: Class 8 contains 2618 members Mstep: Class 9 contains 28724 members Mstep: Class 10 contains 4704 members Mstep: Class 11 contains 892 members Mstep: Class 12 contains 3454 members Mstep: Class 13 contains 7014 members Mstep: Class 14 contains 1077 members Mstep: Class 15 contains 251498 members Mstep: Class 16 contains 4632 members Mstep: Class 17 contains 14555 members Mstep: Class 18 contains 1297 members Mstep: Class 19 contains 513 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24450 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 342 members Mstep: Class 25 contains 16627 members Mstep: Class 26 contains 771 members Entering Unmasked Estep ConsiderDeletion Score: -15548332.000000 Penalty: 15165.835938 Iteration 246Q: 27 clusters Score -1.554833e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 821 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 334 members Mstep: Class 5 contains 955 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2362 members Mstep: Class 8 contains 2618 members Mstep: Class 9 contains 28724 members Mstep: Class 10 contains 4704 members Mstep: Class 11 contains 892 members Mstep: Class 12 contains 3454 members Mstep: Class 13 contains 7013 members Mstep: Class 14 contains 1077 members Mstep: Class 15 contains 251497 members Mstep: Class 16 contains 4633 members Mstep: Class 17 contains 14555 members Mstep: Class 18 contains 1297 members Mstep: Class 19 contains 513 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24449 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 342 members Mstep: Class 25 contains 16629 members Mstep: Class 26 contains 771 members Entering Unmasked Estep ConsiderDeletion Score: -15548338.000000 Penalty: 15165.835938 Iteration 247Q: 27 clusters Score -1.554834e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 821 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 334 members Mstep: Class 5 contains 955 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2362 members Mstep: Class 8 contains 2618 members Mstep: Class 9 contains 28724 members Mstep: Class 10 contains 4704 members Mstep: Class 11 contains 892 members Mstep: Class 12 contains 3454 members Mstep: Class 13 contains 7010 members Mstep: Class 14 contains 1077 members Mstep: Class 15 contains 251498 members Mstep: Class 16 contains 4635 members Mstep: Class 17 contains 14555 members Mstep: Class 18 contains 1297 members Mstep: Class 19 contains 513 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24447 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 342 members Mstep: Class 25 contains 16631 members Mstep: Class 26 contains 771 members Entering Unmasked Estep ConsiderDeletion Score: -15548338.000000 Penalty: 15165.835938 Iteration 248Q: 27 clusters Score -1.554834e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 821 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 334 members Mstep: Class 5 contains 955 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2362 members Mstep: Class 8 contains 2618 members Mstep: Class 9 contains 28724 members Mstep: Class 10 contains 4704 members Mstep: Class 11 contains 892 members Mstep: Class 12 contains 3454 members Mstep: Class 13 contains 7007 members Mstep: Class 14 contains 1077 members Mstep: Class 15 contains 251501 members Mstep: Class 16 contains 4638 members Mstep: Class 17 contains 14555 members Mstep: Class 18 contains 1297 members Mstep: Class 19 contains 513 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24444 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 342 members Mstep: Class 25 contains 16631 members Mstep: Class 26 contains 771 members Entering Unmasked Estep ConsiderDeletion Score: -15548332.000000 Penalty: 15165.835938 Iteration 249Q: 27 clusters Score -1.554833e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 821 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 334 members Mstep: Class 5 contains 955 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2362 members Mstep: Class 8 contains 2618 members Mstep: Class 9 contains 28724 members Mstep: Class 10 contains 4704 members Mstep: Class 11 contains 892 members Mstep: Class 12 contains 3454 members Mstep: Class 13 contains 7007 members Mstep: Class 14 contains 1077 members Mstep: Class 15 contains 251498 members Mstep: Class 16 contains 4638 members Mstep: Class 17 contains 14555 members Mstep: Class 18 contains 1297 members Mstep: Class 19 contains 513 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24447 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 342 members Mstep: Class 25 contains 16631 members Mstep: Class 26 contains 771 members Entering Unmasked Estep ConsiderDeletion Score: -15548339.000000 Penalty: 15165.835938 Iteration 250Q: 27 clusters Score -1.554834e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 821 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 334 members Mstep: Class 5 contains 955 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2362 members Mstep: Class 8 contains 2618 members Mstep: Class 9 contains 28724 members Mstep: Class 10 contains 4704 members Mstep: Class 11 contains 892 members Mstep: Class 12 contains 3454 members Mstep: Class 13 contains 7006 members Mstep: Class 14 contains 1077 members Mstep: Class 15 contains 251498 members Mstep: Class 16 contains 4638 members Mstep: Class 17 contains 14555 members Mstep: Class 18 contains 1297 members Mstep: Class 19 contains 513 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24448 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 342 members Mstep: Class 25 contains 16631 members Mstep: Class 26 contains 771 members Entering Unmasked Estep ConsiderDeletion Score: -15548338.000000 Penalty: 15165.835938 Iteration 251Q: 27 clusters Score -1.554834e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 821 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 334 members Mstep: Class 5 contains 955 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2362 members Mstep: Class 8 contains 2618 members Mstep: Class 9 contains 28724 members Mstep: Class 10 contains 4704 members Mstep: Class 11 contains 892 members Mstep: Class 12 contains 3454 members Mstep: Class 13 contains 7005 members Mstep: Class 14 contains 1077 members Mstep: Class 15 contains 251497 members Mstep: Class 16 contains 4638 members Mstep: Class 17 contains 14554 members Mstep: Class 18 contains 1297 members Mstep: Class 19 contains 513 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24451 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 342 members Mstep: Class 25 contains 16631 members Mstep: Class 26 contains 771 members Entering Unmasked Estep ConsiderDeletion Score: -15548339.000000 Penalty: 15165.835938 Iteration 252Q: 27 clusters Score -1.554834e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 821 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 334 members Mstep: Class 5 contains 955 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2362 members Mstep: Class 8 contains 2618 members Mstep: Class 9 contains 28724 members Mstep: Class 10 contains 4704 members Mstep: Class 11 contains 892 members Mstep: Class 12 contains 3454 members Mstep: Class 13 contains 7003 members Mstep: Class 14 contains 1077 members Mstep: Class 15 contains 251501 members Mstep: Class 16 contains 4638 members Mstep: Class 17 contains 14552 members Mstep: Class 18 contains 1297 members Mstep: Class 19 contains 513 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24451 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 342 members Mstep: Class 25 contains 16631 members Mstep: Class 26 contains 771 members Entering Unmasked Estep ConsiderDeletion Score: -15548351.000000 Penalty: 15165.835938 Iteration 253Q: 27 clusters Score -1.554835e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 821 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 334 members Mstep: Class 5 contains 955 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2362 members Mstep: Class 8 contains 2618 members Mstep: Class 9 contains 28724 members Mstep: Class 10 contains 4704 members Mstep: Class 11 contains 892 members Mstep: Class 12 contains 3454 members Mstep: Class 13 contains 7003 members Mstep: Class 14 contains 1077 members Mstep: Class 15 contains 251500 members Mstep: Class 16 contains 4638 members Mstep: Class 17 contains 14552 members Mstep: Class 18 contains 1297 members Mstep: Class 19 contains 513 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24450 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 342 members Mstep: Class 25 contains 16633 members Mstep: Class 26 contains 771 members Entering Unmasked Estep ConsiderDeletion Score: -15548357.000000 Penalty: 15165.835938 Iteration 254Q: 27 clusters Score -1.554836e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 821 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 334 members Mstep: Class 5 contains 955 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2362 members Mstep: Class 8 contains 2618 members Mstep: Class 9 contains 28724 members Mstep: Class 10 contains 4704 members Mstep: Class 11 contains 892 members Mstep: Class 12 contains 3454 members Mstep: Class 13 contains 7003 members Mstep: Class 14 contains 1077 members Mstep: Class 15 contains 251496 members Mstep: Class 16 contains 4638 members Mstep: Class 17 contains 14552 members Mstep: Class 18 contains 1297 members Mstep: Class 19 contains 513 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24450 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 342 members Mstep: Class 25 contains 16637 members Mstep: Class 26 contains 771 members Entering Unmasked Estep ConsiderDeletion Score: -15548350.000000 Penalty: 15165.835938 Iteration 255Q: 27 clusters Score -1.554835e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 821 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 334 members Mstep: Class 5 contains 955 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2362 members Mstep: Class 8 contains 2618 members Mstep: Class 9 contains 28724 members Mstep: Class 10 contains 4704 members Mstep: Class 11 contains 892 members Mstep: Class 12 contains 3454 members Mstep: Class 13 contains 7003 members Mstep: Class 14 contains 1077 members Mstep: Class 15 contains 251495 members Mstep: Class 16 contains 4638 members Mstep: Class 17 contains 14552 members Mstep: Class 18 contains 1297 members Mstep: Class 19 contains 513 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24450 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 342 members Mstep: Class 25 contains 16638 members Mstep: Class 26 contains 771 members Entering Unmasked Estep ConsiderDeletion Score: -15548345.000000 Penalty: 15165.835938 Iteration 256Q: 27 clusters Score -1.554834e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 821 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 334 members Mstep: Class 5 contains 955 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2362 members Mstep: Class 8 contains 2618 members Mstep: Class 9 contains 28724 members Mstep: Class 10 contains 4704 members Mstep: Class 11 contains 892 members Mstep: Class 12 contains 3454 members Mstep: Class 13 contains 7003 members Mstep: Class 14 contains 1077 members Mstep: Class 15 contains 251494 members Mstep: Class 16 contains 4638 members Mstep: Class 17 contains 14552 members Mstep: Class 18 contains 1297 members Mstep: Class 19 contains 513 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24450 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 342 members Mstep: Class 25 contains 16639 members Mstep: Class 26 contains 771 members Entering Unmasked Estep ConsiderDeletion Score: -15548351.000000 Penalty: 15165.835938 Iteration 257Q: 27 clusters Score -1.554835e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 821 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 334 members Mstep: Class 5 contains 955 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2362 members Mstep: Class 8 contains 2618 members Mstep: Class 9 contains 28724 members Mstep: Class 10 contains 4704 members Mstep: Class 11 contains 892 members Mstep: Class 12 contains 3454 members Mstep: Class 13 contains 7003 members Mstep: Class 14 contains 1077 members Mstep: Class 15 contains 251493 members Mstep: Class 16 contains 4638 members Mstep: Class 17 contains 14552 members Mstep: Class 18 contains 1297 members Mstep: Class 19 contains 513 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24450 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 342 members Mstep: Class 25 contains 16640 members Mstep: Class 26 contains 771 members Entering Unmasked Estep ConsiderDeletion Score: -15548349.000000 Penalty: 15165.835938 Iteration 258Q: 27 clusters Score -1.554835e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 821 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 334 members Mstep: Class 5 contains 955 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2362 members Mstep: Class 8 contains 2618 members Mstep: Class 9 contains 28724 members Mstep: Class 10 contains 4704 members Mstep: Class 11 contains 892 members Mstep: Class 12 contains 3454 members Mstep: Class 13 contains 7003 members Mstep: Class 14 contains 1077 members Mstep: Class 15 contains 251492 members Mstep: Class 16 contains 4638 members Mstep: Class 17 contains 14552 members Mstep: Class 18 contains 1297 members Mstep: Class 19 contains 513 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24450 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 342 members Mstep: Class 25 contains 16641 members Mstep: Class 26 contains 771 members Entering Unmasked Estep ConsiderDeletion Score: -15548350.000000 Penalty: 15165.835938 Iteration 259Q: 27 clusters Score -1.554835e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 821 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 334 members Mstep: Class 5 contains 955 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 2362 members Mstep: Class 8 contains 2618 members Mstep: Class 9 contains 28724 members Mstep: Class 10 contains 4704 members Mstep: Class 11 contains 892 members Mstep: Class 12 contains 3454 members Mstep: Class 13 contains 7003 members Mstep: Class 14 contains 1077 members Mstep: Class 15 contains 251492 members Mstep: Class 16 contains 4638 members Mstep: Class 17 contains 14552 members Mstep: Class 18 contains 1297 members Mstep: Class 19 contains 513 members Mstep: Class 20 contains 363 members Mstep: Class 21 contains 24450 members Mstep: Class 22 contains 135 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 342 members Mstep: Class 25 contains 16641 members Mstep: Class 26 contains 771 members Entering Unmasked Estep ConsiderDeletion Score: -15548350.000000 Penalty: 15165.835938 Iteration 260F: 27 clusters Score -1.554835e+07 nChanged 0 Entering ConstructFrom: Score: -15548350.000000 Penalty: 15165.835938 Entering ConstructFrom: Trying to split cluster 1 (184 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Entering Unmasked Estep Score: -7636.351562 Penalty: 237.279572 Iteration 0F: 2 clusters Score -7636.352 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -7369.652832 Penalty: 474.559143 Iteration 0F: 3 clusters Score -7369.653 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -7430.878418 Penalty: 474.559143 Iteration 1F: 3 clusters Score -7430.878 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -7442.209473 Penalty: 474.559143 Iteration 2F: 3 clusters Score -7442.209 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -7450.091797 Penalty: 474.559143 Iteration 3Q: 3 clusters Score -7450.092 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -7451.901855 Penalty: 474.559143 Iteration 4Q: 3 clusters Score -7451.902 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -7455.359863 Penalty: 474.559143 Iteration 5Q: 3 clusters Score -7455.36 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -7458.189941 Penalty: 474.559143 Iteration 6Q: 3 clusters Score -7458.19 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -7459.076172 Penalty: 474.559143 Iteration 7Q: 3 clusters Score -7459.076 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -7459.599121 Penalty: 474.559143 Iteration 8Q: 3 clusters Score -7459.599 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -7459.599121 Penalty: 474.559143 Iteration 9F: 3 clusters Score -7459.599 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (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: -41135.933594 Penalty: 305.328796 Iteration 0F: 2 clusters Score -41135.93 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -40425.007812 Penalty: 610.657593 Iteration 0F: 3 clusters Score -40425.01 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -40610.078125 Penalty: 610.657593 Iteration 1F: 3 clusters Score -40610.08 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -40649.164062 Penalty: 610.657593 Iteration 2F: 3 clusters Score -40649.16 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -40677.804688 Penalty: 610.657593 Iteration 3F: 3 clusters Score -40677.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -40698.925781 Penalty: 610.657593 Iteration 4Q: 3 clusters Score -40698.93 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -40709.742188 Penalty: 610.657593 Iteration 5Q: 3 clusters Score -40709.74 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -40720.023438 Penalty: 610.657593 Iteration 6Q: 3 clusters Score -40720.02 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -40725.601562 Penalty: 610.657593 Iteration 7Q: 3 clusters Score -40725.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -40731.144531 Penalty: 610.657593 Iteration 8Q: 3 clusters Score -40731.14 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -40735.187500 Penalty: 610.657593 Iteration 9Q: 3 clusters Score -40735.19 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -40736.230469 Penalty: 610.657593 Iteration 10Q: 3 clusters Score -40736.23 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -40737.769531 Penalty: 610.657593 Iteration 11Q: 3 clusters Score -40737.77 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -40738.820312 Penalty: 610.657593 Iteration 12Q: 3 clusters Score -40738.82 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -40741.640625 Penalty: 610.657593 Iteration 13Q: 3 clusters Score -40741.64 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -40742.601562 Penalty: 610.657593 Iteration 14Q: 3 clusters Score -40742.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -40742.792969 Penalty: 610.657593 Iteration 15Q: 3 clusters Score -40742.79 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -40742.792969 Penalty: 610.657593 Iteration 16F: 3 clusters Score -40742.79 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (199 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Entering Unmasked Estep Score: -8184.769043 Penalty: 240.845367 Iteration 0F: 2 clusters Score -8184.769 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -7894.919434 Penalty: 481.690735 Iteration 0F: 3 clusters Score -7894.919 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -7959.317383 Penalty: 481.690735 Iteration 1F: 3 clusters Score -7959.317 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -7969.143066 Penalty: 481.690735 Iteration 2F: 3 clusters Score -7969.143 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -7975.113281 Penalty: 481.690735 Iteration 3Q: 3 clusters Score -7975.113 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -7980.194336 Penalty: 481.690735 Iteration 4Q: 3 clusters Score -7980.194 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -7983.354980 Penalty: 481.690735 Iteration 5Q: 3 clusters Score -7983.355 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -7995.290527 Penalty: 481.690735 Iteration 6Q: 3 clusters Score -7995.291 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -8004.595215 Penalty: 481.690735 Iteration 7Q: 3 clusters Score -8004.595 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -8007.325684 Penalty: 481.690735 Iteration 8Q: 3 clusters Score -8007.326 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -8010.974609 Penalty: 481.690735 Iteration 9Q: 3 clusters Score -8010.975 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -8013.831543 Penalty: 481.690735 Iteration 10Q: 3 clusters Score -8013.832 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -8015.434082 Penalty: 481.690735 Iteration 11Q: 3 clusters Score -8015.434 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -8015.750488 Penalty: 481.690735 Iteration 12Q: 3 clusters Score -8015.75 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -8015.750488 Penalty: 481.690735 Iteration 13F: 3 clusters Score -8015.75 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (334 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Entering Unmasked Estep Score: -12359.068359 Penalty: 264.406921 Iteration 0F: 2 clusters Score -12359.07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -11973.676758 Penalty: 528.813843 Iteration 0F: 3 clusters Score -11973.68 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -12045.795898 Penalty: 528.813843 Iteration 1F: 3 clusters Score -12045.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -12073.807617 Penalty: 528.813843 Iteration 2F: 3 clusters Score -12073.81 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -12091.748047 Penalty: 528.813843 Iteration 3F: 3 clusters Score -12091.75 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -12099.464844 Penalty: 528.813843 Iteration 4Q: 3 clusters Score -12099.46 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -12104.058594 Penalty: 528.813843 Iteration 5Q: 3 clusters Score -12104.06 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -12110.961914 Penalty: 528.813843 Iteration 6Q: 3 clusters Score -12110.96 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -12115.080078 Penalty: 528.813843 Iteration 7Q: 3 clusters Score -12115.08 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -12116.125000 Penalty: 528.813843 Iteration 8Q: 3 clusters Score -12116.12 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -12118.617188 Penalty: 528.813843 Iteration 9Q: 3 clusters Score -12118.62 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -12119.401367 Penalty: 528.813843 Iteration 10Q: 3 clusters Score -12119.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -12119.949219 Penalty: 528.813843 Iteration 11Q: 3 clusters Score -12119.95 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -12119.949219 Penalty: 528.813843 Iteration 12F: 3 clusters Score -12119.95 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (955 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Entering Unmasked Estep Score: -36238.714844 Penalty: 312.207886 Iteration 0F: 2 clusters Score -36238.71 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -35467.070312 Penalty: 624.415771 Iteration 0F: 3 clusters Score -35467.07 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -35684.171875 Penalty: 624.415771 Iteration 1F: 3 clusters Score -35684.17 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -35732.339844 Penalty: 624.415771 Iteration 2F: 3 clusters Score -35732.34 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -35766.121094 Penalty: 624.415771 Iteration 3F: 3 clusters Score -35766.12 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -35796.914062 Penalty: 624.415771 Iteration 4Q: 3 clusters Score -35796.91 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -35815.734375 Penalty: 624.415771 Iteration 5Q: 3 clusters Score -35815.73 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -35832.015625 Penalty: 624.415771 Iteration 6Q: 3 clusters Score -35832.02 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -35842.574219 Penalty: 624.415771 Iteration 7Q: 3 clusters Score -35842.57 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -35854.839844 Penalty: 624.415771 Iteration 8Q: 3 clusters Score -35854.84 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -35865.789062 Penalty: 624.415771 Iteration 9Q: 3 clusters Score -35865.79 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -35876.523438 Penalty: 624.415771 Iteration 10Q: 3 clusters Score -35876.52 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -35882.449219 Penalty: 624.415771 Iteration 11Q: 3 clusters Score -35882.45 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -35887.835938 Penalty: 624.415771 Iteration 12Q: 3 clusters Score -35887.84 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -35895.964844 Penalty: 624.415771 Iteration 13Q: 3 clusters Score -35895.96 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -35906.992188 Penalty: 624.415771 Iteration 14Q: 3 clusters Score -35906.99 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -35912.855469 Penalty: 624.415771 Iteration 15Q: 3 clusters Score -35912.86 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -35917.441406 Penalty: 624.415771 Iteration 16Q: 3 clusters Score -35917.44 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -35921.878906 Penalty: 624.415771 Iteration 17Q: 3 clusters Score -35921.88 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -35926.175781 Penalty: 624.415771 Iteration 18Q: 3 clusters Score -35926.18 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -35928.660156 Penalty: 624.415771 Iteration 19Q: 3 clusters Score -35928.66 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -35930.757812 Penalty: 624.415771 Iteration 20F: 3 clusters Score -35930.76 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (249 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Entering Unmasked Estep Score: -9346.308594 Penalty: 251.044098 Iteration 0F: 2 clusters Score -9346.309 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -9016.125000 Penalty: 502.088196 Iteration 0F: 3 clusters Score -9016.125 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -9121.341797 Penalty: 502.088196 Iteration 1F: 3 clusters Score -9121.342 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -9147.687500 Penalty: 502.088196 Iteration 2F: 3 clusters Score -9147.688 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -9161.188477 Penalty: 502.088196 Iteration 3Q: 3 clusters Score -9161.188 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -9164.444336 Penalty: 502.088196 Iteration 4Q: 3 clusters Score -9164.444 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -9167.337891 Penalty: 502.088196 Iteration 5Q: 3 clusters Score -9167.338 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -9171.132812 Penalty: 502.088196 Iteration 6Q: 3 clusters Score -9171.133 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -9171.705078 Penalty: 502.088196 Iteration 7Q: 3 clusters Score -9171.705 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -9172.304688 Penalty: 502.088196 Iteration 8Q: 3 clusters Score -9172.305 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -9172.542969 Penalty: 502.088196 Iteration 9Q: 3 clusters Score -9172.543 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -9172.542969 Penalty: 502.088196 Iteration 10F: 3 clusters Score -9172.543 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (2362 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2362 members Entering Unmasked Estep Score: -98722.687500 Penalty: 353.410492 Iteration 0F: 2 clusters Score -98722.69 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -97018.421875 Penalty: 706.820984 Iteration 0F: 3 clusters Score -97018.42 nChanged 1024 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 1206 members Entering Unmasked Estep Score: -97608.953125 Penalty: 706.820984 Iteration 1F: 3 clusters Score -97608.95 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 1244 members Entering Unmasked Estep Score: -97709.070312 Penalty: 706.820984 Iteration 2F: 3 clusters Score -97709.07 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 1314 members Entering Unmasked Estep Score: -97811.601562 Penalty: 706.820984 Iteration 3F: 3 clusters Score -97811.6 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 1409 members Entering Unmasked Estep Score: -97900.960938 Penalty: 706.820984 Iteration 4F: 3 clusters Score -97900.96 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 1511 members Entering Unmasked Estep Score: -97982.015625 Penalty: 706.820984 Iteration 5F: 3 clusters Score -97982.02 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 1604 members Entering Unmasked Estep Score: -98059.382812 Penalty: 706.820984 Iteration 6F: 3 clusters Score -98059.38 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 1685 members Entering Unmasked Estep Score: -98129.062500 Penalty: 706.820984 Iteration 7Q: 3 clusters Score -98129.06 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 1756 members Entering Unmasked Estep Score: -98192.007812 Penalty: 706.820984 Iteration 8Q: 3 clusters Score -98192.01 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 1797 members Entering Unmasked Estep Score: -98233.507812 Penalty: 706.820984 Iteration 9Q: 3 clusters Score -98233.51 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 1840 members Entering Unmasked Estep Score: -98270.601562 Penalty: 706.820984 Iteration 10Q: 3 clusters Score -98270.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 1876 members Entering Unmasked Estep Score: -98291.460938 Penalty: 706.820984 Iteration 11Q: 3 clusters Score -98291.46 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 1910 members Entering Unmasked Estep Score: -98309.921875 Penalty: 706.820984 Iteration 12Q: 3 clusters Score -98309.92 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 1944 members Entering Unmasked Estep Score: -98324.117188 Penalty: 706.820984 Iteration 13Q: 3 clusters Score -98324.12 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 1972 members Entering Unmasked Estep Score: -98336.421875 Penalty: 706.820984 Iteration 14Q: 3 clusters Score -98336.42 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 1995 members Entering Unmasked Estep Score: -98345.406250 Penalty: 706.820984 Iteration 15Q: 3 clusters Score -98345.41 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 2021 members Entering Unmasked Estep Score: -98358.851562 Penalty: 706.820984 Iteration 16Q: 3 clusters Score -98358.85 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 2048 members Entering Unmasked Estep Score: -98370.710938 Penalty: 706.820984 Iteration 17Q: 3 clusters Score -98370.71 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 2071 members Entering Unmasked Estep Score: -98380.968750 Penalty: 706.820984 Iteration 18Q: 3 clusters Score -98380.97 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 2091 members Entering Unmasked Estep Score: -98390.078125 Penalty: 706.820984 Iteration 19Q: 3 clusters Score -98390.08 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 2108 members Entering Unmasked Estep Score: -98398.140625 Penalty: 706.820984 Iteration 20F: 3 clusters Score -98398.14 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 2123 members Entering Unmasked Estep Score: -98403.507812 Penalty: 706.820984 Iteration 21Q: 3 clusters Score -98403.51 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 2135 members Entering Unmasked Estep Score: -98407.929688 Penalty: 706.820984 Iteration 22Q: 3 clusters Score -98407.93 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 2145 members Entering Unmasked Estep Score: -98412.179688 Penalty: 706.820984 Iteration 23Q: 3 clusters Score -98412.18 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 2159 members Entering Unmasked Estep Score: -98417.671875 Penalty: 706.820984 Iteration 24Q: 3 clusters Score -98417.67 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 2170 members Entering Unmasked Estep Score: -98421.695312 Penalty: 706.820984 Iteration 25Q: 3 clusters Score -98421.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 2175 members Entering Unmasked Estep Score: -98424.335938 Penalty: 706.820984 Iteration 26Q: 3 clusters Score -98424.34 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 2183 members Entering Unmasked Estep Score: -98426.921875 Penalty: 706.820984 Iteration 27Q: 3 clusters Score -98426.92 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 2188 members Entering Unmasked Estep Score: -98430.085938 Penalty: 706.820984 Iteration 28Q: 3 clusters Score -98430.09 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 2203 members Entering Unmasked Estep Score: -98437.062500 Penalty: 706.820984 Iteration 29Q: 3 clusters Score -98437.06 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 2212 members Entering Unmasked Estep Score: -98440.070312 Penalty: 706.820984 Iteration 30Q: 3 clusters Score -98440.07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 2217 members Entering Unmasked Estep Score: -98441.953125 Penalty: 706.820984 Iteration 31Q: 3 clusters Score -98441.95 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 2218 members Entering Unmasked Estep Score: -98441.976562 Penalty: 706.820984 Iteration 32Q: 3 clusters Score -98441.98 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 2219 members Entering Unmasked Estep Score: -98442.429688 Penalty: 706.820984 Iteration 33Q: 3 clusters Score -98442.43 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 2219 members Entering Unmasked Estep Score: -98442.429688 Penalty: 706.820984 Iteration 34F: 3 clusters Score -98442.43 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (2618 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2618 members Entering Unmasked Estep Score: -109331.656250 Penalty: 358.092560 Iteration 0F: 2 clusters Score -109331.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 1290 members Entering Unmasked Estep Score: -107472.171875 Penalty: 716.185120 Iteration 0F: 3 clusters Score -107472.2 nChanged 1097 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1349 members Mstep: Class 2 contains 1269 members Entering Unmasked Estep Score: -108082.343750 Penalty: 716.185120 Iteration 1F: 3 clusters Score -108082.3 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1359 members Mstep: Class 2 contains 1259 members Entering Unmasked Estep Score: -108171.296875 Penalty: 716.185120 Iteration 2F: 3 clusters Score -108171.3 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 1244 members Entering Unmasked Estep Score: -108243.500000 Penalty: 716.185120 Iteration 3F: 3 clusters Score -108243.5 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1387 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -108321.609375 Penalty: 716.185120 Iteration 4Q: 3 clusters Score -108321.6 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1404 members Mstep: Class 2 contains 1214 members Entering Unmasked Estep Score: -108419.734375 Penalty: 716.185120 Iteration 5Q: 3 clusters Score -108419.7 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1419 members Mstep: Class 2 contains 1199 members Entering Unmasked Estep Score: -108534.781250 Penalty: 716.185120 Iteration 6Q: 3 clusters Score -108534.8 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1428 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -108681.281250 Penalty: 716.185120 Iteration 7F: 3 clusters Score -108681.3 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1414 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -108807.085938 Penalty: 716.185120 Iteration 8F: 3 clusters Score -108807.1 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1403 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -108898.867188 Penalty: 716.185120 Iteration 9Q: 3 clusters Score -108898.9 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1381 members Mstep: Class 2 contains 1237 members Entering Unmasked Estep Score: -108985.742188 Penalty: 716.185120 Iteration 10Q: 3 clusters Score -108985.7 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -109054.656250 Penalty: 716.185120 Iteration 11Q: 3 clusters Score -109054.7 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 1309 members Entering Unmasked Estep Score: -109121.476562 Penalty: 716.185120 Iteration 12Q: 3 clusters Score -109121.5 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1268 members Mstep: Class 2 contains 1350 members Entering Unmasked Estep Score: -109167.046875 Penalty: 716.185120 Iteration 13Q: 3 clusters Score -109167 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 1382 members Entering Unmasked Estep Score: -109202.421875 Penalty: 716.185120 Iteration 14Q: 3 clusters Score -109202.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 1409 members Entering Unmasked Estep Score: -109228.671875 Penalty: 716.185120 Iteration 15Q: 3 clusters Score -109228.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 1427 members Entering Unmasked Estep Score: -109238.421875 Penalty: 716.185120 Iteration 16Q: 3 clusters Score -109238.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 1432 members Entering Unmasked Estep Score: -109240.617188 Penalty: 716.185120 Iteration 17Q: 3 clusters Score -109240.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 1432 members Entering Unmasked Estep Score: -109241.625000 Penalty: 716.185120 Iteration 18Q: 3 clusters Score -109241.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 1437 members Entering Unmasked Estep Score: -109242.562500 Penalty: 716.185120 Iteration 19Q: 3 clusters Score -109242.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 1442 members Entering Unmasked Estep Score: -109243.164062 Penalty: 716.185120 Iteration 20F: 3 clusters Score -109243.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 1446 members Entering Unmasked Estep Score: -109244.445312 Penalty: 716.185120 Iteration 21Q: 3 clusters Score -109244.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 1449 members Entering Unmasked Estep Score: -109244.617188 Penalty: 716.185120 Iteration 22Q: 3 clusters Score -109244.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 1449 members Entering Unmasked Estep Score: -109244.617188 Penalty: 716.185120 Iteration 23F: 3 clusters Score -109244.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (28724 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28724 members Entering Unmasked Estep Score: -1260556.875000 Penalty: 467.079742 Iteration 0F: 2 clusters Score -1260557 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14168 members Mstep: Class 2 contains 14556 members Entering Unmasked Estep Score: -1241406.875000 Penalty: 934.159485 Iteration 0F: 3 clusters Score -1241407 nChanged 13784 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10474 members Mstep: Class 2 contains 18250 members Entering Unmasked Estep Score: -1250239.500000 Penalty: 934.159485 Iteration 1F: 3 clusters Score -1250240 nChanged 2174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8366 members Mstep: Class 2 contains 20358 members Entering Unmasked Estep Score: -1251698.625000 Penalty: 934.159485 Iteration 2F: 3 clusters Score -1251699 nChanged 2669 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5707 members Mstep: Class 2 contains 23017 members Entering Unmasked Estep Score: -1254106.375000 Penalty: 934.159485 Iteration 3F: 3 clusters Score -1254106 nChanged 2662 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3061 members Mstep: Class 2 contains 25663 members Entering Unmasked Estep Score: -1256902.000000 Penalty: 934.159485 Iteration 4F: 3 clusters Score -1256902 nChanged 1870 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 27533 members Entering Unmasked Estep Score: -1258980.500000 Penalty: 934.159485 Iteration 5F: 3 clusters Score -1258980 nChanged 801 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 28332 members Entering Unmasked Estep Score: -1259804.500000 Penalty: 934.159485 Iteration 6Q: 3 clusters Score -1259804 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 28568 members Entering Unmasked Estep Score: -1260048.125000 Penalty: 934.159485 Iteration 7Q: 3 clusters Score -1260048 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 28621 members Entering Unmasked Estep Score: -1260121.625000 Penalty: 934.159485 Iteration 8Q: 3 clusters Score -1260122 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 28631 members Entering Unmasked Estep Score: -1260143.250000 Penalty: 934.159485 Iteration 9Q: 3 clusters Score -1260143 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 28635 members Entering Unmasked Estep Score: -1260156.875000 Penalty: 934.159485 Iteration 10Q: 3 clusters Score -1260157 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 28635 members Entering Unmasked Estep Score: -1260163.375000 Penalty: 934.159485 Iteration 11Q: 3 clusters Score -1260163 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 28635 members Entering Unmasked Estep Score: -1260172.750000 Penalty: 934.159485 Iteration 12Q: 3 clusters Score -1260173 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 28638 members Entering Unmasked Estep Score: -1260176.125000 Penalty: 934.159485 Iteration 13Q: 3 clusters Score -1260176 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 28639 members Entering Unmasked Estep Score: -1260176.000000 Penalty: 934.159485 Iteration 14Q: 3 clusters Score -1260176 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 28640 members Entering Unmasked Estep Score: -1260178.000000 Penalty: 934.159485 Iteration 15Q: 3 clusters Score -1260178 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 28640 members Entering Unmasked Estep Score: -1260179.375000 Penalty: 934.159485 Iteration 16Q: 3 clusters Score -1260179 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 28640 members Entering Unmasked Estep Score: -1260179.375000 Penalty: 934.159485 Iteration 17F: 3 clusters Score -1260179 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (4704 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4704 members Entering Unmasked Estep Score: -220568.812500 Penalty: 384.755646 Iteration 0F: 2 clusters Score -220568.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2405 members Mstep: Class 2 contains 2299 members Entering Unmasked Estep Score: -217390.656250 Penalty: 769.511292 Iteration 0F: 3 clusters Score -217390.7 nChanged 2111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2658 members Mstep: Class 2 contains 2046 members Entering Unmasked Estep Score: -218592.906250 Penalty: 769.511292 Iteration 1F: 3 clusters Score -218592.9 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2822 members Mstep: Class 2 contains 1882 members Entering Unmasked Estep Score: -218745.953125 Penalty: 769.511292 Iteration 2F: 3 clusters Score -218746 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3029 members Mstep: Class 2 contains 1675 members Entering Unmasked Estep Score: -218911.234375 Penalty: 769.511292 Iteration 3F: 3 clusters Score -218911.2 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3288 members Mstep: Class 2 contains 1416 members Entering Unmasked Estep Score: -219106.421875 Penalty: 769.511292 Iteration 4F: 3 clusters Score -219106.4 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3577 members Mstep: Class 2 contains 1127 members Entering Unmasked Estep Score: -219330.750000 Penalty: 769.511292 Iteration 5F: 3 clusters Score -219330.8 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3876 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -219576.671875 Penalty: 769.511292 Iteration 6F: 3 clusters Score -219576.7 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4138 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -219799.375000 Penalty: 769.511292 Iteration 7F: 3 clusters Score -219799.4 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4348 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -219984.421875 Penalty: 769.511292 Iteration 8Q: 3 clusters Score -219984.4 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4484 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -220104.781250 Penalty: 769.511292 Iteration 9Q: 3 clusters Score -220104.8 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4552 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -220172.734375 Penalty: 769.511292 Iteration 10Q: 3 clusters Score -220172.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4588 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -220209.593750 Penalty: 769.511292 Iteration 11Q: 3 clusters Score -220209.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4605 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -220228.031250 Penalty: 769.511292 Iteration 12Q: 3 clusters Score -220228 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4607 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -220232.718750 Penalty: 769.511292 Iteration 13Q: 3 clusters Score -220232.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4610 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -220235.921875 Penalty: 769.511292 Iteration 14Q: 3 clusters Score -220235.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4613 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -220241.703125 Penalty: 769.511292 Iteration 15Q: 3 clusters Score -220241.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4617 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -220247.390625 Penalty: 769.511292 Iteration 16Q: 3 clusters Score -220247.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4621 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -220253.375000 Penalty: 769.511292 Iteration 17Q: 3 clusters Score -220253.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4621 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -220255.000000 Penalty: 769.511292 Iteration 18Q: 3 clusters Score -220255 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4621 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -220256.265625 Penalty: 769.511292 Iteration 19Q: 3 clusters Score -220256.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4621 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -220256.265625 Penalty: 769.511292 Iteration 20F: 3 clusters Score -220256.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (892 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Entering Unmasked Estep Score: -40146.839844 Penalty: 309.102722 Iteration 0F: 2 clusters Score -40146.84 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -39407.957031 Penalty: 618.205444 Iteration 0F: 3 clusters Score -39407.96 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -39632.746094 Penalty: 618.205444 Iteration 1F: 3 clusters Score -39632.75 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -39678.054688 Penalty: 618.205444 Iteration 2F: 3 clusters Score -39678.05 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -39709.070312 Penalty: 618.205444 Iteration 3F: 3 clusters Score -39709.07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -39732.484375 Penalty: 618.205444 Iteration 4Q: 3 clusters Score -39732.48 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -39756.164062 Penalty: 618.205444 Iteration 5Q: 3 clusters Score -39756.16 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -39774.609375 Penalty: 618.205444 Iteration 6Q: 3 clusters Score -39774.61 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -39788.351562 Penalty: 618.205444 Iteration 7Q: 3 clusters Score -39788.35 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -39800.183594 Penalty: 618.205444 Iteration 8Q: 3 clusters Score -39800.18 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -39813.746094 Penalty: 618.205444 Iteration 9Q: 3 clusters Score -39813.75 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -39824.984375 Penalty: 618.205444 Iteration 10Q: 3 clusters Score -39824.98 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -39831.925781 Penalty: 618.205444 Iteration 11Q: 3 clusters Score -39831.93 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -39836.121094 Penalty: 618.205444 Iteration 12Q: 3 clusters Score -39836.12 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -39838.417969 Penalty: 618.205444 Iteration 13Q: 3 clusters Score -39838.42 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -39839.441406 Penalty: 618.205444 Iteration 14Q: 3 clusters Score -39839.44 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -39840.937500 Penalty: 618.205444 Iteration 15Q: 3 clusters Score -39840.94 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -39843.578125 Penalty: 618.205444 Iteration 16Q: 3 clusters Score -39843.58 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -39844.656250 Penalty: 618.205444 Iteration 17Q: 3 clusters Score -39844.66 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -39845.558594 Penalty: 618.205444 Iteration 18Q: 3 clusters Score -39845.56 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -39845.558594 Penalty: 618.205444 Iteration 19F: 3 clusters Score -39845.56 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (3454 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3454 members Entering Unmasked Estep Score: -168414.000000 Penalty: 370.701630 Iteration 0F: 2 clusters Score -168414 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1738 members Mstep: Class 2 contains 1716 members Entering Unmasked Estep Score: -165983.328125 Penalty: 741.403259 Iteration 0F: 3 clusters Score -165983.3 nChanged 1564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1756 members Mstep: Class 2 contains 1698 members Entering Unmasked Estep Score: -166795.000000 Penalty: 741.403259 Iteration 1F: 3 clusters Score -166795 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1801 members Mstep: Class 2 contains 1653 members Entering Unmasked Estep Score: -166869.968750 Penalty: 741.403259 Iteration 2F: 3 clusters Score -166870 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1854 members Mstep: Class 2 contains 1600 members Entering Unmasked Estep Score: -166923.453125 Penalty: 741.403259 Iteration 3Q: 3 clusters Score -166923.5 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1910 members Mstep: Class 2 contains 1544 members Entering Unmasked Estep Score: -166960.562500 Penalty: 741.403259 Iteration 4Q: 3 clusters Score -166960.6 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1960 members Mstep: Class 2 contains 1494 members Entering Unmasked Estep Score: -166990.968750 Penalty: 741.403259 Iteration 5Q: 3 clusters Score -166991 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2038 members Mstep: Class 2 contains 1416 members Entering Unmasked Estep Score: -167041.718750 Penalty: 741.403259 Iteration 6Q: 3 clusters Score -167041.7 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2138 members Mstep: Class 2 contains 1316 members Entering Unmasked Estep Score: -167123.937500 Penalty: 741.403259 Iteration 7Q: 3 clusters Score -167123.9 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2247 members Mstep: Class 2 contains 1207 members Entering Unmasked Estep Score: -167248.062500 Penalty: 741.403259 Iteration 8Q: 3 clusters Score -167248.1 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2362 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -167409.156250 Penalty: 741.403259 Iteration 9F: 3 clusters Score -167409.2 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2437 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -167523.171875 Penalty: 741.403259 Iteration 10Q: 3 clusters Score -167523.2 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2502 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -167608.015625 Penalty: 741.403259 Iteration 11Q: 3 clusters Score -167608 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2559 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -167664.578125 Penalty: 741.403259 Iteration 12Q: 3 clusters Score -167664.6 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2594 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -167701.140625 Penalty: 741.403259 Iteration 13Q: 3 clusters Score -167701.1 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2635 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -167739.765625 Penalty: 741.403259 Iteration 14Q: 3 clusters Score -167739.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2674 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -167766.890625 Penalty: 741.403259 Iteration 15Q: 3 clusters Score -167766.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2709 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -167789.890625 Penalty: 741.403259 Iteration 16Q: 3 clusters Score -167789.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2733 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -167805.078125 Penalty: 741.403259 Iteration 17Q: 3 clusters Score -167805.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2752 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -167819.890625 Penalty: 741.403259 Iteration 18Q: 3 clusters Score -167819.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2774 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -167838.468750 Penalty: 741.403259 Iteration 19Q: 3 clusters Score -167838.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2794 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -167851.343750 Penalty: 741.403259 Iteration 20F: 3 clusters Score -167851.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2804 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -167859.156250 Penalty: 741.403259 Iteration 21Q: 3 clusters Score -167859.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2816 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -167868.078125 Penalty: 741.403259 Iteration 22Q: 3 clusters Score -167868.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2833 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -167878.656250 Penalty: 741.403259 Iteration 23Q: 3 clusters Score -167878.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2847 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -167885.843750 Penalty: 741.403259 Iteration 24Q: 3 clusters Score -167885.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2860 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -167891.546875 Penalty: 741.403259 Iteration 25Q: 3 clusters Score -167891.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2874 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -167902.000000 Penalty: 741.403259 Iteration 26Q: 3 clusters Score -167902 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2890 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -167911.031250 Penalty: 741.403259 Iteration 27Q: 3 clusters Score -167911 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2908 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -167925.578125 Penalty: 741.403259 Iteration 28Q: 3 clusters Score -167925.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2922 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -167937.703125 Penalty: 741.403259 Iteration 29Q: 3 clusters Score -167937.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2943 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -167952.890625 Penalty: 741.403259 Iteration 30Q: 3 clusters Score -167952.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2969 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -167969.140625 Penalty: 741.403259 Iteration 31Q: 3 clusters Score -167969.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2989 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -167976.546875 Penalty: 741.403259 Iteration 32Q: 3 clusters Score -167976.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3000 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -167979.953125 Penalty: 741.403259 Iteration 33Q: 3 clusters Score -167980 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3013 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -167985.328125 Penalty: 741.403259 Iteration 34Q: 3 clusters Score -167985.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3031 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -167995.515625 Penalty: 741.403259 Iteration 35Q: 3 clusters Score -167995.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3051 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -168004.906250 Penalty: 741.403259 Iteration 36Q: 3 clusters Score -168004.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3065 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -168010.390625 Penalty: 741.403259 Iteration 37Q: 3 clusters Score -168010.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3075 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -168013.906250 Penalty: 741.403259 Iteration 38Q: 3 clusters Score -168013.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3086 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -168017.375000 Penalty: 741.403259 Iteration 39Q: 3 clusters Score -168017.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3099 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -168021.609375 Penalty: 741.403259 Iteration 40F: 3 clusters Score -168021.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3109 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -168025.875000 Penalty: 741.403259 Iteration 41Q: 3 clusters Score -168025.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3116 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -168028.437500 Penalty: 741.403259 Iteration 42Q: 3 clusters Score -168028.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3123 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -168033.000000 Penalty: 741.403259 Iteration 43Q: 3 clusters Score -168033 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3131 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -168036.453125 Penalty: 741.403259 Iteration 44Q: 3 clusters Score -168036.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3136 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -168039.078125 Penalty: 741.403259 Iteration 45Q: 3 clusters Score -168039.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3140 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -168040.250000 Penalty: 741.403259 Iteration 46Q: 3 clusters Score -168040.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3144 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -168042.640625 Penalty: 741.403259 Iteration 47Q: 3 clusters Score -168042.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3153 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -168046.359375 Penalty: 741.403259 Iteration 48Q: 3 clusters Score -168046.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3159 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -168049.640625 Penalty: 741.403259 Iteration 49Q: 3 clusters Score -168049.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3170 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -168056.828125 Penalty: 741.403259 Iteration 50Q: 3 clusters Score -168056.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3179 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -168062.265625 Penalty: 741.403259 Iteration 51Q: 3 clusters Score -168062.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3185 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -168065.609375 Penalty: 741.403259 Iteration 52Q: 3 clusters Score -168065.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3191 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -168069.937500 Penalty: 741.403259 Iteration 53Q: 3 clusters Score -168069.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3198 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -168074.921875 Penalty: 741.403259 Iteration 54Q: 3 clusters Score -168074.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3209 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -168081.531250 Penalty: 741.403259 Iteration 55Q: 3 clusters Score -168081.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3216 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -168083.953125 Penalty: 741.403259 Iteration 56Q: 3 clusters Score -168084 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3221 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -168085.968750 Penalty: 741.403259 Iteration 57Q: 3 clusters Score -168086 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3226 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -168088.000000 Penalty: 741.403259 Iteration 58Q: 3 clusters Score -168088 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3228 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -168089.531250 Penalty: 741.403259 Iteration 59Q: 3 clusters Score -168089.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3232 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -168091.406250 Penalty: 741.403259 Iteration 60F: 3 clusters Score -168091.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3235 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -168092.390625 Penalty: 741.403259 Iteration 61Q: 3 clusters Score -168092.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3236 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -168092.812500 Penalty: 741.403259 Iteration 62Q: 3 clusters Score -168092.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3236 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -168092.812500 Penalty: 741.403259 Iteration 63F: 3 clusters Score -168092.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (7003 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7003 members Entering Unmasked Estep Score: -304589.968750 Penalty: 402.861267 Iteration 0F: 2 clusters Score -304590 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3464 members Mstep: Class 2 contains 3539 members Entering Unmasked Estep Score: -299913.781250 Penalty: 805.722534 Iteration 0F: 3 clusters Score -299913.8 nChanged 3175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3115 members Mstep: Class 2 contains 3888 members Entering Unmasked Estep Score: -301731.687500 Penalty: 805.722534 Iteration 1F: 3 clusters Score -301731.7 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2928 members Mstep: Class 2 contains 4075 members Entering Unmasked Estep Score: -301903.281250 Penalty: 805.722534 Iteration 2F: 3 clusters Score -301903.3 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2697 members Mstep: Class 2 contains 4306 members Entering Unmasked Estep Score: -302094.281250 Penalty: 805.722534 Iteration 3F: 3 clusters Score -302094.3 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2394 members Mstep: Class 2 contains 4609 members Entering Unmasked Estep Score: -302362.437500 Penalty: 805.722534 Iteration 4F: 3 clusters Score -302362.4 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2062 members Mstep: Class 2 contains 4941 members Entering Unmasked Estep Score: -302701.531250 Penalty: 805.722534 Iteration 5F: 3 clusters Score -302701.5 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1758 members Mstep: Class 2 contains 5245 members Entering Unmasked Estep Score: -303045.375000 Penalty: 805.722534 Iteration 6F: 3 clusters Score -303045.4 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1503 members Mstep: Class 2 contains 5500 members Entering Unmasked Estep Score: -303301.062500 Penalty: 805.722534 Iteration 7Q: 3 clusters Score -303301.1 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1285 members Mstep: Class 2 contains 5718 members Entering Unmasked Estep Score: -303463.062500 Penalty: 805.722534 Iteration 8Q: 3 clusters Score -303463.1 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 5900 members Entering Unmasked Estep Score: -303573.406250 Penalty: 805.722534 Iteration 9Q: 3 clusters Score -303573.4 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 6059 members Entering Unmasked Estep Score: -303666.968750 Penalty: 805.722534 Iteration 10Q: 3 clusters Score -303667 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 6197 members Entering Unmasked Estep Score: -303748.968750 Penalty: 805.722534 Iteration 11Q: 3 clusters Score -303749 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 6316 members Entering Unmasked Estep Score: -303814.593750 Penalty: 805.722534 Iteration 12Q: 3 clusters Score -303814.6 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 6423 members Entering Unmasked Estep Score: -303880.250000 Penalty: 805.722534 Iteration 13Q: 3 clusters Score -303880.2 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 6541 members Entering Unmasked Estep Score: -303961.031250 Penalty: 805.722534 Iteration 14Q: 3 clusters Score -303961 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 6633 members Entering Unmasked Estep Score: -304022.093750 Penalty: 805.722534 Iteration 15Q: 3 clusters Score -304022.1 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 6704 members Entering Unmasked Estep Score: -304071.437500 Penalty: 805.722534 Iteration 16Q: 3 clusters Score -304071.4 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 6769 members Entering Unmasked Estep Score: -304116.781250 Penalty: 805.722534 Iteration 17Q: 3 clusters Score -304116.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 6815 members Entering Unmasked Estep Score: -304148.625000 Penalty: 805.722534 Iteration 18Q: 3 clusters Score -304148.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 6853 members Entering Unmasked Estep Score: -304177.406250 Penalty: 805.722534 Iteration 19Q: 3 clusters Score -304177.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 6874 members Entering Unmasked Estep Score: -304193.437500 Penalty: 805.722534 Iteration 20F: 3 clusters Score -304193.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 6888 members Entering Unmasked Estep Score: -304202.000000 Penalty: 805.722534 Iteration 21Q: 3 clusters Score -304202 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 6898 members Entering Unmasked Estep Score: -304212.968750 Penalty: 805.722534 Iteration 22Q: 3 clusters Score -304213 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 6905 members Entering Unmasked Estep Score: -304220.375000 Penalty: 805.722534 Iteration 23Q: 3 clusters Score -304220.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 6908 members Entering Unmasked Estep Score: -304222.250000 Penalty: 805.722534 Iteration 24Q: 3 clusters Score -304222.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 6910 members Entering Unmasked Estep Score: -304223.906250 Penalty: 805.722534 Iteration 25Q: 3 clusters Score -304223.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 6911 members Entering Unmasked Estep Score: -304224.343750 Penalty: 805.722534 Iteration 26Q: 3 clusters Score -304224.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 6912 members Entering Unmasked Estep Score: -304226.437500 Penalty: 805.722534 Iteration 27Q: 3 clusters Score -304226.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 6915 members Entering Unmasked Estep Score: -304228.187500 Penalty: 805.722534 Iteration 28Q: 3 clusters Score -304228.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 6917 members Entering Unmasked Estep Score: -304228.843750 Penalty: 805.722534 Iteration 29Q: 3 clusters Score -304228.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 6919 members Entering Unmasked Estep Score: -304231.781250 Penalty: 805.722534 Iteration 30Q: 3 clusters Score -304231.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 6921 members Entering Unmasked Estep Score: -304236.312500 Penalty: 805.722534 Iteration 31Q: 3 clusters Score -304236.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 6921 members Entering Unmasked Estep Score: -304238.250000 Penalty: 805.722534 Iteration 32Q: 3 clusters Score -304238.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 6921 members Entering Unmasked Estep Score: -304238.250000 Penalty: 805.722534 Iteration 33F: 3 clusters Score -304238.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (1077 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Entering Unmasked Estep Score: -49335.265625 Penalty: 317.678009 Iteration 0F: 2 clusters Score -49335.27 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -48488.093750 Penalty: 635.356018 Iteration 0F: 3 clusters Score -48488.09 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -48716.296875 Penalty: 635.356018 Iteration 1F: 3 clusters Score -48716.3 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -48762.175781 Penalty: 635.356018 Iteration 2F: 3 clusters Score -48762.18 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -48794.441406 Penalty: 635.356018 Iteration 3F: 3 clusters Score -48794.44 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -48831.402344 Penalty: 635.356018 Iteration 4Q: 3 clusters Score -48831.4 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -48884.257812 Penalty: 635.356018 Iteration 5F: 3 clusters Score -48884.26 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -48931.550781 Penalty: 635.356018 Iteration 6Q: 3 clusters Score -48931.55 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -48956.750000 Penalty: 635.356018 Iteration 7Q: 3 clusters Score -48956.75 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -48983.421875 Penalty: 635.356018 Iteration 8Q: 3 clusters Score -48983.42 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -49007.824219 Penalty: 635.356018 Iteration 9Q: 3 clusters Score -49007.82 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -49022.382812 Penalty: 635.356018 Iteration 10Q: 3 clusters Score -49022.38 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -49031.207031 Penalty: 635.356018 Iteration 11Q: 3 clusters Score -49031.21 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -49035.542969 Penalty: 635.356018 Iteration 12Q: 3 clusters Score -49035.54 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -49040.363281 Penalty: 635.356018 Iteration 13Q: 3 clusters Score -49040.36 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -49042.277344 Penalty: 635.356018 Iteration 14Q: 3 clusters Score -49042.28 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -49043.800781 Penalty: 635.356018 Iteration 15Q: 3 clusters Score -49043.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -49047.378906 Penalty: 635.356018 Iteration 16Q: 3 clusters Score -49047.38 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -49050.769531 Penalty: 635.356018 Iteration 17Q: 3 clusters Score -49050.77 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -49051.695312 Penalty: 635.356018 Iteration 18Q: 3 clusters Score -49051.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -49053.078125 Penalty: 635.356018 Iteration 19Q: 3 clusters Score -49053.08 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -49053.859375 Penalty: 635.356018 Iteration 20F: 3 clusters Score -49053.86 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (251492 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251492 members Entering Unmasked Estep Score: -10850162.000000 Penalty: 565.800049 Iteration 0F: 2 clusters Score -1.085016e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126265 members Mstep: Class 2 contains 125227 members Entering Unmasked Estep Score: -10685056.000000 Penalty: 1131.600098 Iteration 0F: 3 clusters Score -1.068506e+07 nChanged 124086 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153971 members Mstep: Class 2 contains 97521 members Entering Unmasked Estep Score: -10768592.000000 Penalty: 1131.600098 Iteration 1F: 3 clusters Score -1.076859e+07 nChanged 16360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169463 members Mstep: Class 2 contains 82029 members Entering Unmasked Estep Score: -10779966.000000 Penalty: 1131.600098 Iteration 2F: 3 clusters Score -1.077997e+07 nChanged 19182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188035 members Mstep: Class 2 contains 63457 members Entering Unmasked Estep Score: -10797008.000000 Penalty: 1131.600098 Iteration 3F: 3 clusters Score -1.079701e+07 nChanged 18569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206102 members Mstep: Class 2 contains 45390 members Entering Unmasked Estep Score: -10815209.000000 Penalty: 1131.600098 Iteration 4F: 3 clusters Score -1.081521e+07 nChanged 14148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219848 members Mstep: Class 2 contains 31644 members Entering Unmasked Estep Score: -10828211.000000 Penalty: 1131.600098 Iteration 5F: 3 clusters Score -1.082821e+07 nChanged 9910 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229470 members Mstep: Class 2 contains 22022 members Entering Unmasked Estep Score: -10835927.000000 Penalty: 1131.600098 Iteration 6Q: 3 clusters Score -1.083593e+07 nChanged 7097 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236443 members Mstep: Class 2 contains 15049 members Entering Unmasked Estep Score: -10840647.000000 Penalty: 1131.600098 Iteration 7Q: 3 clusters Score -1.084065e+07 nChanged 5370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241801 members Mstep: Class 2 contains 9691 members Entering Unmasked Estep Score: -10843954.000000 Penalty: 1131.600098 Iteration 8Q: 3 clusters Score -1.084395e+07 nChanged 3888 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245689 members Mstep: Class 2 contains 5803 members Entering Unmasked Estep Score: -10846506.000000 Penalty: 1131.600098 Iteration 9Q: 3 clusters Score -1.084651e+07 nChanged 2577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248266 members Mstep: Class 2 contains 3226 members Entering Unmasked Estep Score: -10848029.000000 Penalty: 1131.600098 Iteration 10Q: 3 clusters Score -1.084803e+07 nChanged 1554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249820 members Mstep: Class 2 contains 1672 members Entering Unmasked Estep Score: -10848900.000000 Penalty: 1131.600098 Iteration 11Q: 3 clusters Score -1.08489e+07 nChanged 791 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250611 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -10849366.000000 Penalty: 1131.600098 Iteration 12Q: 3 clusters Score -1.084937e+07 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250960 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -10849571.000000 Penalty: 1131.600098 Iteration 13Q: 3 clusters Score -1.084957e+07 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251119 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -10849733.000000 Penalty: 1131.600098 Iteration 14Q: 3 clusters Score -1.084973e+07 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251168 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -10849788.000000 Penalty: 1131.600098 Iteration 15Q: 3 clusters Score -1.084979e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251193 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -10849814.000000 Penalty: 1131.600098 Iteration 16Q: 3 clusters Score -1.084981e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251210 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -10849829.000000 Penalty: 1131.600098 Iteration 17Q: 3 clusters Score -1.084983e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251223 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -10849845.000000 Penalty: 1131.600098 Iteration 18Q: 3 clusters Score -1.084984e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251225 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -10849855.000000 Penalty: 1131.600098 Iteration 19Q: 3 clusters Score -1.084986e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251223 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -10849872.000000 Penalty: 1131.600098 Iteration 20F: 3 clusters Score -1.084987e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251218 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -10849879.000000 Penalty: 1131.600098 Iteration 21Q: 3 clusters Score -1.084988e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251215 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -10849905.000000 Penalty: 1131.600098 Iteration 22Q: 3 clusters Score -1.08499e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251212 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -10849895.000000 Penalty: 1131.600098 Iteration 23Q: 3 clusters Score -1.08499e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251212 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -10849904.000000 Penalty: 1131.600098 Iteration 24Q: 3 clusters Score -1.08499e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251209 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -10849909.000000 Penalty: 1131.600098 Iteration 25Q: 3 clusters Score -1.084991e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251212 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -10849914.000000 Penalty: 1131.600098 Iteration 26Q: 3 clusters Score -1.084991e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251216 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -10849919.000000 Penalty: 1131.600098 Iteration 27Q: 3 clusters Score -1.084992e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251218 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -10849919.000000 Penalty: 1131.600098 Iteration 28Q: 3 clusters Score -1.084992e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251219 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -10849915.000000 Penalty: 1131.600098 Iteration 29Q: 3 clusters Score -1.084992e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251219 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -10849915.000000 Penalty: 1131.600098 Iteration 30F: 3 clusters Score -1.084992e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (4638 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4638 members Entering Unmasked Estep Score: -188807.750000 Penalty: 384.112762 Iteration 0F: 2 clusters Score -188807.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2323 members Mstep: Class 2 contains 2315 members Entering Unmasked Estep Score: -185683.296875 Penalty: 768.225525 Iteration 0F: 3 clusters Score -185683.3 nChanged 2065 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2366 members Mstep: Class 2 contains 2272 members Entering Unmasked Estep Score: -186719.000000 Penalty: 768.225525 Iteration 1F: 3 clusters Score -186719 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2382 members Mstep: Class 2 contains 2256 members Entering Unmasked Estep Score: -186796.562500 Penalty: 768.225525 Iteration 2Q: 3 clusters Score -186796.6 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2403 members Mstep: Class 2 contains 2235 members Entering Unmasked Estep Score: -186868.109375 Penalty: 768.225525 Iteration 3Q: 3 clusters Score -186868.1 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2414 members Mstep: Class 2 contains 2224 members Entering Unmasked Estep Score: -186922.218750 Penalty: 768.225525 Iteration 4Q: 3 clusters Score -186922.2 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2440 members Mstep: Class 2 contains 2198 members Entering Unmasked Estep Score: -186960.218750 Penalty: 768.225525 Iteration 5Q: 3 clusters Score -186960.2 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2469 members Mstep: Class 2 contains 2169 members Entering Unmasked Estep Score: -187013.453125 Penalty: 768.225525 Iteration 6Q: 3 clusters Score -187013.5 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2499 members Mstep: Class 2 contains 2139 members Entering Unmasked Estep Score: -187078.015625 Penalty: 768.225525 Iteration 7Q: 3 clusters Score -187078 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2538 members Mstep: Class 2 contains 2100 members Entering Unmasked Estep Score: -187177.703125 Penalty: 768.225525 Iteration 8Q: 3 clusters Score -187177.7 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2568 members Mstep: Class 2 contains 2070 members Entering Unmasked Estep Score: -187327.765625 Penalty: 768.225525 Iteration 9Q: 3 clusters Score -187327.8 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2614 members Mstep: Class 2 contains 2024 members Entering Unmasked Estep Score: -187489.734375 Penalty: 768.225525 Iteration 10F: 3 clusters Score -187489.7 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2645 members Mstep: Class 2 contains 1993 members Entering Unmasked Estep Score: -187619.625000 Penalty: 768.225525 Iteration 11Q: 3 clusters Score -187619.6 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2683 members Mstep: Class 2 contains 1955 members Entering Unmasked Estep Score: -187684.046875 Penalty: 768.225525 Iteration 12Q: 3 clusters Score -187684 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2716 members Mstep: Class 2 contains 1922 members Entering Unmasked Estep Score: -187715.312500 Penalty: 768.225525 Iteration 13Q: 3 clusters Score -187715.3 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2757 members Mstep: Class 2 contains 1881 members Entering Unmasked Estep Score: -187732.765625 Penalty: 768.225525 Iteration 14Q: 3 clusters Score -187732.8 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2798 members Mstep: Class 2 contains 1840 members Entering Unmasked Estep Score: -187753.718750 Penalty: 768.225525 Iteration 15Q: 3 clusters Score -187753.7 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2841 members Mstep: Class 2 contains 1797 members Entering Unmasked Estep Score: -187776.031250 Penalty: 768.225525 Iteration 16Q: 3 clusters Score -187776 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2891 members Mstep: Class 2 contains 1747 members Entering Unmasked Estep Score: -187800.312500 Penalty: 768.225525 Iteration 17Q: 3 clusters Score -187800.3 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2946 members Mstep: Class 2 contains 1692 members Entering Unmasked Estep Score: -187823.687500 Penalty: 768.225525 Iteration 18Q: 3 clusters Score -187823.7 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2999 members Mstep: Class 2 contains 1639 members Entering Unmasked Estep Score: -187843.421875 Penalty: 768.225525 Iteration 19Q: 3 clusters Score -187843.4 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3036 members Mstep: Class 2 contains 1602 members Entering Unmasked Estep Score: -187859.703125 Penalty: 768.225525 Iteration 20F: 3 clusters Score -187859.7 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3067 members Mstep: Class 2 contains 1571 members Entering Unmasked Estep Score: -187869.687500 Penalty: 768.225525 Iteration 21Q: 3 clusters Score -187869.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3099 members Mstep: Class 2 contains 1539 members Entering Unmasked Estep Score: -187877.765625 Penalty: 768.225525 Iteration 22Q: 3 clusters Score -187877.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3134 members Mstep: Class 2 contains 1504 members Entering Unmasked Estep Score: -187884.750000 Penalty: 768.225525 Iteration 23Q: 3 clusters Score -187884.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3162 members Mstep: Class 2 contains 1476 members Entering Unmasked Estep Score: -187890.437500 Penalty: 768.225525 Iteration 24Q: 3 clusters Score -187890.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3188 members Mstep: Class 2 contains 1450 members Entering Unmasked Estep Score: -187897.296875 Penalty: 768.225525 Iteration 25Q: 3 clusters Score -187897.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3218 members Mstep: Class 2 contains 1420 members Entering Unmasked Estep Score: -187905.375000 Penalty: 768.225525 Iteration 26Q: 3 clusters Score -187905.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3252 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -187914.750000 Penalty: 768.225525 Iteration 27Q: 3 clusters Score -187914.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3293 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -187929.984375 Penalty: 768.225525 Iteration 28Q: 3 clusters Score -187930 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3341 members Mstep: Class 2 contains 1297 members Entering Unmasked Estep Score: -187947.796875 Penalty: 768.225525 Iteration 29Q: 3 clusters Score -187947.8 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3396 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -187973.031250 Penalty: 768.225525 Iteration 30Q: 3 clusters Score -187973 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3451 members Mstep: Class 2 contains 1187 members Entering Unmasked Estep Score: -187998.250000 Penalty: 768.225525 Iteration 31Q: 3 clusters Score -187998.2 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3502 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -188031.531250 Penalty: 768.225525 Iteration 32Q: 3 clusters Score -188031.5 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3569 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -188073.640625 Penalty: 768.225525 Iteration 33Q: 3 clusters Score -188073.6 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3637 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -188110.937500 Penalty: 768.225525 Iteration 34Q: 3 clusters Score -188110.9 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3700 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -188148.046875 Penalty: 768.225525 Iteration 35Q: 3 clusters Score -188148 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3765 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -188192.515625 Penalty: 768.225525 Iteration 36Q: 3 clusters Score -188192.5 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3802 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -188221.515625 Penalty: 768.225525 Iteration 37Q: 3 clusters Score -188221.5 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3841 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -188243.093750 Penalty: 768.225525 Iteration 38Q: 3 clusters Score -188243.1 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3880 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -188273.593750 Penalty: 768.225525 Iteration 39Q: 3 clusters Score -188273.6 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3918 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -188303.406250 Penalty: 768.225525 Iteration 40F: 3 clusters Score -188303.4 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3957 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -188341.562500 Penalty: 768.225525 Iteration 41Q: 3 clusters Score -188341.6 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3993 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -188389.078125 Penalty: 768.225525 Iteration 42Q: 3 clusters Score -188389.1 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4026 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -188439.250000 Penalty: 768.225525 Iteration 43Q: 3 clusters Score -188439.2 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4052 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -188494.421875 Penalty: 768.225525 Iteration 44Q: 3 clusters Score -188494.4 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4071 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -188543.468750 Penalty: 768.225525 Iteration 45Q: 3 clusters Score -188543.5 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4074 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -188572.093750 Penalty: 768.225525 Iteration 46Q: 3 clusters Score -188572.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4065 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -188593.687500 Penalty: 768.225525 Iteration 47Q: 3 clusters Score -188593.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4056 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -188608.859375 Penalty: 768.225525 Iteration 48Q: 3 clusters Score -188608.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4039 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -188622.453125 Penalty: 768.225525 Iteration 49Q: 3 clusters Score -188622.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4027 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -188627.265625 Penalty: 768.225525 Iteration 50Q: 3 clusters Score -188627.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4014 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -188629.828125 Penalty: 768.225525 Iteration 51Q: 3 clusters Score -188629.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4010 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -188630.609375 Penalty: 768.225525 Iteration 52Q: 3 clusters Score -188630.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4006 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -188630.984375 Penalty: 768.225525 Iteration 53Q: 3 clusters Score -188631 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4006 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -188631.093750 Penalty: 768.225525 Iteration 54Q: 3 clusters Score -188631.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4005 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -188631.328125 Penalty: 768.225525 Iteration 55Q: 3 clusters Score -188631.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4004 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -188631.296875 Penalty: 768.225525 Iteration 56Q: 3 clusters Score -188631.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4004 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -188633.125000 Penalty: 768.225525 Iteration 57F: 3 clusters Score -188633.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4001 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -188634.312500 Penalty: 768.225525 Iteration 58Q: 3 clusters Score -188634.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3996 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -188635.546875 Penalty: 768.225525 Iteration 59Q: 3 clusters Score -188635.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3991 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -188636.328125 Penalty: 768.225525 Iteration 60F: 3 clusters Score -188636.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3989 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -188636.796875 Penalty: 768.225525 Iteration 61Q: 3 clusters Score -188636.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3986 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -188637.250000 Penalty: 768.225525 Iteration 62Q: 3 clusters Score -188637.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3983 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -188637.125000 Penalty: 768.225525 Iteration 63Q: 3 clusters Score -188637.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3979 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -188637.562500 Penalty: 768.225525 Iteration 64Q: 3 clusters Score -188637.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3976 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -188638.437500 Penalty: 768.225525 Iteration 65Q: 3 clusters Score -188638.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3970 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -188639.781250 Penalty: 768.225525 Iteration 66Q: 3 clusters Score -188639.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3966 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -188640.703125 Penalty: 768.225525 Iteration 67Q: 3 clusters Score -188640.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3963 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -188641.531250 Penalty: 768.225525 Iteration 68Q: 3 clusters Score -188641.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3962 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -188642.218750 Penalty: 768.225525 Iteration 69Q: 3 clusters Score -188642.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3960 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -188643.250000 Penalty: 768.225525 Iteration 70Q: 3 clusters Score -188643.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3959 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -188645.140625 Penalty: 768.225525 Iteration 71Q: 3 clusters Score -188645.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3960 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -188646.812500 Penalty: 768.225525 Iteration 72Q: 3 clusters Score -188646.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3961 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -188647.343750 Penalty: 768.225525 Iteration 73Q: 3 clusters Score -188647.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3964 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -188647.656250 Penalty: 768.225525 Iteration 74Q: 3 clusters Score -188647.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3964 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -188647.656250 Penalty: 768.225525 Iteration 75Q: 3 clusters Score -188647.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3964 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -188647.656250 Penalty: 768.225525 Iteration 76F: 3 clusters Score -188647.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (14552 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14552 members Entering Unmasked Estep Score: -670487.812500 Penalty: 436.139496 Iteration 0F: 2 clusters Score -670487.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7243 members Mstep: Class 2 contains 7309 members Entering Unmasked Estep Score: -660795.937500 Penalty: 872.278992 Iteration 0F: 3 clusters Score -660795.9 nChanged 6823 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6944 members Mstep: Class 2 contains 7608 members Entering Unmasked Estep Score: -664808.250000 Penalty: 872.278992 Iteration 1F: 3 clusters Score -664808.2 nChanged 721 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6665 members Mstep: Class 2 contains 7887 members Entering Unmasked Estep Score: -665134.250000 Penalty: 872.278992 Iteration 2Q: 3 clusters Score -665134.2 nChanged 788 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6295 members Mstep: Class 2 contains 8257 members Entering Unmasked Estep Score: -665560.312500 Penalty: 872.278992 Iteration 3F: 3 clusters Score -665560.3 nChanged 910 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5743 members Mstep: Class 2 contains 8809 members Entering Unmasked Estep Score: -666135.375000 Penalty: 872.278992 Iteration 4F: 3 clusters Score -666135.4 nChanged 1021 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5038 members Mstep: Class 2 contains 9514 members Entering Unmasked Estep Score: -666908.187500 Penalty: 872.278992 Iteration 5F: 3 clusters Score -666908.2 nChanged 1019 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4313 members Mstep: Class 2 contains 10239 members Entering Unmasked Estep Score: -667794.875000 Penalty: 872.278992 Iteration 6F: 3 clusters Score -667794.9 nChanged 905 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3700 members Mstep: Class 2 contains 10852 members Entering Unmasked Estep Score: -668576.750000 Penalty: 872.278992 Iteration 7F: 3 clusters Score -668576.8 nChanged 621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3323 members Mstep: Class 2 contains 11229 members Entering Unmasked Estep Score: -669000.437500 Penalty: 872.278992 Iteration 8Q: 3 clusters Score -669000.4 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3064 members Mstep: Class 2 contains 11488 members Entering Unmasked Estep Score: -669201.125000 Penalty: 872.278992 Iteration 9Q: 3 clusters Score -669201.1 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2847 members Mstep: Class 2 contains 11705 members Entering Unmasked Estep Score: -669329.125000 Penalty: 872.278992 Iteration 10Q: 3 clusters Score -669329.1 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2669 members Mstep: Class 2 contains 11883 members Entering Unmasked Estep Score: -669403.062500 Penalty: 872.278992 Iteration 11Q: 3 clusters Score -669403.1 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2500 members Mstep: Class 2 contains 12052 members Entering Unmasked Estep Score: -669466.812500 Penalty: 872.278992 Iteration 12Q: 3 clusters Score -669466.8 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2341 members Mstep: Class 2 contains 12211 members Entering Unmasked Estep Score: -669517.250000 Penalty: 872.278992 Iteration 13Q: 3 clusters Score -669517.2 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2206 members Mstep: Class 2 contains 12346 members Entering Unmasked Estep Score: -669559.500000 Penalty: 872.278992 Iteration 14Q: 3 clusters Score -669559.5 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2063 members Mstep: Class 2 contains 12489 members Entering Unmasked Estep Score: -669601.687500 Penalty: 872.278992 Iteration 15Q: 3 clusters Score -669601.7 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1917 members Mstep: Class 2 contains 12635 members Entering Unmasked Estep Score: -669642.437500 Penalty: 872.278992 Iteration 16Q: 3 clusters Score -669642.4 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1789 members Mstep: Class 2 contains 12763 members Entering Unmasked Estep Score: -669681.812500 Penalty: 872.278992 Iteration 17Q: 3 clusters Score -669681.8 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1664 members Mstep: Class 2 contains 12888 members Entering Unmasked Estep Score: -669723.562500 Penalty: 872.278992 Iteration 18Q: 3 clusters Score -669723.6 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1542 members Mstep: Class 2 contains 13010 members Entering Unmasked Estep Score: -669770.312500 Penalty: 872.278992 Iteration 19Q: 3 clusters Score -669770.3 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1423 members Mstep: Class 2 contains 13129 members Entering Unmasked Estep Score: -669815.875000 Penalty: 872.278992 Iteration 20F: 3 clusters Score -669815.9 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1321 members Mstep: Class 2 contains 13231 members Entering Unmasked Estep Score: -669857.750000 Penalty: 872.278992 Iteration 21Q: 3 clusters Score -669857.8 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1231 members Mstep: Class 2 contains 13321 members Entering Unmasked Estep Score: -669896.062500 Penalty: 872.278992 Iteration 22Q: 3 clusters Score -669896.1 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 13401 members Entering Unmasked Estep Score: -669928.125000 Penalty: 872.278992 Iteration 23Q: 3 clusters Score -669928.1 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 13476 members Entering Unmasked Estep Score: -669955.187500 Penalty: 872.278992 Iteration 24Q: 3 clusters Score -669955.2 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 13541 members Entering Unmasked Estep Score: -669983.375000 Penalty: 872.278992 Iteration 25Q: 3 clusters Score -669983.4 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 13612 members Entering Unmasked Estep Score: -670012.312500 Penalty: 872.278992 Iteration 26Q: 3 clusters Score -670012.3 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 13680 members Entering Unmasked Estep Score: -670042.250000 Penalty: 872.278992 Iteration 27Q: 3 clusters Score -670042.2 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 13747 members Entering Unmasked Estep Score: -670068.562500 Penalty: 872.278992 Iteration 28Q: 3 clusters Score -670068.6 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 13798 members Entering Unmasked Estep Score: -670091.375000 Penalty: 872.278992 Iteration 29Q: 3 clusters Score -670091.4 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 13844 members Entering Unmasked Estep Score: -670108.812500 Penalty: 872.278992 Iteration 30Q: 3 clusters Score -670108.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 13882 members Entering Unmasked Estep Score: -670124.625000 Penalty: 872.278992 Iteration 31Q: 3 clusters Score -670124.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 13919 members Entering Unmasked Estep Score: -670140.437500 Penalty: 872.278992 Iteration 32Q: 3 clusters Score -670140.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 13950 members Entering Unmasked Estep Score: -670149.000000 Penalty: 872.278992 Iteration 33Q: 3 clusters Score -670149 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 13972 members Entering Unmasked Estep Score: -670158.500000 Penalty: 872.278992 Iteration 34Q: 3 clusters Score -670158.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 13993 members Entering Unmasked Estep Score: -670166.375000 Penalty: 872.278992 Iteration 35Q: 3 clusters Score -670166.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 14014 members Entering Unmasked Estep Score: -670173.250000 Penalty: 872.278992 Iteration 36Q: 3 clusters Score -670173.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 14032 members Entering Unmasked Estep Score: -670181.312500 Penalty: 872.278992 Iteration 37Q: 3 clusters Score -670181.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 14045 members Entering Unmasked Estep Score: -670186.000000 Penalty: 872.278992 Iteration 38Q: 3 clusters Score -670186 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 14059 members Entering Unmasked Estep Score: -670188.937500 Penalty: 872.278992 Iteration 39Q: 3 clusters Score -670188.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 14064 members Entering Unmasked Estep Score: -670189.562500 Penalty: 872.278992 Iteration 40F: 3 clusters Score -670189.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 14070 members Entering Unmasked Estep Score: -670189.250000 Penalty: 872.278992 Iteration 41Q: 3 clusters Score -670189.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 14077 members Entering Unmasked Estep Score: -670192.937500 Penalty: 872.278992 Iteration 42Q: 3 clusters Score -670192.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 14084 members Entering Unmasked Estep Score: -670195.937500 Penalty: 872.278992 Iteration 43Q: 3 clusters Score -670195.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 14093 members Entering Unmasked Estep Score: -670197.750000 Penalty: 872.278992 Iteration 44Q: 3 clusters Score -670197.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 14100 members Entering Unmasked Estep Score: -670199.562500 Penalty: 872.278992 Iteration 45Q: 3 clusters Score -670199.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 14112 members Entering Unmasked Estep Score: -670203.312500 Penalty: 872.278992 Iteration 46Q: 3 clusters Score -670203.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 14115 members Entering Unmasked Estep Score: -670204.000000 Penalty: 872.278992 Iteration 47Q: 3 clusters Score -670204 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 14117 members Entering Unmasked Estep Score: -670204.812500 Penalty: 872.278992 Iteration 48Q: 3 clusters Score -670204.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 14117 members Entering Unmasked Estep Score: -670204.812500 Penalty: 872.278992 Iteration 49Q: 3 clusters Score -670204.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 14116 members Entering Unmasked Estep Score: -670204.937500 Penalty: 872.278992 Iteration 50Q: 3 clusters Score -670204.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 14117 members Entering Unmasked Estep Score: -670206.312500 Penalty: 872.278992 Iteration 51Q: 3 clusters Score -670206.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 14118 members Entering Unmasked Estep Score: -670206.437500 Penalty: 872.278992 Iteration 52Q: 3 clusters Score -670206.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 14116 members Entering Unmasked Estep Score: -670205.937500 Penalty: 872.278992 Iteration 53Q: 3 clusters Score -670205.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 14116 members Entering Unmasked Estep Score: -670205.937500 Penalty: 872.278992 Iteration 54F: 3 clusters Score -670205.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (1297 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1297 members Entering Unmasked Estep Score: -55461.761719 Penalty: 326.135315 Iteration 0F: 2 clusters Score -55461.76 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -54455.289062 Penalty: 652.270630 Iteration 0F: 3 clusters Score -54455.29 nChanged 512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -54761.855469 Penalty: 652.270630 Iteration 1F: 3 clusters Score -54761.86 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -54819.804688 Penalty: 652.270630 Iteration 2F: 3 clusters Score -54819.8 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -54871.531250 Penalty: 652.270630 Iteration 3F: 3 clusters Score -54871.53 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -54921.652344 Penalty: 652.270630 Iteration 4F: 3 clusters Score -54921.65 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -54958.699219 Penalty: 652.270630 Iteration 5Q: 3 clusters Score -54958.7 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -54999.808594 Penalty: 652.270630 Iteration 6Q: 3 clusters Score -54999.81 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -55031.804688 Penalty: 652.270630 Iteration 7Q: 3 clusters Score -55031.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -55056.281250 Penalty: 652.270630 Iteration 8Q: 3 clusters Score -55056.28 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -55073.820312 Penalty: 652.270630 Iteration 9Q: 3 clusters Score -55073.82 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -55093.921875 Penalty: 652.270630 Iteration 10Q: 3 clusters Score -55093.92 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -55112.441406 Penalty: 652.270630 Iteration 11Q: 3 clusters Score -55112.44 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -55124.019531 Penalty: 652.270630 Iteration 12Q: 3 clusters Score -55124.02 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -55129.058594 Penalty: 652.270630 Iteration 13Q: 3 clusters Score -55129.06 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -55137.109375 Penalty: 652.270630 Iteration 14Q: 3 clusters Score -55137.11 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -55142.964844 Penalty: 652.270630 Iteration 15Q: 3 clusters Score -55142.96 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -55148.375000 Penalty: 652.270630 Iteration 16Q: 3 clusters Score -55148.38 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -55151.273438 Penalty: 652.270630 Iteration 17Q: 3 clusters Score -55151.27 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -55152.808594 Penalty: 652.270630 Iteration 18Q: 3 clusters Score -55152.81 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -55153.988281 Penalty: 652.270630 Iteration 19Q: 3 clusters Score -55153.99 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -55155.292969 Penalty: 652.270630 Iteration 20F: 3 clusters Score -55155.29 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -55155.816406 Penalty: 652.270630 Iteration 21Q: 3 clusters Score -55155.82 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -55156.238281 Penalty: 652.270630 Iteration 22Q: 3 clusters Score -55156.24 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -55156.257812 Penalty: 652.270630 Iteration 23Q: 3 clusters Score -55156.26 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -55156.257812 Penalty: 652.270630 Iteration 24F: 3 clusters Score -55156.26 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (513 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Entering Unmasked Estep Score: -23684.335938 Penalty: 283.932556 Iteration 0F: 2 clusters Score -23684.34 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -23173.880859 Penalty: 567.865112 Iteration 0F: 3 clusters Score -23173.88 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -23296.658203 Penalty: 567.865112 Iteration 1F: 3 clusters Score -23296.66 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -23313.550781 Penalty: 567.865112 Iteration 2Q: 3 clusters Score -23313.55 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -23325.488281 Penalty: 567.865112 Iteration 3Q: 3 clusters Score -23325.49 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -23334.480469 Penalty: 567.865112 Iteration 4Q: 3 clusters Score -23334.48 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -23337.414062 Penalty: 567.865112 Iteration 5Q: 3 clusters Score -23337.41 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -23338.656250 Penalty: 567.865112 Iteration 6Q: 3 clusters Score -23338.66 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -23339.367188 Penalty: 567.865112 Iteration 7Q: 3 clusters Score -23339.37 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -23339.564453 Penalty: 567.865112 Iteration 8Q: 3 clusters Score -23339.56 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -23339.564453 Penalty: 567.865112 Iteration 9F: 3 clusters Score -23339.56 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (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: -15308.462891 Penalty: 268.195343 Iteration 0F: 2 clusters Score -15308.46 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -14914.541992 Penalty: 536.390686 Iteration 0F: 3 clusters Score -14914.54 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -15006.293945 Penalty: 536.390686 Iteration 1F: 3 clusters Score -15006.29 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -15036.681641 Penalty: 536.390686 Iteration 2F: 3 clusters Score -15036.68 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -15044.435547 Penalty: 536.390686 Iteration 3Q: 3 clusters Score -15044.44 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -15048.123047 Penalty: 536.390686 Iteration 4Q: 3 clusters Score -15048.12 nChanged 4 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: -15052.395508 Penalty: 536.390686 Iteration 5Q: 3 clusters Score -15052.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -15054.211914 Penalty: 536.390686 Iteration 6Q: 3 clusters Score -15054.21 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -15056.856445 Penalty: 536.390686 Iteration 7Q: 3 clusters Score -15056.86 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -15059.178711 Penalty: 536.390686 Iteration 8Q: 3 clusters Score -15059.18 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -15061.159180 Penalty: 536.390686 Iteration 9Q: 3 clusters Score -15061.16 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -15061.159180 Penalty: 536.390686 Iteration 10F: 3 clusters Score -15061.16 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (24450 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24450 members Entering Unmasked Estep Score: -1023742.437500 Penalty: 459.749542 Iteration 0F: 2 clusters Score -1023742 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12309 members Mstep: Class 2 contains 12141 members Entering Unmasked Estep Score: -1007475.687500 Penalty: 919.499084 Iteration 0F: 3 clusters Score -1007476 nChanged 11642 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13613 members Mstep: Class 2 contains 10837 members Entering Unmasked Estep Score: -1014582.375000 Penalty: 919.499084 Iteration 1F: 3 clusters Score -1014582 nChanged 1321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14504 members Mstep: Class 2 contains 9946 members Entering Unmasked Estep Score: -1015270.625000 Penalty: 919.499084 Iteration 2F: 3 clusters Score -1015271 nChanged 1605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15755 members Mstep: Class 2 contains 8695 members Entering Unmasked Estep Score: -1016395.312500 Penalty: 919.499084 Iteration 3F: 3 clusters Score -1016395 nChanged 1754 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17229 members Mstep: Class 2 contains 7221 members Entering Unmasked Estep Score: -1017936.187500 Penalty: 919.499084 Iteration 4F: 3 clusters Score -1017936 nChanged 1584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18563 members Mstep: Class 2 contains 5887 members Entering Unmasked Estep Score: -1019507.750000 Penalty: 919.499084 Iteration 5F: 3 clusters Score -1019508 nChanged 1266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19579 members Mstep: Class 2 contains 4871 members Entering Unmasked Estep Score: -1020667.812500 Penalty: 919.499084 Iteration 6F: 3 clusters Score -1020668 nChanged 931 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20334 members Mstep: Class 2 contains 4116 members Entering Unmasked Estep Score: -1021349.312500 Penalty: 919.499084 Iteration 7Q: 3 clusters Score -1021349 nChanged 663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20963 members Mstep: Class 2 contains 3487 members Entering Unmasked Estep Score: -1021769.562500 Penalty: 919.499084 Iteration 8Q: 3 clusters Score -1021770 nChanged 537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21492 members Mstep: Class 2 contains 2958 members Entering Unmasked Estep Score: -1022087.125000 Penalty: 919.499084 Iteration 9Q: 3 clusters Score -1022087 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21944 members Mstep: Class 2 contains 2506 members Entering Unmasked Estep Score: -1022354.125000 Penalty: 919.499084 Iteration 10Q: 3 clusters Score -1022354 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22343 members Mstep: Class 2 contains 2107 members Entering Unmasked Estep Score: -1022600.125000 Penalty: 919.499084 Iteration 11Q: 3 clusters Score -1022600 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22658 members Mstep: Class 2 contains 1792 members Entering Unmasked Estep Score: -1022797.125000 Penalty: 919.499084 Iteration 12Q: 3 clusters Score -1022797 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22918 members Mstep: Class 2 contains 1532 members Entering Unmasked Estep Score: -1022945.125000 Penalty: 919.499084 Iteration 13Q: 3 clusters Score -1022945 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23138 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -1023060.875000 Penalty: 919.499084 Iteration 14Q: 3 clusters Score -1023061 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23308 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -1023137.937500 Penalty: 919.499084 Iteration 15Q: 3 clusters Score -1023138 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23434 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -1023180.875000 Penalty: 919.499084 Iteration 16Q: 3 clusters Score -1023181 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23532 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -1023224.250000 Penalty: 919.499084 Iteration 17Q: 3 clusters Score -1023224 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23617 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -1023249.312500 Penalty: 919.499084 Iteration 18Q: 3 clusters Score -1023249 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23692 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -1023274.812500 Penalty: 919.499084 Iteration 19Q: 3 clusters Score -1023275 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23763 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -1023307.562500 Penalty: 919.499084 Iteration 20F: 3 clusters Score -1023308 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23824 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -1023329.187500 Penalty: 919.499084 Iteration 21Q: 3 clusters Score -1023329 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23869 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -1023340.687500 Penalty: 919.499084 Iteration 22Q: 3 clusters Score -1023341 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23899 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -1023349.750000 Penalty: 919.499084 Iteration 23Q: 3 clusters Score -1023350 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23921 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -1023354.062500 Penalty: 919.499084 Iteration 24Q: 3 clusters Score -1023354 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23942 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -1023360.500000 Penalty: 919.499084 Iteration 25Q: 3 clusters Score -1023360 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23960 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -1023364.937500 Penalty: 919.499084 Iteration 26Q: 3 clusters Score -1023365 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23978 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -1023370.187500 Penalty: 919.499084 Iteration 27Q: 3 clusters Score -1023370 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23997 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -1023376.750000 Penalty: 919.499084 Iteration 28Q: 3 clusters Score -1023377 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24013 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -1023381.500000 Penalty: 919.499084 Iteration 29Q: 3 clusters Score -1023382 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24026 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -1023384.937500 Penalty: 919.499084 Iteration 30Q: 3 clusters Score -1023385 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24035 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -1023387.250000 Penalty: 919.499084 Iteration 31Q: 3 clusters Score -1023387 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24046 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -1023390.812500 Penalty: 919.499084 Iteration 32Q: 3 clusters Score -1023391 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24052 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -1023389.687500 Penalty: 919.499084 Iteration 33Q: 3 clusters Score -1023390 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24059 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -1023391.437500 Penalty: 919.499084 Iteration 34Q: 3 clusters Score -1023391 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24067 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -1023396.187500 Penalty: 919.499084 Iteration 35Q: 3 clusters Score -1023396 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24078 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -1023401.250000 Penalty: 919.499084 Iteration 36Q: 3 clusters Score -1023401 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24085 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -1023401.187500 Penalty: 919.499084 Iteration 37Q: 3 clusters Score -1023401 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24092 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -1023402.937500 Penalty: 919.499084 Iteration 38Q: 3 clusters Score -1023403 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24097 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -1023403.125000 Penalty: 919.499084 Iteration 39Q: 3 clusters Score -1023403 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24102 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -1023404.875000 Penalty: 919.499084 Iteration 40F: 3 clusters Score -1023405 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24104 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -1023405.250000 Penalty: 919.499084 Iteration 41Q: 3 clusters Score -1023405 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24105 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -1023404.875000 Penalty: 919.499084 Iteration 42Q: 3 clusters Score -1023405 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24106 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -1023404.750000 Penalty: 919.499084 Iteration 43Q: 3 clusters Score -1023405 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24107 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -1023404.937500 Penalty: 919.499084 Iteration 44Q: 3 clusters Score -1023405 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24106 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -1023405.437500 Penalty: 919.499084 Iteration 45Q: 3 clusters Score -1023405 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24106 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -1023405.437500 Penalty: 919.499084 Iteration 46F: 3 clusters Score -1023405 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (135 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Entering Unmasked Estep Score: -5285.428223 Penalty: 223.190002 Iteration 0F: 2 clusters Score -5285.428 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -5057.725586 Penalty: 446.380005 Iteration 0F: 3 clusters Score -5057.726 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66 members Mstep: Class 2 contains 69 members Entering Unmasked Estep Score: -5134.825195 Penalty: 446.380005 Iteration 1F: 3 clusters Score -5134.825 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -5144.559082 Penalty: 446.380005 Iteration 2F: 3 clusters Score -5144.559 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -5145.816895 Penalty: 446.380005 Iteration 3Q: 3 clusters Score -5145.817 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -5145.816895 Penalty: 446.380005 Iteration 4F: 3 clusters Score -5145.817 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (687 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Entering Unmasked Estep Score: -27779.066406 Penalty: 297.221222 Iteration 0F: 2 clusters Score -27779.07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -27180.421875 Penalty: 594.442444 Iteration 0F: 3 clusters Score -27180.42 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -27345.154297 Penalty: 594.442444 Iteration 1F: 3 clusters Score -27345.15 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -27382.443359 Penalty: 594.442444 Iteration 2F: 3 clusters Score -27382.44 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -27398.464844 Penalty: 594.442444 Iteration 3Q: 3 clusters Score -27398.46 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -27412.623047 Penalty: 594.442444 Iteration 4Q: 3 clusters Score -27412.62 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -27428.810547 Penalty: 594.442444 Iteration 5Q: 3 clusters Score -27428.81 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -27435.427734 Penalty: 594.442444 Iteration 6Q: 3 clusters Score -27435.43 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -27444.451172 Penalty: 594.442444 Iteration 7Q: 3 clusters Score -27444.45 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -27448.277344 Penalty: 594.442444 Iteration 8Q: 3 clusters Score -27448.28 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -27453.121094 Penalty: 594.442444 Iteration 9Q: 3 clusters Score -27453.12 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -27455.576172 Penalty: 594.442444 Iteration 10Q: 3 clusters Score -27455.58 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -27456.845703 Penalty: 594.442444 Iteration 11Q: 3 clusters Score -27456.85 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -27457.960938 Penalty: 594.442444 Iteration 12Q: 3 clusters Score -27457.96 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -27459.441406 Penalty: 594.442444 Iteration 13Q: 3 clusters Score -27459.44 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -27459.667969 Penalty: 594.442444 Iteration 14Q: 3 clusters Score -27459.67 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -27459.667969 Penalty: 594.442444 Iteration 15F: 3 clusters Score -27459.67 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (342 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Entering Unmasked Estep Score: -12650.180664 Penalty: 265.483887 Iteration 0F: 2 clusters Score -12650.18 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -12273.589844 Penalty: 530.967773 Iteration 0F: 3 clusters Score -12273.59 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -12375.176758 Penalty: 530.967773 Iteration 1F: 3 clusters Score -12375.18 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -12419.112305 Penalty: 530.967773 Iteration 2F: 3 clusters Score -12419.11 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -12437.633789 Penalty: 530.967773 Iteration 3Q: 3 clusters Score -12437.63 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -12453.075195 Penalty: 530.967773 Iteration 4Q: 3 clusters Score -12453.08 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -12457.054688 Penalty: 530.967773 Iteration 5Q: 3 clusters Score -12457.05 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -12465.407227 Penalty: 530.967773 Iteration 6Q: 3 clusters Score -12465.41 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -12494.496094 Penalty: 530.967773 Iteration 7Q: 3 clusters Score -12494.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -12534.889648 Penalty: 530.967773 Iteration 8Q: 3 clusters Score -12534.89 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -12564.751953 Penalty: 530.967773 Iteration 9Q: 3 clusters Score -12564.75 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -12583.497070 Penalty: 530.967773 Iteration 10Q: 3 clusters Score -12583.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -12593.912109 Penalty: 530.967773 Iteration 11Q: 3 clusters Score -12593.91 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -12600.034180 Penalty: 530.967773 Iteration 12Q: 3 clusters Score -12600.03 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -12610.297852 Penalty: 530.967773 Iteration 13Q: 3 clusters Score -12610.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -12616.113281 Penalty: 530.967773 Iteration 14Q: 3 clusters Score -12616.11 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -12618.750000 Penalty: 530.967773 Iteration 15Q: 3 clusters Score -12618.75 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -12618.750000 Penalty: 530.967773 Iteration 16F: 3 clusters Score -12618.75 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (16641 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16641 members Entering Unmasked Estep Score: -783965.000000 Penalty: 442.242920 Iteration 0F: 2 clusters Score -783965 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8343 members Mstep: Class 2 contains 8298 members Entering Unmasked Estep Score: -772730.000000 Penalty: 884.485840 Iteration 0F: 3 clusters Score -772730 nChanged 7962 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8691 members Mstep: Class 2 contains 7950 members Entering Unmasked Estep Score: -777201.437500 Penalty: 884.485840 Iteration 1F: 3 clusters Score -777201.4 nChanged 640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8981 members Mstep: Class 2 contains 7660 members Entering Unmasked Estep Score: -777370.000000 Penalty: 884.485840 Iteration 2Q: 3 clusters Score -777370 nChanged 631 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9444 members Mstep: Class 2 contains 7197 members Entering Unmasked Estep Score: -777573.187500 Penalty: 884.485840 Iteration 3Q: 3 clusters Score -777573.2 nChanged 769 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10171 members Mstep: Class 2 contains 6470 members Entering Unmasked Estep Score: -777909.187500 Penalty: 884.485840 Iteration 4Q: 3 clusters Score -777909.2 nChanged 999 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11164 members Mstep: Class 2 contains 5477 members Entering Unmasked Estep Score: -778474.875000 Penalty: 884.485840 Iteration 5F: 3 clusters Score -778474.9 nChanged 1345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12509 members Mstep: Class 2 contains 4132 members Entering Unmasked Estep Score: -779473.312500 Penalty: 884.485840 Iteration 6F: 3 clusters Score -779473.3 nChanged 1543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14050 members Mstep: Class 2 contains 2591 members Entering Unmasked Estep Score: -780908.875000 Penalty: 884.485840 Iteration 7F: 3 clusters Score -780908.9 nChanged 1375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15425 members Mstep: Class 2 contains 1216 members Entering Unmasked Estep Score: -782311.125000 Penalty: 884.485840 Iteration 8F: 3 clusters Score -782311.1 nChanged 801 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16226 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -783162.062500 Penalty: 884.485840 Iteration 9Q: 3 clusters Score -783162.1 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16508 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -783446.687500 Penalty: 884.485840 Iteration 10Q: 3 clusters Score -783446.7 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16570 members Mstep: Class 2 contains 71 members Entering Unmasked Estep Score: -783515.937500 Penalty: 884.485840 Iteration 11Q: 3 clusters Score -783515.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16585 members Mstep: Class 2 contains 56 members Entering Unmasked Estep Score: -783540.250000 Penalty: 884.485840 Iteration 12Q: 3 clusters Score -783540.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16590 members Mstep: Class 2 contains 51 members Entering Unmasked Estep Score: -783559.312500 Penalty: 884.485840 Iteration 13Q: 3 clusters Score -783559.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16590 members Mstep: Class 2 contains 51 members Entering Unmasked Estep Score: -783574.187500 Penalty: 884.485840 Iteration 14Q: 3 clusters Score -783574.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16590 members Mstep: Class 2 contains 51 members Entering Unmasked Estep Score: -783585.000000 Penalty: 884.485840 Iteration 15Q: 3 clusters Score -783585 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16589 members Mstep: Class 2 contains 52 members Entering Unmasked Estep Score: -783586.437500 Penalty: 884.485840 Iteration 16Q: 3 clusters Score -783586.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16587 members Mstep: Class 2 contains 54 members Entering Unmasked Estep Score: -783588.250000 Penalty: 884.485840 Iteration 17Q: 3 clusters Score -783588.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16587 members Mstep: Class 2 contains 54 members Entering Unmasked Estep Score: -783588.250000 Penalty: 884.485840 Iteration 18F: 3 clusters Score -783588.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (771 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Entering Unmasked Estep Score: -30837.523438 Penalty: 302.469818 Iteration 0F: 2 clusters Score -30837.52 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -30176.576172 Penalty: 604.939636 Iteration 0F: 3 clusters Score -30176.58 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -30385.404297 Penalty: 604.939636 Iteration 1F: 3 clusters Score -30385.4 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -30439.634766 Penalty: 604.939636 Iteration 2F: 3 clusters Score -30439.63 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -30484.357422 Penalty: 604.939636 Iteration 3F: 3 clusters Score -30484.36 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -30513.849609 Penalty: 604.939636 Iteration 4Q: 3 clusters Score -30513.85 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -30540.437500 Penalty: 604.939636 Iteration 5Q: 3 clusters Score -30540.44 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -30553.003906 Penalty: 604.939636 Iteration 6Q: 3 clusters Score -30553 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -30565.355469 Penalty: 604.939636 Iteration 7Q: 3 clusters Score -30565.36 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -30575.695312 Penalty: 604.939636 Iteration 8Q: 3 clusters Score -30575.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -30580.458984 Penalty: 604.939636 Iteration 9Q: 3 clusters Score -30580.46 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -30581.308594 Penalty: 604.939636 Iteration 10Q: 3 clusters Score -30581.31 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -30582.718750 Penalty: 604.939636 Iteration 11Q: 3 clusters Score -30582.72 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -30585.357422 Penalty: 604.939636 Iteration 12Q: 3 clusters Score -30585.36 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -30594.279297 Penalty: 604.939636 Iteration 13Q: 3 clusters Score -30594.28 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -30601.908203 Penalty: 604.939636 Iteration 14Q: 3 clusters Score -30601.91 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -30613.019531 Penalty: 604.939636 Iteration 15Q: 3 clusters Score -30613.02 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -30616.958984 Penalty: 604.939636 Iteration 16Q: 3 clusters Score -30616.96 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -30620.560547 Penalty: 604.939636 Iteration 17Q: 3 clusters Score -30620.56 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -30623.792969 Penalty: 604.939636 Iteration 18Q: 3 clusters Score -30623.79 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -30627.361328 Penalty: 604.939636 Iteration 19Q: 3 clusters Score -30627.36 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -30629.912109 Penalty: 604.939636 Iteration 20F: 3 clusters Score -30629.91 nChanged 0 --- Evaluating fit on full set of 1108397 points --- Entering Unmasked Estep Score: -46656184.000000 Penalty: 16465.498047 20->27 Clusters: Score -46656184.000000, best is 100000003318135351409612647563264.000000 THE BEST YET! Starting from 21 clusters... Entering ConstructFrom: --- Running on subset of 369465 points --- Entering CEM Assigned 21 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18410 members Mstep: Class 2 contains 18396 members Mstep: Class 3 contains 18540 members Mstep: Class 4 contains 18471 members Mstep: Class 5 contains 18430 members Mstep: Class 6 contains 18375 members Mstep: Class 7 contains 18407 members Mstep: Class 8 contains 18464 members Mstep: Class 9 contains 18595 members Mstep: Class 10 contains 18509 members Mstep: Class 11 contains 18447 members Mstep: Class 12 contains 18411 members Mstep: Class 13 contains 18814 members Mstep: Class 14 contains 18329 members Mstep: Class 15 contains 18613 members Mstep: Class 16 contains 18391 members Mstep: Class 17 contains 18479 members Mstep: Class 18 contains 18289 members Mstep: Class 19 contains 18639 members Mstep: Class 20 contains 18456 members Entering Unmasked Estep ConsiderDeletion Deleting Class 12. Lose 0.000000 but Gain 583.301758 Score: -13226315.000000 Penalty: 11082.726562 Iteration 0F: 20 clusters Score -1.322632e+07 nChanged 350652 Entering Unmasked Mstep Mstep: Class 0 contains 2448 members Mstep: Class 1 contains 6616 members Mstep: Class 2 contains 11006 members Mstep: Class 3 contains 23756 members Mstep: Class 4 contains 21140 members Mstep: Class 5 contains 2700 members Mstep: Class 6 contains 4962 members Mstep: Class 7 contains 264156 members Mstep: Class 8 contains 3451 members Mstep: Class 9 contains 1281 members Mstep: Class 10 contains 2081 members Mstep: Class 11 contains 502 members Mstep: Class 13 contains 320 members Mstep: Class 14 contains 2 members Deleted class 14: not enough members Mstep: Class 15 contains 931 members Mstep: Class 16 contains 792 members Mstep: Class 17 contains 2957 members Mstep: Class 18 contains 5882 members Mstep: Class 19 contains 14476 members Mstep: Class 20 contains 6 members Deleted class 20: not enough members Entering Unmasked Estep ConsiderDeletion Deleting Class 9. Lose 175.115402 but Gain 583.301758 Score: -15242817.000000 Penalty: 9332.822266 Iteration 1F: 17 clusters Score -1.524282e+07 nChanged 74935 Entering Unmasked Mstep Mstep: Class 0 contains 1398 members Mstep: Class 1 contains 4245 members Mstep: Class 2 contains 7719 members Mstep: Class 3 contains 14727 members Mstep: Class 4 contains 5417 members Mstep: Class 5 contains 3365 members Mstep: Class 6 contains 1673 members Mstep: Class 7 contains 302181 members Mstep: Class 8 contains 5806 members Mstep: Class 10 contains 6829 members Mstep: Class 11 contains 1202 members Mstep: Class 13 contains 252 members Mstep: Class 15 contains 406 members Mstep: Class 16 contains 1683 members Mstep: Class 17 contains 2198 members Mstep: Class 18 contains 4010 members Mstep: Class 19 contains 6354 members Entering Unmasked Estep ConsiderDeletion Deleting Class 15. Lose 255.944458 but Gain 583.301758 Score: -15397390.000000 Penalty: 8749.520508 Iteration 2F: 16 clusters Score -1.539739e+07 nChanged 28680 Entering Unmasked Mstep Mstep: Class 0 contains 525 members Mstep: Class 1 contains 4254 members Mstep: Class 2 contains 7727 members Mstep: Class 3 contains 10484 members Mstep: Class 4 contains 2639 members Mstep: Class 5 contains 3509 members Mstep: Class 6 contains 408 members Mstep: Class 7 contains 303493 members Mstep: Class 8 contains 7779 members Mstep: Class 10 contains 12551 members Mstep: Class 11 contains 1899 members Mstep: Class 13 contains 840 members Mstep: Class 16 contains 1566 members Mstep: Class 17 contains 3238 members Mstep: Class 18 contains 4787 members Mstep: Class 19 contains 3766 members Entering Unmasked Estep ConsiderDeletion Deleting Class 6. Lose 200.134552 but Gain 583.300781 Score: -15462643.000000 Penalty: 8166.219727 Iteration 3F: 15 clusters Score -1.546264e+07 nChanged 15799 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 5122 members Mstep: Class 2 contains 8154 members Mstep: Class 3 contains 9265 members Mstep: Class 4 contains 2016 members Mstep: Class 5 contains 2768 members Mstep: Class 7 contains 300293 members Mstep: Class 8 contains 6787 members Mstep: Class 10 contains 16626 members Mstep: Class 11 contains 2210 members Mstep: Class 13 contains 1344 members Mstep: Class 16 contains 1414 members Mstep: Class 17 contains 4517 members Mstep: Class 18 contains 5699 members Mstep: Class 19 contains 3231 members Entering Unmasked Estep ConsiderDeletion Score: -15480110.000000 Penalty: 8166.219727 Iteration 4Q: 15 clusters Score -1.548011e+07 nChanged 10911 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 5762 members Mstep: Class 2 contains 8509 members Mstep: Class 3 contains 9329 members Mstep: Class 4 contains 1697 members Mstep: Class 5 contains 1904 members Mstep: Class 7 contains 297260 members Mstep: Class 8 contains 4973 members Mstep: Class 10 contains 19760 members Mstep: Class 11 contains 2258 members Mstep: Class 13 contains 1347 members Mstep: Class 16 contains 1353 members Mstep: Class 17 contains 5776 members Mstep: Class 18 contains 6311 members Mstep: Class 19 contains 3210 members Entering Unmasked Estep ConsiderDeletion Score: -15489561.000000 Penalty: 8166.219727 Iteration 5Q: 15 clusters Score -1.548956e+07 nChanged 8343 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6145 members Mstep: Class 2 contains 8889 members Mstep: Class 3 contains 9607 members Mstep: Class 4 contains 1534 members Mstep: Class 5 contains 1481 members Mstep: Class 7 contains 294736 members Mstep: Class 8 contains 3613 members Mstep: Class 10 contains 21935 members Mstep: Class 11 contains 2214 members Mstep: Class 13 contains 1349 members Mstep: Class 16 contains 1314 members Mstep: Class 17 contains 6601 members Mstep: Class 18 contains 6648 members Mstep: Class 19 contains 3383 members Entering Unmasked Estep ConsiderDeletion Score: -15495993.000000 Penalty: 8166.219727 Iteration 6Q: 15 clusters Score -1.549599e+07 nChanged 6420 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 6291 members Mstep: Class 2 contains 9163 members Mstep: Class 3 contains 10093 members Mstep: Class 4 contains 1571 members Mstep: Class 5 contains 1385 members Mstep: Class 7 contains 292546 members Mstep: Class 8 contains 2845 members Mstep: Class 10 contains 23337 members Mstep: Class 11 contains 2113 members Mstep: Class 13 contains 1349 members Mstep: Class 16 contains 1288 members Mstep: Class 17 contains 7030 members Mstep: Class 18 contains 6749 members Mstep: Class 19 contains 3690 members Entering Unmasked Estep ConsiderDeletion Score: -15501777.000000 Penalty: 8166.219727 Iteration 7Q: 15 clusters Score -1.550178e+07 nChanged 5140 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6237 members Mstep: Class 2 contains 9425 members Mstep: Class 3 contains 10625 members Mstep: Class 4 contains 1662 members Mstep: Class 5 contains 1489 members Mstep: Class 7 contains 290637 members Mstep: Class 8 contains 2444 members Mstep: Class 10 contains 24258 members Mstep: Class 11 contains 2011 members Mstep: Class 13 contains 1350 members Mstep: Class 16 contains 1286 members Mstep: Class 17 contains 7266 members Mstep: Class 18 contains 6739 members Mstep: Class 19 contains 4020 members Entering Unmasked Estep ConsiderDeletion Score: -15504754.000000 Penalty: 8166.219727 Iteration 8Q: 15 clusters Score -1.550475e+07 nChanged 4246 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 6067 members Mstep: Class 2 contains 9692 members Mstep: Class 3 contains 11113 members Mstep: Class 4 contains 1782 members Mstep: Class 5 contains 1728 members Mstep: Class 7 contains 288891 members Mstep: Class 8 contains 2175 members Mstep: Class 10 contains 24971 members Mstep: Class 11 contains 1938 members Mstep: Class 13 contains 1350 members Mstep: Class 16 contains 1285 members Mstep: Class 17 contains 7409 members Mstep: Class 18 contains 6675 members Mstep: Class 19 contains 4372 members Entering Unmasked Estep ConsiderDeletion Score: -15506482.000000 Penalty: 8166.219727 Iteration 9Q: 15 clusters Score -1.550648e+07 nChanged 3581 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 5850 members Mstep: Class 2 contains 9911 members Mstep: Class 3 contains 11576 members Mstep: Class 4 contains 1895 members Mstep: Class 5 contains 1991 members Mstep: Class 7 contains 287327 members Mstep: Class 8 contains 1985 members Mstep: Class 10 contains 25524 members Mstep: Class 11 contains 1879 members Mstep: Class 13 contains 1350 members Mstep: Class 16 contains 1285 members Mstep: Class 17 contains 7511 members Mstep: Class 18 contains 6595 members Mstep: Class 19 contains 4769 members Entering Unmasked Estep ConsiderDeletion Score: -15507723.000000 Penalty: 8166.219727 Iteration 10Q: 15 clusters Score -1.550772e+07 nChanged 3123 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 5629 members Mstep: Class 2 contains 10112 members Mstep: Class 3 contains 11930 members Mstep: Class 4 contains 1998 members Mstep: Class 5 contains 2282 members Mstep: Class 7 contains 285977 members Mstep: Class 8 contains 1853 members Mstep: Class 10 contains 26001 members Mstep: Class 11 contains 1861 members Mstep: Class 13 contains 1350 members Mstep: Class 16 contains 1285 members Mstep: Class 17 contains 7576 members Mstep: Class 18 contains 6460 members Mstep: Class 19 contains 5134 members Entering Unmasked Estep ConsiderDeletion Score: -15508811.000000 Penalty: 8166.219727 Iteration 11Q: 15 clusters Score -1.550881e+07 nChanged 2867 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 5371 members Mstep: Class 2 contains 10265 members Mstep: Class 3 contains 12227 members Mstep: Class 4 contains 2089 members Mstep: Class 5 contains 2650 members Mstep: Class 7 contains 284752 members Mstep: Class 8 contains 1771 members Mstep: Class 10 contains 26420 members Mstep: Class 11 contains 1848 members Mstep: Class 13 contains 1350 members Mstep: Class 16 contains 1285 members Mstep: Class 17 contains 7632 members Mstep: Class 18 contains 6302 members Mstep: Class 19 contains 5486 members Entering Unmasked Estep ConsiderDeletion Score: -15509824.000000 Penalty: 8166.219727 Iteration 12Q: 15 clusters Score -1.550982e+07 nChanged 2670 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 5112 members Mstep: Class 2 contains 10405 members Mstep: Class 3 contains 12485 members Mstep: Class 4 contains 2195 members Mstep: Class 5 contains 3060 members Mstep: Class 7 contains 283648 members Mstep: Class 8 contains 1732 members Mstep: Class 10 contains 26786 members Mstep: Class 11 contains 1840 members Mstep: Class 13 contains 1350 members Mstep: Class 16 contains 1285 members Mstep: Class 17 contains 7639 members Mstep: Class 18 contains 6139 members Mstep: Class 19 contains 5772 members Entering Unmasked Estep ConsiderDeletion Score: -15510566.000000 Penalty: 8166.219727 Iteration 13Q: 15 clusters Score -1.551057e+07 nChanged 2536 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 4856 members Mstep: Class 2 contains 10502 members Mstep: Class 3 contains 12748 members Mstep: Class 4 contains 2302 members Mstep: Class 5 contains 3510 members Mstep: Class 7 contains 282644 members Mstep: Class 8 contains 1697 members Mstep: Class 10 contains 27160 members Mstep: Class 11 contains 1833 members Mstep: Class 13 contains 1350 members Mstep: Class 16 contains 1285 members Mstep: Class 17 contains 7616 members Mstep: Class 18 contains 5964 members Mstep: Class 19 contains 5981 members Entering Unmasked Estep ConsiderDeletion Score: -15511319.000000 Penalty: 8166.219727 Iteration 14Q: 15 clusters Score -1.551132e+07 nChanged 2486 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 4592 members Mstep: Class 2 contains 10581 members Mstep: Class 3 contains 13011 members Mstep: Class 4 contains 2411 members Mstep: Class 5 contains 4016 members Mstep: Class 7 contains 281684 members Mstep: Class 8 contains 1667 members Mstep: Class 10 contains 27525 members Mstep: Class 11 contains 1835 members Mstep: Class 13 contains 1350 members Mstep: Class 16 contains 1285 members Mstep: Class 17 contains 7606 members Mstep: Class 18 contains 5751 members Mstep: Class 19 contains 6133 members Entering Unmasked Estep ConsiderDeletion Score: -15512095.000000 Penalty: 8166.219727 Iteration 15Q: 15 clusters Score -1.55121e+07 nChanged 2384 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4350 members Mstep: Class 2 contains 10610 members Mstep: Class 3 contains 13283 members Mstep: Class 4 contains 2512 members Mstep: Class 5 contains 4553 members Mstep: Class 7 contains 280803 members Mstep: Class 8 contains 1644 members Mstep: Class 10 contains 27849 members Mstep: Class 11 contains 1829 members Mstep: Class 13 contains 1350 members Mstep: Class 16 contains 1285 members Mstep: Class 17 contains 7598 members Mstep: Class 18 contains 5549 members Mstep: Class 19 contains 6231 members Entering Unmasked Estep ConsiderDeletion Score: -15512807.000000 Penalty: 8166.219727 Iteration 16Q: 15 clusters Score -1.551281e+07 nChanged 2269 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 4112 members Mstep: Class 2 contains 10606 members Mstep: Class 3 contains 13559 members Mstep: Class 4 contains 2597 members Mstep: Class 5 contains 5085 members Mstep: Class 7 contains 280018 members Mstep: Class 8 contains 1641 members Mstep: Class 10 contains 28137 members Mstep: Class 11 contains 1824 members Mstep: Class 13 contains 1350 members Mstep: Class 16 contains 1285 members Mstep: Class 17 contains 7568 members Mstep: Class 18 contains 5366 members Mstep: Class 19 contains 6297 members Entering Unmasked Estep ConsiderDeletion Score: -15513584.000000 Penalty: 8166.219727 Iteration 17Q: 15 clusters Score -1.551358e+07 nChanged 2121 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 3916 members Mstep: Class 2 contains 10576 members Mstep: Class 3 contains 13850 members Mstep: Class 4 contains 2667 members Mstep: Class 5 contains 5586 members Mstep: Class 7 contains 279279 members Mstep: Class 8 contains 1633 members Mstep: Class 10 contains 28374 members Mstep: Class 11 contains 1802 members Mstep: Class 13 contains 1350 members Mstep: Class 16 contains 1285 members Mstep: Class 17 contains 7540 members Mstep: Class 18 contains 5249 members Mstep: Class 19 contains 6338 members Entering Unmasked Estep ConsiderDeletion Score: -15514056.000000 Penalty: 8166.219727 Iteration 18Q: 15 clusters Score -1.551406e+07 nChanged 2022 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 3744 members Mstep: Class 2 contains 10533 members Mstep: Class 3 contains 14123 members Mstep: Class 4 contains 2732 members Mstep: Class 5 contains 6031 members Mstep: Class 7 contains 278644 members Mstep: Class 8 contains 1625 members Mstep: Class 10 contains 28584 members Mstep: Class 11 contains 1768 members Mstep: Class 13 contains 1350 members Mstep: Class 16 contains 1285 members Mstep: Class 17 contains 7516 members Mstep: Class 18 contains 5150 members Mstep: Class 19 contains 6358 members Entering Unmasked Estep ConsiderDeletion Score: -15514645.000000 Penalty: 8166.219727 Iteration 19Q: 15 clusters Score -1.551464e+07 nChanged 1915 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 3567 members Mstep: Class 2 contains 10445 members Mstep: Class 3 contains 14465 members Mstep: Class 4 contains 2790 members Mstep: Class 5 contains 6416 members Mstep: Class 7 contains 278127 members Mstep: Class 8 contains 1614 members Mstep: Class 10 contains 28783 members Mstep: Class 11 contains 1733 members Mstep: Class 13 contains 1350 members Mstep: Class 16 contains 1285 members Mstep: Class 17 contains 7467 members Mstep: Class 18 contains 5034 members Mstep: Class 19 contains 6367 members Entering Unmasked Estep ConsiderDeletion Score: -15516145.000000 Penalty: 8166.219727 Iteration 20F: 15 clusters Score -1.551614e+07 nChanged 2664 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 3404 members Mstep: Class 2 contains 10367 members Mstep: Class 3 contains 14797 members Mstep: Class 4 contains 2917 members Mstep: Class 5 contains 6790 members Mstep: Class 7 contains 276981 members Mstep: Class 8 contains 1686 members Mstep: Class 10 contains 28914 members Mstep: Class 11 contains 1671 members Mstep: Class 13 contains 1351 members Mstep: Class 16 contains 1285 members Mstep: Class 17 contains 7385 members Mstep: Class 18 contains 4910 members Mstep: Class 19 contains 6984 members Entering Unmasked Estep ConsiderDeletion Score: -15517733.000000 Penalty: 8166.219727 Iteration 21Q: 15 clusters Score -1.551773e+07 nChanged 2871 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 3246 members Mstep: Class 2 contains 10317 members Mstep: Class 3 contains 15146 members Mstep: Class 4 contains 3028 members Mstep: Class 5 contains 7154 members Mstep: Class 7 contains 275736 members Mstep: Class 8 contains 1805 members Mstep: Class 10 contains 29012 members Mstep: Class 11 contains 1605 members Mstep: Class 13 contains 1351 members Mstep: Class 16 contains 1285 members Mstep: Class 17 contains 7318 members Mstep: Class 18 contains 4794 members Mstep: Class 19 contains 7644 members Entering Unmasked Estep ConsiderDeletion Score: -15519165.000000 Penalty: 8166.219727 Iteration 22Q: 15 clusters Score -1.551916e+07 nChanged 2832 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 3065 members Mstep: Class 2 contains 10247 members Mstep: Class 3 contains 15467 members Mstep: Class 4 contains 3124 members Mstep: Class 5 contains 7520 members Mstep: Class 7 contains 274542 members Mstep: Class 8 contains 1979 members Mstep: Class 10 contains 29109 members Mstep: Class 11 contains 1524 members Mstep: Class 13 contains 1351 members Mstep: Class 16 contains 1285 members Mstep: Class 17 contains 7262 members Mstep: Class 18 contains 4668 members Mstep: Class 19 contains 8299 members Entering Unmasked Estep ConsiderDeletion Score: -15520371.000000 Penalty: 8166.219727 Iteration 23Q: 15 clusters Score -1.552037e+07 nChanged 2643 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 2883 members Mstep: Class 2 contains 10171 members Mstep: Class 3 contains 15775 members Mstep: Class 4 contains 3213 members Mstep: Class 5 contains 7823 members Mstep: Class 7 contains 273419 members Mstep: Class 8 contains 2167 members Mstep: Class 10 contains 29247 members Mstep: Class 11 contains 1457 members Mstep: Class 13 contains 1351 members Mstep: Class 16 contains 1286 members Mstep: Class 17 contains 7174 members Mstep: Class 18 contains 4548 members Mstep: Class 19 contains 8925 members Entering Unmasked Estep ConsiderDeletion Score: -15521340.000000 Penalty: 8166.219727 Iteration 24Q: 15 clusters Score -1.552134e+07 nChanged 2530 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 2693 members Mstep: Class 2 contains 10076 members Mstep: Class 3 contains 16035 members Mstep: Class 4 contains 3290 members Mstep: Class 5 contains 8128 members Mstep: Class 7 contains 272293 members Mstep: Class 8 contains 2338 members Mstep: Class 10 contains 29418 members Mstep: Class 11 contains 1389 members Mstep: Class 13 contains 1351 members Mstep: Class 16 contains 1286 members Mstep: Class 17 contains 7076 members Mstep: Class 18 contains 4480 members Mstep: Class 19 contains 9586 members Entering Unmasked Estep ConsiderDeletion Score: -15522336.000000 Penalty: 8166.219727 Iteration 25Q: 15 clusters Score -1.552234e+07 nChanged 2376 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 2504 members Mstep: Class 2 contains 9977 members Mstep: Class 3 contains 16295 members Mstep: Class 4 contains 3344 members Mstep: Class 5 contains 8378 members Mstep: Class 7 contains 271252 members Mstep: Class 8 contains 2480 members Mstep: Class 10 contains 29639 members Mstep: Class 11 contains 1311 members Mstep: Class 13 contains 1351 members Mstep: Class 16 contains 1286 members Mstep: Class 17 contains 6948 members Mstep: Class 18 contains 4445 members Mstep: Class 19 contains 10227 members Entering Unmasked Estep ConsiderDeletion Score: -15523108.000000 Penalty: 8166.219727 Iteration 26Q: 15 clusters Score -1.552311e+07 nChanged 2262 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 2320 members Mstep: Class 2 contains 9877 members Mstep: Class 3 contains 16497 members Mstep: Class 4 contains 3401 members Mstep: Class 5 contains 8610 members Mstep: Class 7 contains 270323 members Mstep: Class 8 contains 2597 members Mstep: Class 10 contains 29842 members Mstep: Class 11 contains 1243 members Mstep: Class 13 contains 1351 members Mstep: Class 16 contains 1286 members Mstep: Class 17 contains 6792 members Mstep: Class 18 contains 4433 members Mstep: Class 19 contains 10863 members Entering Unmasked Estep ConsiderDeletion Score: -15523776.000000 Penalty: 8166.219727 Iteration 27Q: 15 clusters Score -1.552378e+07 nChanged 2069 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 2166 members Mstep: Class 2 contains 9780 members Mstep: Class 3 contains 16669 members Mstep: Class 4 contains 3446 members Mstep: Class 5 contains 8811 members Mstep: Class 7 contains 269475 members Mstep: Class 8 contains 2707 members Mstep: Class 10 contains 30013 members Mstep: Class 11 contains 1165 members Mstep: Class 13 contains 1351 members Mstep: Class 16 contains 1286 members Mstep: Class 17 contains 6629 members Mstep: Class 18 contains 4451 members Mstep: Class 19 contains 11486 members Entering Unmasked Estep ConsiderDeletion Score: -15524523.000000 Penalty: 8166.219727 Iteration 28Q: 15 clusters Score -1.552452e+07 nChanged 1883 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 2031 members Mstep: Class 2 contains 9672 members Mstep: Class 3 contains 16828 members Mstep: Class 4 contains 3495 members Mstep: Class 5 contains 8955 members Mstep: Class 7 contains 268798 members Mstep: Class 8 contains 2794 members Mstep: Class 10 contains 30162 members Mstep: Class 11 contains 1076 members Mstep: Class 13 contains 1351 members Mstep: Class 16 contains 1286 members Mstep: Class 17 contains 6469 members Mstep: Class 18 contains 4476 members Mstep: Class 19 contains 12041 members Entering Unmasked Estep ConsiderDeletion Score: -15525082.000000 Penalty: 8166.219727 Iteration 29Q: 15 clusters Score -1.552508e+07 nChanged 1656 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 1907 members Mstep: Class 2 contains 9579 members Mstep: Class 3 contains 16971 members Mstep: Class 4 contains 3526 members Mstep: Class 5 contains 9072 members Mstep: Class 7 contains 268232 members Mstep: Class 8 contains 2853 members Mstep: Class 10 contains 30305 members Mstep: Class 11 contains 1001 members Mstep: Class 13 contains 1351 members Mstep: Class 16 contains 1286 members Mstep: Class 17 contains 6309 members Mstep: Class 18 contains 4497 members Mstep: Class 19 contains 12545 members Entering Unmasked Estep ConsiderDeletion Score: -15525551.000000 Penalty: 8166.219727 Iteration 30Q: 15 clusters Score -1.552555e+07 nChanged 1409 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 1788 members Mstep: Class 2 contains 9496 members Mstep: Class 3 contains 17087 members Mstep: Class 4 contains 3537 members Mstep: Class 5 contains 9188 members Mstep: Class 7 contains 267736 members Mstep: Class 8 contains 2896 members Mstep: Class 10 contains 30449 members Mstep: Class 11 contains 944 members Mstep: Class 13 contains 1351 members Mstep: Class 16 contains 1286 members Mstep: Class 17 contains 6151 members Mstep: Class 18 contains 4539 members Mstep: Class 19 contains 12986 members Entering Unmasked Estep ConsiderDeletion Score: -15525962.000000 Penalty: 8166.219727 Iteration 31Q: 15 clusters Score -1.552596e+07 nChanged 1185 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 1701 members Mstep: Class 2 contains 9426 members Mstep: Class 3 contains 17207 members Mstep: Class 4 contains 3541 members Mstep: Class 5 contains 9283 members Mstep: Class 7 contains 267346 members Mstep: Class 8 contains 2937 members Mstep: Class 10 contains 30541 members Mstep: Class 11 contains 903 members Mstep: Class 13 contains 1351 members Mstep: Class 16 contains 1286 members Mstep: Class 17 contains 5988 members Mstep: Class 18 contains 4579 members Mstep: Class 19 contains 13345 members Entering Unmasked Estep ConsiderDeletion Score: -15526280.000000 Penalty: 8166.219727 Iteration 32Q: 15 clusters Score -1.552628e+07 nChanged 1088 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 9360 members Mstep: Class 3 contains 17327 members Mstep: Class 4 contains 3532 members Mstep: Class 5 contains 9361 members Mstep: Class 7 contains 266994 members Mstep: Class 8 contains 2983 members Mstep: Class 10 contains 30622 members Mstep: Class 11 contains 869 members Mstep: Class 13 contains 1351 members Mstep: Class 16 contains 1286 members Mstep: Class 17 contains 5829 members Mstep: Class 18 contains 4621 members Mstep: Class 19 contains 13676 members Entering Unmasked Estep ConsiderDeletion Score: -15526490.000000 Penalty: 8166.219727 Iteration 33Q: 15 clusters Score -1.552649e+07 nChanged 949 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 9287 members Mstep: Class 3 contains 17441 members Mstep: Class 4 contains 3515 members Mstep: Class 5 contains 9426 members Mstep: Class 7 contains 266716 members Mstep: Class 8 contains 3022 members Mstep: Class 10 contains 30694 members Mstep: Class 11 contains 842 members Mstep: Class 13 contains 1351 members Mstep: Class 16 contains 1286 members Mstep: Class 17 contains 5681 members Mstep: Class 18 contains 4673 members Mstep: Class 19 contains 13955 members Entering Unmasked Estep ConsiderDeletion Score: -15526677.000000 Penalty: 8166.219727 Iteration 34Q: 15 clusters Score -1.552668e+07 nChanged 861 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 1475 members Mstep: Class 2 contains 9225 members Mstep: Class 3 contains 17568 members Mstep: Class 4 contains 3489 members Mstep: Class 5 contains 9477 members Mstep: Class 7 contains 266472 members Mstep: Class 8 contains 3052 members Mstep: Class 10 contains 30763 members Mstep: Class 11 contains 823 members Mstep: Class 13 contains 1351 members Mstep: Class 16 contains 1286 members Mstep: Class 17 contains 5532 members Mstep: Class 18 contains 4709 members Mstep: Class 19 contains 14212 members Entering Unmasked Estep ConsiderDeletion Score: -15526888.000000 Penalty: 8166.219727 Iteration 35Q: 15 clusters Score -1.552689e+07 nChanged 826 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 1406 members Mstep: Class 2 contains 9164 members Mstep: Class 3 contains 17686 members Mstep: Class 4 contains 3466 members Mstep: Class 5 contains 9517 members Mstep: Class 7 contains 266238 members Mstep: Class 8 contains 3089 members Mstep: Class 10 contains 30809 members Mstep: Class 11 contains 806 members Mstep: Class 13 contains 1351 members Mstep: Class 16 contains 1286 members Mstep: Class 17 contains 5399 members Mstep: Class 18 contains 4745 members Mstep: Class 19 contains 14472 members Entering Unmasked Estep ConsiderDeletion Score: -15527052.000000 Penalty: 8166.219727 Iteration 36Q: 15 clusters Score -1.552705e+07 nChanged 704 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 1358 members Mstep: Class 2 contains 9099 members Mstep: Class 3 contains 17828 members Mstep: Class 4 contains 3446 members Mstep: Class 5 contains 9548 members Mstep: Class 7 contains 266062 members Mstep: Class 8 contains 3125 members Mstep: Class 10 contains 30835 members Mstep: Class 11 contains 796 members Mstep: Class 13 contains 1351 members Mstep: Class 16 contains 1286 members Mstep: Class 17 contains 5252 members Mstep: Class 18 contains 4768 members Mstep: Class 19 contains 14679 members Entering Unmasked Estep ConsiderDeletion Score: -15527148.000000 Penalty: 8166.219727 Iteration 37Q: 15 clusters Score -1.552715e+07 nChanged 673 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 9039 members Mstep: Class 3 contains 17972 members Mstep: Class 4 contains 3412 members Mstep: Class 5 contains 9591 members Mstep: Class 7 contains 265896 members Mstep: Class 8 contains 3152 members Mstep: Class 10 contains 30869 members Mstep: Class 11 contains 791 members Mstep: Class 13 contains 1351 members Mstep: Class 16 contains 1286 members Mstep: Class 17 contains 5117 members Mstep: Class 18 contains 4783 members Mstep: Class 19 contains 14862 members Entering Unmasked Estep ConsiderDeletion Score: -15527219.000000 Penalty: 8166.219727 Iteration 38Q: 15 clusters Score -1.552722e+07 nChanged 649 Entering ConstructFrom: Score: -15527219.000000 Penalty: 8166.219727 Entering ConstructFrom: Trying to split cluster 1 (1276 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1276 members Entering Unmasked Estep Score: -60017.644531 Penalty: 325.392578 Iteration 0F: 2 clusters Score -60017.64 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 631 members Entering Unmasked Estep Score: -59059.101562 Penalty: 650.785156 Iteration 0F: 3 clusters Score -59059.1 nChanged 491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -59334.628906 Penalty: 650.785156 Iteration 1F: 3 clusters Score -59334.63 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -59392.070312 Penalty: 650.785156 Iteration 2F: 3 clusters Score -59392.07 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -59438.894531 Penalty: 650.785156 Iteration 3F: 3 clusters Score -59438.89 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -59475.335938 Penalty: 650.785156 Iteration 4F: 3 clusters Score -59475.34 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -59503.375000 Penalty: 650.785156 Iteration 5Q: 3 clusters Score -59503.38 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -59527.187500 Penalty: 650.785156 Iteration 6Q: 3 clusters Score -59527.19 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -59546.375000 Penalty: 650.785156 Iteration 7Q: 3 clusters Score -59546.38 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -59562.386719 Penalty: 650.785156 Iteration 8Q: 3 clusters Score -59562.39 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -59574.550781 Penalty: 650.785156 Iteration 9Q: 3 clusters Score -59574.55 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -59583.109375 Penalty: 650.785156 Iteration 10Q: 3 clusters Score -59583.11 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -59588.253906 Penalty: 650.785156 Iteration 11Q: 3 clusters Score -59588.25 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -59599.011719 Penalty: 650.785156 Iteration 12Q: 3 clusters Score -59599.01 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -59610.808594 Penalty: 650.785156 Iteration 13Q: 3 clusters Score -59610.81 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -59629.761719 Penalty: 650.785156 Iteration 14Q: 3 clusters Score -59629.76 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -59640.285156 Penalty: 650.785156 Iteration 15Q: 3 clusters Score -59640.29 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -59648.011719 Penalty: 650.785156 Iteration 16Q: 3 clusters Score -59648.01 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -59651.531250 Penalty: 650.785156 Iteration 17Q: 3 clusters Score -59651.53 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -59655.371094 Penalty: 650.785156 Iteration 18Q: 3 clusters Score -59655.37 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -59660.343750 Penalty: 650.785156 Iteration 19Q: 3 clusters Score -59660.34 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -59662.500000 Penalty: 650.785156 Iteration 20F: 3 clusters Score -59662.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -59665.167969 Penalty: 650.785156 Iteration 21Q: 3 clusters Score -59665.17 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -59667.265625 Penalty: 650.785156 Iteration 22Q: 3 clusters Score -59667.27 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -59668.414062 Penalty: 650.785156 Iteration 23Q: 3 clusters Score -59668.41 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -59670.238281 Penalty: 650.785156 Iteration 24Q: 3 clusters Score -59670.24 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1080 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -59671.597656 Penalty: 650.785156 Iteration 25Q: 3 clusters Score -59671.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1080 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -59672.523438 Penalty: 650.785156 Iteration 26Q: 3 clusters Score -59672.52 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -59672.664062 Penalty: 650.785156 Iteration 27Q: 3 clusters Score -59672.66 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -59672.914062 Penalty: 650.785156 Iteration 28Q: 3 clusters Score -59672.91 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -59674.660156 Penalty: 650.785156 Iteration 29Q: 3 clusters Score -59674.66 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -59677.062500 Penalty: 650.785156 Iteration 30Q: 3 clusters Score -59677.06 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -59681.023438 Penalty: 650.785156 Iteration 31Q: 3 clusters Score -59681.02 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -59687.707031 Penalty: 650.785156 Iteration 32Q: 3 clusters Score -59687.71 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1110 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -59693.769531 Penalty: 650.785156 Iteration 33Q: 3 clusters Score -59693.77 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1119 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -59702.730469 Penalty: 650.785156 Iteration 34Q: 3 clusters Score -59702.73 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -59709.375000 Penalty: 650.785156 Iteration 35Q: 3 clusters Score -59709.38 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -59711.828125 Penalty: 650.785156 Iteration 36Q: 3 clusters Score -59711.83 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -59713.925781 Penalty: 650.785156 Iteration 37Q: 3 clusters Score -59713.93 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -59716.609375 Penalty: 650.785156 Iteration 38Q: 3 clusters Score -59716.61 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1137 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -59719.062500 Penalty: 650.785156 Iteration 39Q: 3 clusters Score -59719.06 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1137 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -59720.042969 Penalty: 650.785156 Iteration 40F: 3 clusters Score -59720.04 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -59720.621094 Penalty: 650.785156 Iteration 41Q: 3 clusters Score -59720.62 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -59722.449219 Penalty: 650.785156 Iteration 42Q: 3 clusters Score -59722.45 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -59723.535156 Penalty: 650.785156 Iteration 43Q: 3 clusters Score -59723.54 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -59724.308594 Penalty: 650.785156 Iteration 44Q: 3 clusters Score -59724.31 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -59724.460938 Penalty: 650.785156 Iteration 45Q: 3 clusters Score -59724.46 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -59724.546875 Penalty: 650.785156 Iteration 46Q: 3 clusters Score -59724.55 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -59724.546875 Penalty: 650.785156 Iteration 47F: 3 clusters Score -59724.55 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (8994 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8994 members Entering Unmasked Estep Score: -387207.250000 Penalty: 414.246246 Iteration 0F: 2 clusters Score -387207.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4510 members Mstep: Class 2 contains 4484 members Entering Unmasked Estep Score: -381244.781250 Penalty: 828.492493 Iteration 0F: 3 clusters Score -381244.8 nChanged 4152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4304 members Mstep: Class 2 contains 4690 members Entering Unmasked Estep Score: -384121.906250 Penalty: 828.492493 Iteration 1F: 3 clusters Score -384121.9 nChanged 714 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4088 members Mstep: Class 2 contains 4906 members Entering Unmasked Estep Score: -384875.093750 Penalty: 828.492493 Iteration 2F: 3 clusters Score -384875.1 nChanged 795 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3749 members Mstep: Class 2 contains 5245 members Entering Unmasked Estep Score: -385712.281250 Penalty: 828.492493 Iteration 3F: 3 clusters Score -385712.3 nChanged 715 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3436 members Mstep: Class 2 contains 5558 members Entering Unmasked Estep Score: -386338.343750 Penalty: 828.492493 Iteration 4F: 3 clusters Score -386338.3 nChanged 511 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3213 members Mstep: Class 2 contains 5781 members Entering Unmasked Estep Score: -386691.250000 Penalty: 828.492493 Iteration 5F: 3 clusters Score -386691.2 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3036 members Mstep: Class 2 contains 5958 members Entering Unmasked Estep Score: -386889.500000 Penalty: 828.492493 Iteration 6Q: 3 clusters Score -386889.5 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2896 members Mstep: Class 2 contains 6098 members Entering Unmasked Estep Score: -387023.062500 Penalty: 828.492493 Iteration 7Q: 3 clusters Score -387023.1 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2792 members Mstep: Class 2 contains 6202 members Entering Unmasked Estep Score: -387099.656250 Penalty: 828.492493 Iteration 8Q: 3 clusters Score -387099.7 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2713 members Mstep: Class 2 contains 6281 members Entering Unmasked Estep Score: -387148.937500 Penalty: 828.492493 Iteration 9Q: 3 clusters Score -387148.9 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2645 members Mstep: Class 2 contains 6349 members Entering Unmasked Estep Score: -387181.843750 Penalty: 828.492493 Iteration 10Q: 3 clusters Score -387181.8 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2601 members Mstep: Class 2 contains 6393 members Entering Unmasked Estep Score: -387196.000000 Penalty: 828.492493 Iteration 11Q: 3 clusters Score -387196 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2553 members Mstep: Class 2 contains 6441 members Entering Unmasked Estep Score: -387206.000000 Penalty: 828.492493 Iteration 12Q: 3 clusters Score -387206 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2510 members Mstep: Class 2 contains 6484 members Entering Unmasked Estep Score: -387213.812500 Penalty: 828.492493 Iteration 13Q: 3 clusters Score -387213.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2469 members Mstep: Class 2 contains 6525 members Entering Unmasked Estep Score: -387221.406250 Penalty: 828.492493 Iteration 14Q: 3 clusters Score -387221.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2424 members Mstep: Class 2 contains 6570 members Entering Unmasked Estep Score: -387229.468750 Penalty: 828.492493 Iteration 15Q: 3 clusters Score -387229.5 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2378 members Mstep: Class 2 contains 6616 members Entering Unmasked Estep Score: -387241.406250 Penalty: 828.492493 Iteration 16Q: 3 clusters Score -387241.4 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2328 members Mstep: Class 2 contains 6666 members Entering Unmasked Estep Score: -387251.281250 Penalty: 828.492493 Iteration 17Q: 3 clusters Score -387251.3 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2280 members Mstep: Class 2 contains 6714 members Entering Unmasked Estep Score: -387259.781250 Penalty: 828.492493 Iteration 18Q: 3 clusters Score -387259.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2239 members Mstep: Class 2 contains 6755 members Entering Unmasked Estep Score: -387269.031250 Penalty: 828.492493 Iteration 19Q: 3 clusters Score -387269 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2200 members Mstep: Class 2 contains 6794 members Entering Unmasked Estep Score: -387277.968750 Penalty: 828.492493 Iteration 20F: 3 clusters Score -387278 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2158 members Mstep: Class 2 contains 6836 members Entering Unmasked Estep Score: -387285.343750 Penalty: 828.492493 Iteration 21Q: 3 clusters Score -387285.3 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2116 members Mstep: Class 2 contains 6878 members Entering Unmasked Estep Score: -387293.593750 Penalty: 828.492493 Iteration 22Q: 3 clusters Score -387293.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2081 members Mstep: Class 2 contains 6913 members Entering Unmasked Estep Score: -387296.875000 Penalty: 828.492493 Iteration 23Q: 3 clusters Score -387296.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2051 members Mstep: Class 2 contains 6943 members Entering Unmasked Estep Score: -387302.218750 Penalty: 828.492493 Iteration 24Q: 3 clusters Score -387302.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2027 members Mstep: Class 2 contains 6967 members Entering Unmasked Estep Score: -387305.687500 Penalty: 828.492493 Iteration 25Q: 3 clusters Score -387305.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2007 members Mstep: Class 2 contains 6987 members Entering Unmasked Estep Score: -387308.156250 Penalty: 828.492493 Iteration 26Q: 3 clusters Score -387308.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1988 members Mstep: Class 2 contains 7006 members Entering Unmasked Estep Score: -387310.500000 Penalty: 828.492493 Iteration 27Q: 3 clusters Score -387310.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1977 members Mstep: Class 2 contains 7017 members Entering Unmasked Estep Score: -387310.531250 Penalty: 828.492493 Iteration 28Q: 3 clusters Score -387310.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1961 members Mstep: Class 2 contains 7033 members Entering Unmasked Estep Score: -387312.468750 Penalty: 828.492493 Iteration 29Q: 3 clusters Score -387312.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1949 members Mstep: Class 2 contains 7045 members Entering Unmasked Estep Score: -387313.687500 Penalty: 828.492493 Iteration 30Q: 3 clusters Score -387313.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1939 members Mstep: Class 2 contains 7055 members Entering Unmasked Estep Score: -387314.156250 Penalty: 828.492493 Iteration 31Q: 3 clusters Score -387314.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1934 members Mstep: Class 2 contains 7060 members Entering Unmasked Estep Score: -387315.968750 Penalty: 828.492493 Iteration 32Q: 3 clusters Score -387316 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1928 members Mstep: Class 2 contains 7066 members Entering Unmasked Estep Score: -387315.968750 Penalty: 828.492493 Iteration 33Q: 3 clusters Score -387316 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1922 members Mstep: Class 2 contains 7072 members Entering Unmasked Estep Score: -387316.625000 Penalty: 828.492493 Iteration 34Q: 3 clusters Score -387316.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1917 members Mstep: Class 2 contains 7077 members Entering Unmasked Estep Score: -387316.000000 Penalty: 828.492493 Iteration 35Q: 3 clusters Score -387316 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1912 members Mstep: Class 2 contains 7082 members Entering Unmasked Estep Score: -387316.531250 Penalty: 828.492493 Iteration 36Q: 3 clusters Score -387316.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1905 members Mstep: Class 2 contains 7089 members Entering Unmasked Estep Score: -387317.156250 Penalty: 828.492493 Iteration 37Q: 3 clusters Score -387317.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1899 members Mstep: Class 2 contains 7095 members Entering Unmasked Estep Score: -387317.218750 Penalty: 828.492493 Iteration 38Q: 3 clusters Score -387317.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1893 members Mstep: Class 2 contains 7101 members Entering Unmasked Estep Score: -387317.562500 Penalty: 828.492493 Iteration 39Q: 3 clusters Score -387317.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1886 members Mstep: Class 2 contains 7108 members Entering Unmasked Estep Score: -387318.343750 Penalty: 828.492493 Iteration 40F: 3 clusters Score -387318.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1880 members Mstep: Class 2 contains 7114 members Entering Unmasked Estep Score: -387318.843750 Penalty: 828.492493 Iteration 41Q: 3 clusters Score -387318.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1876 members Mstep: Class 2 contains 7118 members Entering Unmasked Estep Score: -387319.375000 Penalty: 828.492493 Iteration 42Q: 3 clusters Score -387319.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1873 members Mstep: Class 2 contains 7121 members Entering Unmasked Estep Score: -387318.468750 Penalty: 828.492493 Iteration 43Q: 3 clusters Score -387318.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1870 members Mstep: Class 2 contains 7124 members Entering Unmasked Estep Score: -387319.281250 Penalty: 828.492493 Iteration 44Q: 3 clusters Score -387319.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1865 members Mstep: Class 2 contains 7129 members Entering Unmasked Estep Score: -387319.218750 Penalty: 828.492493 Iteration 45Q: 3 clusters Score -387319.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1862 members Mstep: Class 2 contains 7132 members Entering Unmasked Estep Score: -387320.093750 Penalty: 828.492493 Iteration 46Q: 3 clusters Score -387320.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1854 members Mstep: Class 2 contains 7140 members Entering Unmasked Estep Score: -387321.531250 Penalty: 828.492493 Iteration 47Q: 3 clusters Score -387321.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1848 members Mstep: Class 2 contains 7146 members Entering Unmasked Estep Score: -387322.218750 Penalty: 828.492493 Iteration 48Q: 3 clusters Score -387322.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1840 members Mstep: Class 2 contains 7154 members Entering Unmasked Estep Score: -387322.187500 Penalty: 828.492493 Iteration 49Q: 3 clusters Score -387322.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1829 members Mstep: Class 2 contains 7165 members Entering Unmasked Estep Score: -387323.343750 Penalty: 828.492493 Iteration 50Q: 3 clusters Score -387323.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1824 members Mstep: Class 2 contains 7170 members Entering Unmasked Estep Score: -387323.937500 Penalty: 828.492493 Iteration 51Q: 3 clusters Score -387323.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1818 members Mstep: Class 2 contains 7176 members Entering Unmasked Estep Score: -387323.750000 Penalty: 828.492493 Iteration 52Q: 3 clusters Score -387323.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1813 members Mstep: Class 2 contains 7181 members Entering Unmasked Estep Score: -387324.125000 Penalty: 828.492493 Iteration 53Q: 3 clusters Score -387324.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1806 members Mstep: Class 2 contains 7188 members Entering Unmasked Estep Score: -387325.406250 Penalty: 828.492493 Iteration 54Q: 3 clusters Score -387325.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1802 members Mstep: Class 2 contains 7192 members Entering Unmasked Estep Score: -387326.125000 Penalty: 828.492493 Iteration 55Q: 3 clusters Score -387326.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1799 members Mstep: Class 2 contains 7195 members Entering Unmasked Estep Score: -387324.937500 Penalty: 828.492493 Iteration 56Q: 3 clusters Score -387324.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1796 members Mstep: Class 2 contains 7198 members Entering Unmasked Estep Score: -387326.437500 Penalty: 828.492493 Iteration 57Q: 3 clusters Score -387326.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1793 members Mstep: Class 2 contains 7201 members Entering Unmasked Estep Score: -387328.031250 Penalty: 828.492493 Iteration 58Q: 3 clusters Score -387328 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1787 members Mstep: Class 2 contains 7207 members Entering Unmasked Estep Score: -387327.218750 Penalty: 828.492493 Iteration 59Q: 3 clusters Score -387327.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1780 members Mstep: Class 2 contains 7214 members Entering Unmasked Estep Score: -387328.468750 Penalty: 828.492493 Iteration 60F: 3 clusters Score -387328.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1773 members Mstep: Class 2 contains 7221 members Entering Unmasked Estep Score: -387329.062500 Penalty: 828.492493 Iteration 61Q: 3 clusters Score -387329.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1769 members Mstep: Class 2 contains 7225 members Entering Unmasked Estep Score: -387328.250000 Penalty: 828.492493 Iteration 62Q: 3 clusters Score -387328.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1765 members Mstep: Class 2 contains 7229 members Entering Unmasked Estep Score: -387329.437500 Penalty: 828.492493 Iteration 63Q: 3 clusters Score -387329.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1762 members Mstep: Class 2 contains 7232 members Entering Unmasked Estep Score: -387329.000000 Penalty: 828.492493 Iteration 64Q: 3 clusters Score -387329 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1761 members Mstep: Class 2 contains 7233 members Entering Unmasked Estep Score: -387329.062500 Penalty: 828.492493 Iteration 65Q: 3 clusters Score -387329.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1761 members Mstep: Class 2 contains 7233 members Entering Unmasked Estep Score: -387329.062500 Penalty: 828.492493 Iteration 66F: 3 clusters Score -387329.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1276 members Mstep: Class 2 contains 1761 members Mstep: Class 3 contains 18119 members Mstep: Class 4 contains 3385 members Mstep: Class 5 contains 9631 members Mstep: Class 6 contains 7233 members Mstep: Class 7 contains 265741 members Mstep: Class 8 contains 3177 members Mstep: Class 10 contains 30902 members Mstep: Class 11 contains 780 members Mstep: Class 13 contains 1351 members Mstep: Class 16 contains 1286 members Mstep: Class 17 contains 4980 members Mstep: Class 18 contains 4792 members Mstep: Class 19 contains 15017 members Entering Unmasked Estep Score: -15527286.000000 Penalty: 8749.520508 Splitting cluster 2 changes total score from -15527219.000000 to -15527286.000000 So it's getting split into cluster 6. Entering ConstructFrom: Trying to split cluster 3 (18119 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18119 members Entering Unmasked Estep Score: -769069.187500 Penalty: 446.114594 Iteration 0F: 2 clusters Score -769069.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9051 members Mstep: Class 2 contains 9068 members Entering Unmasked Estep Score: -757010.562500 Penalty: 892.229187 Iteration 0F: 3 clusters Score -757010.6 nChanged 8511 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9792 members Mstep: Class 2 contains 8327 members Entering Unmasked Estep Score: -762302.125000 Penalty: 892.229187 Iteration 1F: 3 clusters Score -762302.1 nChanged 977 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10149 members Mstep: Class 2 contains 7970 members Entering Unmasked Estep Score: -762876.000000 Penalty: 892.229187 Iteration 2F: 3 clusters Score -762876 nChanged 1086 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10543 members Mstep: Class 2 contains 7576 members Entering Unmasked Estep Score: -763801.812500 Penalty: 892.229187 Iteration 3F: 3 clusters Score -763801.8 nChanged 1165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10910 members Mstep: Class 2 contains 7209 members Entering Unmasked Estep Score: -764866.625000 Penalty: 892.229187 Iteration 4F: 3 clusters Score -764866.6 nChanged 997 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11175 members Mstep: Class 2 contains 6944 members Entering Unmasked Estep Score: -765423.062500 Penalty: 892.229187 Iteration 5F: 3 clusters Score -765423.1 nChanged 549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11418 members Mstep: Class 2 contains 6701 members Entering Unmasked Estep Score: -765593.562500 Penalty: 892.229187 Iteration 6Q: 3 clusters Score -765593.6 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11647 members Mstep: Class 2 contains 6472 members Entering Unmasked Estep Score: -765666.750000 Penalty: 892.229187 Iteration 7Q: 3 clusters Score -765666.8 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11860 members Mstep: Class 2 contains 6259 members Entering Unmasked Estep Score: -765710.750000 Penalty: 892.229187 Iteration 8Q: 3 clusters Score -765710.8 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12059 members Mstep: Class 2 contains 6060 members Entering Unmasked Estep Score: -765757.625000 Penalty: 892.229187 Iteration 9Q: 3 clusters Score -765757.6 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12256 members Mstep: Class 2 contains 5863 members Entering Unmasked Estep Score: -765803.250000 Penalty: 892.229187 Iteration 10Q: 3 clusters Score -765803.2 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12494 members Mstep: Class 2 contains 5625 members Entering Unmasked Estep Score: -765866.312500 Penalty: 892.229187 Iteration 11Q: 3 clusters Score -765866.3 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12749 members Mstep: Class 2 contains 5370 members Entering Unmasked Estep Score: -765942.125000 Penalty: 892.229187 Iteration 12Q: 3 clusters Score -765942.1 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13039 members Mstep: Class 2 contains 5080 members Entering Unmasked Estep Score: -766037.375000 Penalty: 892.229187 Iteration 13Q: 3 clusters Score -766037.4 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13349 members Mstep: Class 2 contains 4770 members Entering Unmasked Estep Score: -766148.312500 Penalty: 892.229187 Iteration 14Q: 3 clusters Score -766148.3 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13665 members Mstep: Class 2 contains 4454 members Entering Unmasked Estep Score: -766268.687500 Penalty: 892.229187 Iteration 15Q: 3 clusters Score -766268.7 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13997 members Mstep: Class 2 contains 4122 members Entering Unmasked Estep Score: -766415.687500 Penalty: 892.229187 Iteration 16Q: 3 clusters Score -766415.7 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14351 members Mstep: Class 2 contains 3768 members Entering Unmasked Estep Score: -766573.562500 Penalty: 892.229187 Iteration 17Q: 3 clusters Score -766573.6 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14703 members Mstep: Class 2 contains 3416 members Entering Unmasked Estep Score: -766740.562500 Penalty: 892.229187 Iteration 18Q: 3 clusters Score -766740.6 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15070 members Mstep: Class 2 contains 3049 members Entering Unmasked Estep Score: -766921.625000 Penalty: 892.229187 Iteration 19Q: 3 clusters Score -766921.6 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15435 members Mstep: Class 2 contains 2684 members Entering Unmasked Estep Score: -767106.625000 Penalty: 892.229187 Iteration 20F: 3 clusters Score -767106.6 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15775 members Mstep: Class 2 contains 2344 members Entering Unmasked Estep Score: -767281.500000 Penalty: 892.229187 Iteration 21Q: 3 clusters Score -767281.5 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16108 members Mstep: Class 2 contains 2011 members Entering Unmasked Estep Score: -767474.750000 Penalty: 892.229187 Iteration 22Q: 3 clusters Score -767474.8 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16444 members Mstep: Class 2 contains 1675 members Entering Unmasked Estep Score: -767686.937500 Penalty: 892.229187 Iteration 23Q: 3 clusters Score -767686.9 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16748 members Mstep: Class 2 contains 1371 members Entering Unmasked Estep Score: -767877.125000 Penalty: 892.229187 Iteration 24Q: 3 clusters Score -767877.1 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16998 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -768016.750000 Penalty: 892.229187 Iteration 25Q: 3 clusters Score -768016.8 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17215 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -768144.000000 Penalty: 892.229187 Iteration 26Q: 3 clusters Score -768144 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17394 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -768245.250000 Penalty: 892.229187 Iteration 27Q: 3 clusters Score -768245.2 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17541 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -768328.125000 Penalty: 892.229187 Iteration 28Q: 3 clusters Score -768328.1 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17662 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -768402.875000 Penalty: 892.229187 Iteration 29Q: 3 clusters Score -768402.9 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17763 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -768472.812500 Penalty: 892.229187 Iteration 30Q: 3 clusters Score -768472.8 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17831 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -768517.562500 Penalty: 892.229187 Iteration 31Q: 3 clusters Score -768517.6 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17884 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -768545.187500 Penalty: 892.229187 Iteration 32Q: 3 clusters Score -768545.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17932 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -768580.750000 Penalty: 892.229187 Iteration 33Q: 3 clusters Score -768580.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17966 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -768599.500000 Penalty: 892.229187 Iteration 34Q: 3 clusters Score -768599.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17982 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -768609.812500 Penalty: 892.229187 Iteration 35Q: 3 clusters Score -768609.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17998 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -768621.312500 Penalty: 892.229187 Iteration 36Q: 3 clusters Score -768621.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18010 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -768632.750000 Penalty: 892.229187 Iteration 37Q: 3 clusters Score -768632.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18018 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -768645.125000 Penalty: 892.229187 Iteration 38Q: 3 clusters Score -768645.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18023 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -768650.687500 Penalty: 892.229187 Iteration 39Q: 3 clusters Score -768650.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18027 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -768655.812500 Penalty: 892.229187 Iteration 40F: 3 clusters Score -768655.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18029 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -768659.812500 Penalty: 892.229187 Iteration 41Q: 3 clusters Score -768659.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18033 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -768668.437500 Penalty: 892.229187 Iteration 42Q: 3 clusters Score -768668.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18035 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -768671.187500 Penalty: 892.229187 Iteration 43Q: 3 clusters Score -768671.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18039 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -768674.000000 Penalty: 892.229187 Iteration 44Q: 3 clusters Score -768674 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18041 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -768676.125000 Penalty: 892.229187 Iteration 45Q: 3 clusters Score -768676.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18042 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -768677.437500 Penalty: 892.229187 Iteration 46Q: 3 clusters Score -768677.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18043 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -768679.375000 Penalty: 892.229187 Iteration 47Q: 3 clusters Score -768679.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18044 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -768680.625000 Penalty: 892.229187 Iteration 48Q: 3 clusters Score -768680.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18043 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -768681.000000 Penalty: 892.229187 Iteration 49Q: 3 clusters Score -768681 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18042 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -768680.750000 Penalty: 892.229187 Iteration 50Q: 3 clusters Score -768680.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18042 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -768680.750000 Penalty: 892.229187 Iteration 51F: 3 clusters Score -768680.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (3385 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3385 members Entering Unmasked Estep Score: -131140.328125 Penalty: 369.783478 Iteration 0F: 2 clusters Score -131140.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1648 members Mstep: Class 2 contains 1737 members Entering Unmasked Estep Score: -128823.195312 Penalty: 739.566956 Iteration 0F: 3 clusters Score -128823.2 nChanged 1515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1417 members Mstep: Class 2 contains 1968 members Entering Unmasked Estep Score: -129782.093750 Penalty: 739.566956 Iteration 1F: 3 clusters Score -129782.1 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1240 members Mstep: Class 2 contains 2145 members Entering Unmasked Estep Score: -129983.703125 Penalty: 739.566956 Iteration 2F: 3 clusters Score -129983.7 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Mstep: Class 2 contains 2379 members Entering Unmasked Estep Score: -130187.000000 Penalty: 739.566956 Iteration 3F: 3 clusters Score -130187 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 2627 members Entering Unmasked Estep Score: -130425.507812 Penalty: 739.566956 Iteration 4F: 3 clusters Score -130425.5 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 2861 members Entering Unmasked Estep Score: -130653.359375 Penalty: 739.566956 Iteration 5F: 3 clusters Score -130653.4 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 3013 members Entering Unmasked Estep Score: -130838.273438 Penalty: 739.566956 Iteration 6F: 3 clusters Score -130838.3 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 3123 members Entering Unmasked Estep Score: -130985.601562 Penalty: 739.566956 Iteration 7Q: 3 clusters Score -130985.6 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 3200 members Entering Unmasked Estep Score: -131085.718750 Penalty: 739.566956 Iteration 8Q: 3 clusters Score -131085.7 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 3238 members Entering Unmasked Estep Score: -131142.000000 Penalty: 739.566956 Iteration 9Q: 3 clusters Score -131142 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 3259 members Entering Unmasked Estep Score: -131160.812500 Penalty: 739.566956 Iteration 10Q: 3 clusters Score -131160.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 3265 members Entering Unmasked Estep Score: -131164.109375 Penalty: 739.566956 Iteration 11Q: 3 clusters Score -131164.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 3269 members Entering Unmasked Estep Score: -131166.078125 Penalty: 739.566956 Iteration 12Q: 3 clusters Score -131166.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 3272 members Entering Unmasked Estep Score: -131168.500000 Penalty: 739.566956 Iteration 13Q: 3 clusters Score -131168.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 3274 members Entering Unmasked Estep Score: -131170.156250 Penalty: 739.566956 Iteration 14Q: 3 clusters Score -131170.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 3274 members Entering Unmasked Estep Score: -131170.609375 Penalty: 739.566956 Iteration 15F: 3 clusters Score -131170.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 3273 members Entering Unmasked Estep Score: -131171.718750 Penalty: 739.566956 Iteration 16Q: 3 clusters Score -131171.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 3274 members Entering Unmasked Estep Score: -131173.984375 Penalty: 739.566956 Iteration 17Q: 3 clusters Score -131174 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 3276 members Entering Unmasked Estep Score: -131174.656250 Penalty: 739.566956 Iteration 18Q: 3 clusters Score -131174.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 3276 members Entering Unmasked Estep Score: -131174.656250 Penalty: 739.566956 Iteration 19F: 3 clusters Score -131174.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1276 members Mstep: Class 2 contains 1761 members Mstep: Class 3 contains 18119 members Mstep: Class 4 contains 109 members Mstep: Class 5 contains 9631 members Mstep: Class 6 contains 7233 members Mstep: Class 7 contains 265741 members Mstep: Class 8 contains 3177 members Mstep: Class 9 contains 3276 members Mstep: Class 10 contains 30902 members Mstep: Class 11 contains 780 members Mstep: Class 13 contains 1351 members Mstep: Class 16 contains 1286 members Mstep: Class 17 contains 4980 members Mstep: Class 18 contains 4792 members Mstep: Class 19 contains 15017 members Entering Unmasked Estep Score: -15527092.000000 Penalty: 9332.822266 Splitting cluster 4 changes total score from -15527219.000000 to -15527092.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 5 (9631 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9631 members Entering Unmasked Estep Score: -434303.281250 Penalty: 417.359741 Iteration 0F: 2 clusters Score -434303.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4784 members Mstep: Class 2 contains 4847 members Entering Unmasked Estep Score: -428010.812500 Penalty: 834.719482 Iteration 0F: 3 clusters Score -428010.8 nChanged 4460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4040 members Mstep: Class 2 contains 5591 members Entering Unmasked Estep Score: -431301.656250 Penalty: 834.719482 Iteration 1F: 3 clusters Score -431301.7 nChanged 1021 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3299 members Mstep: Class 2 contains 6332 members Entering Unmasked Estep Score: -434507.812500 Penalty: 834.719482 Iteration 2F: 3 clusters Score -434507.8 nChanged 1387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2094 members Mstep: Class 2 contains 7537 members Entering Unmasked Estep Score: -437952.312500 Penalty: 834.719482 Iteration 3F: 3 clusters Score -437952.3 nChanged 1061 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1249 members Mstep: Class 2 contains 8382 members Entering Unmasked Estep Score: -439321.531250 Penalty: 834.719482 Iteration 4F: 3 clusters Score -439321.5 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 8653 members Entering Unmasked Estep Score: -439660.718750 Penalty: 834.719482 Iteration 5Q: 3 clusters Score -439660.7 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 8717 members Entering Unmasked Estep Score: -439717.250000 Penalty: 834.719482 Iteration 6Q: 3 clusters Score -439717.2 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 8751 members Entering Unmasked Estep Score: -439733.687500 Penalty: 834.719482 Iteration 7Q: 3 clusters Score -439733.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 8778 members Entering Unmasked Estep Score: -439741.906250 Penalty: 834.719482 Iteration 8Q: 3 clusters Score -439741.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 8799 members Entering Unmasked Estep Score: -439746.093750 Penalty: 834.719482 Iteration 9Q: 3 clusters Score -439746.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 8819 members Entering Unmasked Estep Score: -439751.781250 Penalty: 834.719482 Iteration 10Q: 3 clusters Score -439751.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 8835 members Entering Unmasked Estep Score: -439754.343750 Penalty: 834.719482 Iteration 11Q: 3 clusters Score -439754.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 8848 members Entering Unmasked Estep Score: -439757.562500 Penalty: 834.719482 Iteration 12Q: 3 clusters Score -439757.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 8859 members Entering Unmasked Estep Score: -439758.750000 Penalty: 834.719482 Iteration 13Q: 3 clusters Score -439758.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 8872 members Entering Unmasked Estep Score: -439760.218750 Penalty: 834.719482 Iteration 14Q: 3 clusters Score -439760.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 8882 members Entering Unmasked Estep Score: -439761.906250 Penalty: 834.719482 Iteration 15Q: 3 clusters Score -439761.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 8894 members Entering Unmasked Estep Score: -439764.562500 Penalty: 834.719482 Iteration 16Q: 3 clusters Score -439764.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 8914 members Entering Unmasked Estep Score: -439769.625000 Penalty: 834.719482 Iteration 17Q: 3 clusters Score -439769.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 8934 members Entering Unmasked Estep Score: -439774.875000 Penalty: 834.719482 Iteration 18Q: 3 clusters Score -439774.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 8954 members Entering Unmasked Estep Score: -439781.906250 Penalty: 834.719482 Iteration 19Q: 3 clusters Score -439781.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 8980 members Entering Unmasked Estep Score: -439790.843750 Penalty: 834.719482 Iteration 20F: 3 clusters Score -439790.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 9008 members Entering Unmasked Estep Score: -439801.000000 Penalty: 834.719482 Iteration 21Q: 3 clusters Score -439801 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 9041 members Entering Unmasked Estep Score: -439812.437500 Penalty: 834.719482 Iteration 22Q: 3 clusters Score -439812.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 9069 members Entering Unmasked Estep Score: -439825.468750 Penalty: 834.719482 Iteration 23Q: 3 clusters Score -439825.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 9101 members Entering Unmasked Estep Score: -439844.062500 Penalty: 834.719482 Iteration 24Q: 3 clusters Score -439844.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 9134 members Entering Unmasked Estep Score: -439858.843750 Penalty: 834.719482 Iteration 25Q: 3 clusters Score -439858.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 9153 members Entering Unmasked Estep Score: -439864.375000 Penalty: 834.719482 Iteration 26Q: 3 clusters Score -439864.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 9169 members Entering Unmasked Estep Score: -439869.750000 Penalty: 834.719482 Iteration 27Q: 3 clusters Score -439869.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 9175 members Entering Unmasked Estep Score: -439872.093750 Penalty: 834.719482 Iteration 28Q: 3 clusters Score -439872.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 9181 members Entering Unmasked Estep Score: -439873.843750 Penalty: 834.719482 Iteration 29Q: 3 clusters Score -439873.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 9188 members Entering Unmasked Estep Score: -439876.437500 Penalty: 834.719482 Iteration 30Q: 3 clusters Score -439876.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 9195 members Entering Unmasked Estep Score: -439877.031250 Penalty: 834.719482 Iteration 31Q: 3 clusters Score -439877 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 9199 members Entering Unmasked Estep Score: -439877.593750 Penalty: 834.719482 Iteration 32Q: 3 clusters Score -439877.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 9200 members Entering Unmasked Estep Score: -439877.687500 Penalty: 834.719482 Iteration 33Q: 3 clusters Score -439877.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 9201 members Entering Unmasked Estep Score: -439877.937500 Penalty: 834.719482 Iteration 34Q: 3 clusters Score -439877.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 9202 members Entering Unmasked Estep Score: -439878.500000 Penalty: 834.719482 Iteration 35Q: 3 clusters Score -439878.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 9202 members Entering Unmasked Estep Score: -439878.500000 Penalty: 834.719482 Iteration 36F: 3 clusters Score -439878.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1276 members Mstep: Class 2 contains 1761 members Mstep: Class 3 contains 18119 members Mstep: Class 4 contains 3385 members Mstep: Class 5 contains 429 members Mstep: Class 6 contains 7233 members Mstep: Class 7 contains 265741 members Mstep: Class 8 contains 3177 members Mstep: Class 9 contains 9202 members Mstep: Class 10 contains 30902 members Mstep: Class 11 contains 780 members Mstep: Class 13 contains 1351 members Mstep: Class 16 contains 1286 members Mstep: Class 17 contains 4980 members Mstep: Class 18 contains 4792 members Mstep: Class 19 contains 15017 members Entering Unmasked Estep Score: -15532714.000000 Penalty: 9332.822266 Splitting cluster 5 changes total score from -15527219.000000 to -15532714.000000 So it's getting split into cluster 9. Entering ConstructFrom: Trying to split cluster 7 (265741 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265741 members Entering Unmasked Estep Score: -11448471.000000 Penalty: 568.307617 Iteration 0F: 2 clusters Score -1.144847e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132541 members Mstep: Class 2 contains 133200 members Entering Unmasked Estep Score: -11277917.000000 Penalty: 1136.615234 Iteration 0F: 3 clusters Score -1.127792e+07 nChanged 131250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106049 members Mstep: Class 2 contains 159692 members Entering Unmasked Estep Score: -11363344.000000 Penalty: 1136.615234 Iteration 1F: 3 clusters Score -1.136334e+07 nChanged 16806 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91633 members Mstep: Class 2 contains 174108 members Entering Unmasked Estep Score: -11373352.000000 Penalty: 1136.615234 Iteration 2F: 3 clusters Score -1.137335e+07 nChanged 20682 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72811 members Mstep: Class 2 contains 192930 members Entering Unmasked Estep Score: -11389363.000000 Penalty: 1136.615234 Iteration 3F: 3 clusters Score -1.138936e+07 nChanged 22049 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52432 members Mstep: Class 2 contains 213309 members Entering Unmasked Estep Score: -11408621.000000 Penalty: 1136.615234 Iteration 4F: 3 clusters Score -1.140862e+07 nChanged 17885 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35931 members Mstep: Class 2 contains 229810 members Entering Unmasked Estep Score: -11425861.000000 Penalty: 1136.615234 Iteration 5F: 3 clusters Score -1.142586e+07 nChanged 10995 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26554 members Mstep: Class 2 contains 239187 members Entering Unmasked Estep Score: -11436600.000000 Penalty: 1136.615234 Iteration 6Q: 3 clusters Score -1.14366e+07 nChanged 6178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22724 members Mstep: Class 2 contains 243017 members Entering Unmasked Estep Score: -11441573.000000 Penalty: 1136.615234 Iteration 7Q: 3 clusters Score -1.144157e+07 nChanged 3709 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20699 members Mstep: Class 2 contains 245042 members Entering Unmasked Estep Score: -11443503.000000 Penalty: 1136.615234 Iteration 8Q: 3 clusters Score -1.14435e+07 nChanged 2388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19299 members Mstep: Class 2 contains 246442 members Entering Unmasked Estep Score: -11444555.000000 Penalty: 1136.615234 Iteration 9Q: 3 clusters Score -1.144456e+07 nChanged 1742 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18133 members Mstep: Class 2 contains 247608 members Entering Unmasked Estep Score: -11445141.000000 Penalty: 1136.615234 Iteration 10Q: 3 clusters Score -1.144514e+07 nChanged 1359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17198 members Mstep: Class 2 contains 248543 members Entering Unmasked Estep Score: -11445564.000000 Penalty: 1136.615234 Iteration 11Q: 3 clusters Score -1.144556e+07 nChanged 1115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16393 members Mstep: Class 2 contains 249348 members Entering Unmasked Estep Score: -11445916.000000 Penalty: 1136.615234 Iteration 12Q: 3 clusters Score -1.144592e+07 nChanged 928 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15705 members Mstep: Class 2 contains 250036 members Entering Unmasked Estep Score: -11446136.000000 Penalty: 1136.615234 Iteration 13Q: 3 clusters Score -1.144614e+07 nChanged 748 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15111 members Mstep: Class 2 contains 250630 members Entering Unmasked Estep Score: -11446311.000000 Penalty: 1136.615234 Iteration 14Q: 3 clusters Score -1.144631e+07 nChanged 641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14582 members Mstep: Class 2 contains 251159 members Entering Unmasked Estep Score: -11446399.000000 Penalty: 1136.615234 Iteration 15Q: 3 clusters Score -1.14464e+07 nChanged 551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14097 members Mstep: Class 2 contains 251644 members Entering Unmasked Estep Score: -11446523.000000 Penalty: 1136.615234 Iteration 16Q: 3 clusters Score -1.144652e+07 nChanged 497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13642 members Mstep: Class 2 contains 252099 members Entering Unmasked Estep Score: -11446666.000000 Penalty: 1136.615234 Iteration 17Q: 3 clusters Score -1.144667e+07 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13231 members Mstep: Class 2 contains 252510 members Entering Unmasked Estep Score: -11446710.000000 Penalty: 1136.615234 Iteration 18Q: 3 clusters Score -1.144671e+07 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12857 members Mstep: Class 2 contains 252884 members Entering Unmasked Estep Score: -11446771.000000 Penalty: 1136.615234 Iteration 19Q: 3 clusters Score -1.144677e+07 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12525 members Mstep: Class 2 contains 253216 members Entering Unmasked Estep Score: -11446771.000000 Penalty: 1136.615234 Iteration 20F: 3 clusters Score -1.144677e+07 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12185 members Mstep: Class 2 contains 253556 members Entering Unmasked Estep Score: -11446830.000000 Penalty: 1136.615234 Iteration 21Q: 3 clusters Score -1.144683e+07 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11867 members Mstep: Class 2 contains 253874 members Entering Unmasked Estep Score: -11446831.000000 Penalty: 1136.615234 Iteration 22Q: 3 clusters Score -1.144683e+07 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11543 members Mstep: Class 2 contains 254198 members Entering Unmasked Estep Score: -11446822.000000 Penalty: 1136.615234 Iteration 23Q: 3 clusters Score -1.144682e+07 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11239 members Mstep: Class 2 contains 254502 members Entering Unmasked Estep Score: -11446834.000000 Penalty: 1136.615234 Iteration 24Q: 3 clusters Score -1.144683e+07 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10918 members Mstep: Class 2 contains 254823 members Entering Unmasked Estep Score: -11446858.000000 Penalty: 1136.615234 Iteration 25Q: 3 clusters Score -1.144686e+07 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10602 members Mstep: Class 2 contains 255139 members Entering Unmasked Estep Score: -11446910.000000 Penalty: 1136.615234 Iteration 26Q: 3 clusters Score -1.144691e+07 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10273 members Mstep: Class 2 contains 255468 members Entering Unmasked Estep Score: -11446971.000000 Penalty: 1136.615234 Iteration 27Q: 3 clusters Score -1.144697e+07 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9944 members Mstep: Class 2 contains 255797 members Entering Unmasked Estep Score: -11446995.000000 Penalty: 1136.615234 Iteration 28Q: 3 clusters Score -1.1447e+07 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9594 members Mstep: Class 2 contains 256147 members Entering Unmasked Estep Score: -11447025.000000 Penalty: 1136.615234 Iteration 29Q: 3 clusters Score -1.144702e+07 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9253 members Mstep: Class 2 contains 256488 members Entering Unmasked Estep Score: -11447060.000000 Penalty: 1136.615234 Iteration 30Q: 3 clusters Score -1.144706e+07 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8917 members Mstep: Class 2 contains 256824 members Entering Unmasked Estep Score: -11447154.000000 Penalty: 1136.615234 Iteration 31Q: 3 clusters Score -1.144715e+07 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8577 members Mstep: Class 2 contains 257164 members Entering Unmasked Estep Score: -11447240.000000 Penalty: 1136.615234 Iteration 32Q: 3 clusters Score -1.144724e+07 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8217 members Mstep: Class 2 contains 257524 members Entering Unmasked Estep Score: -11447308.000000 Penalty: 1136.615234 Iteration 33Q: 3 clusters Score -1.144731e+07 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7853 members Mstep: Class 2 contains 257888 members Entering Unmasked Estep Score: -11447415.000000 Penalty: 1136.615234 Iteration 34Q: 3 clusters Score -1.144742e+07 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7476 members Mstep: Class 2 contains 258265 members Entering Unmasked Estep Score: -11447531.000000 Penalty: 1136.615234 Iteration 35Q: 3 clusters Score -1.144753e+07 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7084 members Mstep: Class 2 contains 258657 members Entering Unmasked Estep Score: -11447557.000000 Penalty: 1136.615234 Iteration 36Q: 3 clusters Score -1.144756e+07 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6700 members Mstep: Class 2 contains 259041 members Entering Unmasked Estep Score: -11447725.000000 Penalty: 1136.615234 Iteration 37Q: 3 clusters Score -1.144772e+07 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6334 members Mstep: Class 2 contains 259407 members Entering Unmasked Estep Score: -11447854.000000 Penalty: 1136.615234 Iteration 38Q: 3 clusters Score -1.144785e+07 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6009 members Mstep: Class 2 contains 259732 members Entering Unmasked Estep Score: -11447920.000000 Penalty: 1136.615234 Iteration 39Q: 3 clusters Score -1.144792e+07 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5710 members Mstep: Class 2 contains 260031 members Entering Unmasked Estep Score: -11447976.000000 Penalty: 1136.615234 Iteration 40F: 3 clusters Score -1.144798e+07 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5406 members Mstep: Class 2 contains 260335 members Entering Unmasked Estep Score: -11448019.000000 Penalty: 1136.615234 Iteration 41Q: 3 clusters Score -1.144802e+07 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5135 members Mstep: Class 2 contains 260606 members Entering Unmasked Estep Score: -11448103.000000 Penalty: 1136.615234 Iteration 42Q: 3 clusters Score -1.14481e+07 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4868 members Mstep: Class 2 contains 260873 members Entering Unmasked Estep Score: -11448163.000000 Penalty: 1136.615234 Iteration 43Q: 3 clusters Score -1.144816e+07 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4600 members Mstep: Class 2 contains 261141 members Entering Unmasked Estep Score: -11448201.000000 Penalty: 1136.615234 Iteration 44Q: 3 clusters Score -1.14482e+07 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4350 members Mstep: Class 2 contains 261391 members Entering Unmasked Estep Score: -11448250.000000 Penalty: 1136.615234 Iteration 45Q: 3 clusters Score -1.144825e+07 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4130 members Mstep: Class 2 contains 261611 members Entering Unmasked Estep Score: -11448280.000000 Penalty: 1136.615234 Iteration 46Q: 3 clusters Score -1.144828e+07 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3939 members Mstep: Class 2 contains 261802 members Entering Unmasked Estep Score: -11448306.000000 Penalty: 1136.615234 Iteration 47Q: 3 clusters Score -1.144831e+07 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3757 members Mstep: Class 2 contains 261984 members Entering Unmasked Estep Score: -11448342.000000 Penalty: 1136.615234 Iteration 48Q: 3 clusters Score -1.144834e+07 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3573 members Mstep: Class 2 contains 262168 members Entering Unmasked Estep Score: -11448323.000000 Penalty: 1136.615234 Iteration 49Q: 3 clusters Score -1.144832e+07 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3407 members Mstep: Class 2 contains 262334 members Entering Unmasked Estep Score: -11448320.000000 Penalty: 1136.615234 Iteration 50Q: 3 clusters Score -1.144832e+07 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3247 members Mstep: Class 2 contains 262494 members Entering Unmasked Estep Score: -11448339.000000 Penalty: 1136.615234 Iteration 51Q: 3 clusters Score -1.144834e+07 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3098 members Mstep: Class 2 contains 262643 members Entering Unmasked Estep Score: -11448384.000000 Penalty: 1136.615234 Iteration 52Q: 3 clusters Score -1.144838e+07 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2943 members Mstep: Class 2 contains 262798 members Entering Unmasked Estep Score: -11448412.000000 Penalty: 1136.615234 Iteration 53Q: 3 clusters Score -1.144841e+07 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2799 members Mstep: Class 2 contains 262942 members Entering Unmasked Estep Score: -11448388.000000 Penalty: 1136.615234 Iteration 54Q: 3 clusters Score -1.144839e+07 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2681 members Mstep: Class 2 contains 263060 members Entering Unmasked Estep Score: -11448394.000000 Penalty: 1136.615234 Iteration 55Q: 3 clusters Score -1.144839e+07 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2571 members Mstep: Class 2 contains 263170 members Entering Unmasked Estep Score: -11448371.000000 Penalty: 1136.615234 Iteration 56Q: 3 clusters Score -1.144837e+07 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2493 members Mstep: Class 2 contains 263248 members Entering Unmasked Estep Score: -11448387.000000 Penalty: 1136.615234 Iteration 57Q: 3 clusters Score -1.144839e+07 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2417 members Mstep: Class 2 contains 263324 members Entering Unmasked Estep Score: -11448412.000000 Penalty: 1136.615234 Iteration 58Q: 3 clusters Score -1.144841e+07 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2347 members Mstep: Class 2 contains 263394 members Entering Unmasked Estep Score: -11448405.000000 Penalty: 1136.615234 Iteration 59Q: 3 clusters Score -1.14484e+07 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2282 members Mstep: Class 2 contains 263459 members Entering Unmasked Estep Score: -11448426.000000 Penalty: 1136.615234 Iteration 60F: 3 clusters Score -1.144843e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2225 members Mstep: Class 2 contains 263516 members Entering Unmasked Estep Score: -11448458.000000 Penalty: 1136.615234 Iteration 61Q: 3 clusters Score -1.144846e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2170 members Mstep: Class 2 contains 263571 members Entering Unmasked Estep Score: -11448483.000000 Penalty: 1136.615234 Iteration 62Q: 3 clusters Score -1.144848e+07 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2125 members Mstep: Class 2 contains 263616 members Entering Unmasked Estep Score: -11448484.000000 Penalty: 1136.615234 Iteration 63Q: 3 clusters Score -1.144848e+07 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2083 members Mstep: Class 2 contains 263658 members Entering Unmasked Estep Score: -11448476.000000 Penalty: 1136.615234 Iteration 64Q: 3 clusters Score -1.144848e+07 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2031 members Mstep: Class 2 contains 263710 members Entering Unmasked Estep Score: -11448458.000000 Penalty: 1136.615234 Iteration 65Q: 3 clusters Score -1.144846e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1994 members Mstep: Class 2 contains 263747 members Entering Unmasked Estep Score: -11448484.000000 Penalty: 1136.615234 Iteration 66Q: 3 clusters Score -1.144848e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1947 members Mstep: Class 2 contains 263794 members Entering Unmasked Estep Score: -11448494.000000 Penalty: 1136.615234 Iteration 67Q: 3 clusters Score -1.144849e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1908 members Mstep: Class 2 contains 263833 members Entering Unmasked Estep Score: -11448510.000000 Penalty: 1136.615234 Iteration 68Q: 3 clusters Score -1.144851e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1870 members Mstep: Class 2 contains 263871 members Entering Unmasked Estep Score: -11448524.000000 Penalty: 1136.615234 Iteration 69Q: 3 clusters Score -1.144852e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1828 members Mstep: Class 2 contains 263913 members Entering Unmasked Estep Score: -11448527.000000 Penalty: 1136.615234 Iteration 70Q: 3 clusters Score -1.144853e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1785 members Mstep: Class 2 contains 263956 members Entering Unmasked Estep Score: -11448529.000000 Penalty: 1136.615234 Iteration 71Q: 3 clusters Score -1.144853e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1752 members Mstep: Class 2 contains 263989 members Entering Unmasked Estep Score: -11448529.000000 Penalty: 1136.615234 Iteration 72Q: 3 clusters Score -1.144853e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1726 members Mstep: Class 2 contains 264015 members Entering Unmasked Estep Score: -11448536.000000 Penalty: 1136.615234 Iteration 73Q: 3 clusters Score -1.144854e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1704 members Mstep: Class 2 contains 264037 members Entering Unmasked Estep Score: -11448537.000000 Penalty: 1136.615234 Iteration 74Q: 3 clusters Score -1.144854e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1681 members Mstep: Class 2 contains 264060 members Entering Unmasked Estep Score: -11448545.000000 Penalty: 1136.615234 Iteration 75Q: 3 clusters Score -1.144854e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1662 members Mstep: Class 2 contains 264079 members Entering Unmasked Estep Score: -11448558.000000 Penalty: 1136.615234 Iteration 76Q: 3 clusters Score -1.144856e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1641 members Mstep: Class 2 contains 264100 members Entering Unmasked Estep Score: -11448557.000000 Penalty: 1136.615234 Iteration 77Q: 3 clusters Score -1.144856e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1619 members Mstep: Class 2 contains 264122 members Entering Unmasked Estep Score: -11448545.000000 Penalty: 1136.615234 Iteration 78Q: 3 clusters Score -1.144854e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1597 members Mstep: Class 2 contains 264144 members Entering Unmasked Estep Score: -11448542.000000 Penalty: 1136.615234 Iteration 79Q: 3 clusters Score -1.144854e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1585 members Mstep: Class 2 contains 264156 members Entering Unmasked Estep Score: -11448543.000000 Penalty: 1136.615234 Iteration 80F: 3 clusters Score -1.144854e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1572 members Mstep: Class 2 contains 264169 members Entering Unmasked Estep Score: -11448559.000000 Penalty: 1136.615234 Iteration 81Q: 3 clusters Score -1.144856e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1560 members Mstep: Class 2 contains 264181 members Entering Unmasked Estep Score: -11448558.000000 Penalty: 1136.615234 Iteration 82Q: 3 clusters Score -1.144856e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1550 members Mstep: Class 2 contains 264191 members Entering Unmasked Estep Score: -11448559.000000 Penalty: 1136.615234 Iteration 83Q: 3 clusters Score -1.144856e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1542 members Mstep: Class 2 contains 264199 members Entering Unmasked Estep Score: -11448561.000000 Penalty: 1136.615234 Iteration 84Q: 3 clusters Score -1.144856e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1528 members Mstep: Class 2 contains 264213 members Entering Unmasked Estep Score: -11448561.000000 Penalty: 1136.615234 Iteration 85Q: 3 clusters Score -1.144856e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1513 members Mstep: Class 2 contains 264228 members Entering Unmasked Estep Score: -11448570.000000 Penalty: 1136.615234 Iteration 86Q: 3 clusters Score -1.144857e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1504 members Mstep: Class 2 contains 264237 members Entering Unmasked Estep Score: -11448564.000000 Penalty: 1136.615234 Iteration 87Q: 3 clusters Score -1.144856e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1498 members Mstep: Class 2 contains 264243 members Entering Unmasked Estep Score: -11448568.000000 Penalty: 1136.615234 Iteration 88Q: 3 clusters Score -1.144857e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1493 members Mstep: Class 2 contains 264248 members Entering Unmasked Estep Score: -11448571.000000 Penalty: 1136.615234 Iteration 89Q: 3 clusters Score -1.144857e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1482 members Mstep: Class 2 contains 264259 members Entering Unmasked Estep Score: -11448576.000000 Penalty: 1136.615234 Iteration 90Q: 3 clusters Score -1.144858e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1474 members Mstep: Class 2 contains 264267 members Entering Unmasked Estep Score: -11448575.000000 Penalty: 1136.615234 Iteration 91Q: 3 clusters Score -1.144858e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1467 members Mstep: Class 2 contains 264274 members Entering Unmasked Estep Score: -11448573.000000 Penalty: 1136.615234 Iteration 92Q: 3 clusters Score -1.144857e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1459 members Mstep: Class 2 contains 264282 members Entering Unmasked Estep Score: -11448574.000000 Penalty: 1136.615234 Iteration 93Q: 3 clusters Score -1.144857e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1441 members Mstep: Class 2 contains 264300 members Entering Unmasked Estep Score: -11448577.000000 Penalty: 1136.615234 Iteration 94Q: 3 clusters Score -1.144858e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1431 members Mstep: Class 2 contains 264310 members Entering Unmasked Estep Score: -11448570.000000 Penalty: 1136.615234 Iteration 95Q: 3 clusters Score -1.144857e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1421 members Mstep: Class 2 contains 264320 members Entering Unmasked Estep Score: -11448558.000000 Penalty: 1136.615234 Iteration 96Q: 3 clusters Score -1.144856e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1412 members Mstep: Class 2 contains 264329 members Entering Unmasked Estep Score: -11448548.000000 Penalty: 1136.615234 Iteration 97Q: 3 clusters Score -1.144855e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1404 members Mstep: Class 2 contains 264337 members Entering Unmasked Estep Score: -11448550.000000 Penalty: 1136.615234 Iteration 98Q: 3 clusters Score -1.144855e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1395 members Mstep: Class 2 contains 264346 members Entering Unmasked Estep Score: -11448550.000000 Penalty: 1136.615234 Iteration 99Q: 3 clusters Score -1.144855e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 264352 members Entering Unmasked Estep Score: -11448548.000000 Penalty: 1136.615234 Iteration 100F: 3 clusters Score -1.144855e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1390 members Mstep: Class 2 contains 264351 members Entering Unmasked Estep Score: -11448552.000000 Penalty: 1136.615234 Iteration 101Q: 3 clusters Score -1.144855e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 264352 members Entering Unmasked Estep Score: -11448547.000000 Penalty: 1136.615234 Iteration 102Q: 3 clusters Score -1.144855e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1382 members Mstep: Class 2 contains 264359 members Entering Unmasked Estep Score: -11448540.000000 Penalty: 1136.615234 Iteration 103Q: 3 clusters Score -1.144854e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1380 members Mstep: Class 2 contains 264361 members Entering Unmasked Estep Score: -11448545.000000 Penalty: 1136.615234 Iteration 104Q: 3 clusters Score -1.144854e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1379 members Mstep: Class 2 contains 264362 members Entering Unmasked Estep Score: -11448539.000000 Penalty: 1136.615234 Iteration 105Q: 3 clusters Score -1.144854e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Mstep: Class 2 contains 264363 members Entering Unmasked Estep Score: -11448539.000000 Penalty: 1136.615234 Iteration 106Q: 3 clusters Score -1.144854e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Mstep: Class 2 contains 264363 members Entering Unmasked Estep Score: -11448544.000000 Penalty: 1136.615234 Iteration 107Q: 3 clusters Score -1.144854e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 264365 members Entering Unmasked Estep Score: -11448540.000000 Penalty: 1136.615234 Iteration 108Q: 3 clusters Score -1.144854e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 264365 members Entering Unmasked Estep Score: -11448540.000000 Penalty: 1136.615234 Iteration 109F: 3 clusters Score -1.144854e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1276 members Mstep: Class 2 contains 1761 members Mstep: Class 3 contains 18119 members Mstep: Class 4 contains 3385 members Mstep: Class 5 contains 429 members Mstep: Class 6 contains 7233 members Mstep: Class 7 contains 1376 members Mstep: Class 8 contains 3177 members Mstep: Class 9 contains 9202 members Mstep: Class 10 contains 30902 members Mstep: Class 11 contains 780 members Mstep: Class 12 contains 264365 members Mstep: Class 13 contains 1351 members Mstep: Class 16 contains 1286 members Mstep: Class 17 contains 4980 members Mstep: Class 18 contains 4792 members Mstep: Class 19 contains 15017 members Entering Unmasked Estep Score: -15532814.000000 Penalty: 9916.124023 Splitting cluster 7 changes total score from -15527219.000000 to -15532814.000000 So it's getting split into cluster 12. Entering ConstructFrom: Trying to split cluster 8 (3177 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3177 members Entering Unmasked Estep Score: -126142.609375 Penalty: 366.898041 Iteration 0F: 2 clusters Score -126142.6 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 1560 members Entering Unmasked Estep Score: -123887.585938 Penalty: 733.796082 Iteration 0F: 3 clusters Score -123887.6 nChanged 1387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1694 members Mstep: Class 2 contains 1483 members Entering Unmasked Estep Score: -124772.460938 Penalty: 733.796082 Iteration 1F: 3 clusters Score -124772.5 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1697 members Mstep: Class 2 contains 1480 members Entering Unmasked Estep Score: -125031.289062 Penalty: 733.796082 Iteration 2F: 3 clusters Score -125031.3 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1706 members Mstep: Class 2 contains 1471 members Entering Unmasked Estep Score: -125372.601562 Penalty: 733.796082 Iteration 3F: 3 clusters Score -125372.6 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1724 members Mstep: Class 2 contains 1453 members Entering Unmasked Estep Score: -125627.054688 Penalty: 733.796082 Iteration 4F: 3 clusters Score -125627.1 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1768 members Mstep: Class 2 contains 1409 members Entering Unmasked Estep Score: -125811.203125 Penalty: 733.796082 Iteration 5F: 3 clusters Score -125811.2 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1853 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -125986.117188 Penalty: 733.796082 Iteration 6F: 3 clusters Score -125986.1 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1974 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -126261.289062 Penalty: 733.796082 Iteration 7F: 3 clusters Score -126261.3 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2071 members Mstep: Class 2 contains 1106 members Entering Unmasked Estep Score: -126604.945312 Penalty: 733.796082 Iteration 8Q: 3 clusters Score -126604.9 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2122 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -126779.710938 Penalty: 733.796082 Iteration 9Q: 3 clusters Score -126779.7 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2156 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -126851.031250 Penalty: 733.796082 Iteration 10Q: 3 clusters Score -126851 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2170 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -126860.234375 Penalty: 733.796082 Iteration 11Q: 3 clusters Score -126860.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2174 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -126863.335938 Penalty: 733.796082 Iteration 12Q: 3 clusters Score -126863.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2177 members Mstep: Class 2 contains 1000 members Entering Unmasked Estep Score: -126865.015625 Penalty: 733.796082 Iteration 13Q: 3 clusters Score -126865 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2180 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -126865.312500 Penalty: 733.796082 Iteration 14Q: 3 clusters Score -126865.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2180 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -126865.312500 Penalty: 733.796082 Iteration 15F: 3 clusters Score -126865.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1276 members Mstep: Class 2 contains 1761 members Mstep: Class 3 contains 18119 members Mstep: Class 4 contains 3385 members Mstep: Class 5 contains 429 members Mstep: Class 6 contains 7233 members Mstep: Class 7 contains 1376 members Mstep: Class 8 contains 2180 members Mstep: Class 9 contains 9202 members Mstep: Class 10 contains 30902 members Mstep: Class 11 contains 780 members Mstep: Class 12 contains 264365 members Mstep: Class 13 contains 1351 members Mstep: Class 14 contains 997 members Mstep: Class 16 contains 1286 members Mstep: Class 17 contains 4980 members Mstep: Class 18 contains 4792 members Mstep: Class 19 contains 15017 members Entering Unmasked Estep Score: -15533323.000000 Penalty: 10499.424805 Splitting cluster 8 changes total score from -15527219.000000 to -15533323.000000 So it's getting split into cluster 14. Entering ConstructFrom: Trying to split cluster 10 (30902 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30902 members Entering Unmasked Estep Score: -1357164.750000 Penalty: 470.405212 Iteration 0F: 2 clusters Score -1357165 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15571 members Mstep: Class 2 contains 15331 members Entering Unmasked Estep Score: -1336511.250000 Penalty: 940.810425 Iteration 0F: 3 clusters Score -1336511 nChanged 14852 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18065 members Mstep: Class 2 contains 12837 members Entering Unmasked Estep Score: -1345677.125000 Penalty: 940.810425 Iteration 1F: 3 clusters Score -1345677 nChanged 2120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19853 members Mstep: Class 2 contains 11049 members Entering Unmasked Estep Score: -1346844.875000 Penalty: 940.810425 Iteration 2F: 3 clusters Score -1346845 nChanged 2517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22126 members Mstep: Class 2 contains 8776 members Entering Unmasked Estep Score: -1348542.875000 Penalty: 940.810425 Iteration 3F: 3 clusters Score -1348543 nChanged 2650 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24676 members Mstep: Class 2 contains 6226 members Entering Unmasked Estep Score: -1350698.875000 Penalty: 940.810425 Iteration 4F: 3 clusters Score -1350699 nChanged 2443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27073 members Mstep: Class 2 contains 3829 members Entering Unmasked Estep Score: -1352961.625000 Penalty: 940.810425 Iteration 5F: 3 clusters Score -1352962 nChanged 1785 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28844 members Mstep: Class 2 contains 2058 members Entering Unmasked Estep Score: -1354699.000000 Penalty: 940.810425 Iteration 6F: 3 clusters Score -1354699 nChanged 1047 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29889 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -1355756.250000 Penalty: 940.810425 Iteration 7Q: 3 clusters Score -1355756 nChanged 550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30435 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -1356337.250000 Penalty: 940.810425 Iteration 8Q: 3 clusters Score -1356337 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30659 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -1356686.375000 Penalty: 940.810425 Iteration 9Q: 3 clusters Score -1356686 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30675 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -1356784.750000 Penalty: 940.810425 Iteration 10Q: 3 clusters Score -1356785 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30679 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -1356818.875000 Penalty: 940.810425 Iteration 11Q: 3 clusters Score -1356819 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30688 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -1356834.000000 Penalty: 940.810425 Iteration 12Q: 3 clusters Score -1356834 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30687 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -1356841.250000 Penalty: 940.810425 Iteration 13Q: 3 clusters Score -1356841 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30684 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -1356843.250000 Penalty: 940.810425 Iteration 14Q: 3 clusters Score -1356843 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30682 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -1356844.000000 Penalty: 940.810425 Iteration 15Q: 3 clusters Score -1356844 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30679 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -1356844.750000 Penalty: 940.810425 Iteration 16Q: 3 clusters Score -1356845 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30674 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -1356846.875000 Penalty: 940.810425 Iteration 17Q: 3 clusters Score -1356847 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30673 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -1356849.625000 Penalty: 940.810425 Iteration 18Q: 3 clusters Score -1356850 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30675 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -1356852.000000 Penalty: 940.810425 Iteration 19Q: 3 clusters Score -1356852 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30675 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -1356855.125000 Penalty: 940.810425 Iteration 20F: 3 clusters Score -1356855 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30673 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -1356858.000000 Penalty: 940.810425 Iteration 21Q: 3 clusters Score -1356858 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30671 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -1356860.000000 Penalty: 940.810425 Iteration 22Q: 3 clusters Score -1356860 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30667 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -1356861.125000 Penalty: 940.810425 Iteration 23Q: 3 clusters Score -1356861 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30667 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -1356859.875000 Penalty: 940.810425 Iteration 24Q: 3 clusters Score -1356860 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30666 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -1356861.250000 Penalty: 940.810425 Iteration 25Q: 3 clusters Score -1356861 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30667 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -1356862.125000 Penalty: 940.810425 Iteration 26Q: 3 clusters Score -1356862 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30666 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -1356863.000000 Penalty: 940.810425 Iteration 27Q: 3 clusters Score -1356863 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30665 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -1356863.125000 Penalty: 940.810425 Iteration 28Q: 3 clusters Score -1356863 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30664 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -1356864.250000 Penalty: 940.810425 Iteration 29Q: 3 clusters Score -1356864 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30663 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -1356864.750000 Penalty: 940.810425 Iteration 30Q: 3 clusters Score -1356865 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30664 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -1356865.375000 Penalty: 940.810425 Iteration 31Q: 3 clusters Score -1356865 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30664 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -1356865.375000 Penalty: 940.810425 Iteration 32F: 3 clusters Score -1356865 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (780 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Entering Unmasked Estep Score: -31808.310547 Penalty: 302.997894 Iteration 0F: 2 clusters Score -31808.31 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -31137.386719 Penalty: 605.995789 Iteration 0F: 3 clusters Score -31137.39 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -31320.742188 Penalty: 605.995789 Iteration 1F: 3 clusters Score -31320.74 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -31392.822266 Penalty: 605.995789 Iteration 2F: 3 clusters Score -31392.82 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -31462.517578 Penalty: 605.995789 Iteration 3F: 3 clusters Score -31462.52 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -31512.753906 Penalty: 605.995789 Iteration 4F: 3 clusters Score -31512.75 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -31542.210938 Penalty: 605.995789 Iteration 5Q: 3 clusters Score -31542.21 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -31564.845703 Penalty: 605.995789 Iteration 6Q: 3 clusters Score -31564.85 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -31579.597656 Penalty: 605.995789 Iteration 7Q: 3 clusters Score -31579.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -31593.595703 Penalty: 605.995789 Iteration 8Q: 3 clusters Score -31593.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -31607.677734 Penalty: 605.995789 Iteration 9Q: 3 clusters Score -31607.68 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -31628.929688 Penalty: 605.995789 Iteration 10Q: 3 clusters Score -31628.93 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -31633.447266 Penalty: 605.995789 Iteration 11Q: 3 clusters Score -31633.45 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -31634.365234 Penalty: 605.995789 Iteration 12Q: 3 clusters Score -31634.37 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -31635.169922 Penalty: 605.995789 Iteration 13Q: 3 clusters Score -31635.17 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -31635.458984 Penalty: 605.995789 Iteration 14Q: 3 clusters Score -31635.46 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -31635.458984 Penalty: 605.995789 Iteration 15F: 3 clusters Score -31635.46 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (1351 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Entering Unmasked Estep Score: -49968.628906 Penalty: 327.991333 Iteration 0F: 2 clusters Score -49968.63 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -48931.554688 Penalty: 655.982666 Iteration 0F: 3 clusters Score -48931.55 nChanged 575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -49333.343750 Penalty: 655.982666 Iteration 1F: 3 clusters Score -49333.34 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -49625.585938 Penalty: 655.982666 Iteration 2F: 3 clusters Score -49625.59 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -50023.398438 Penalty: 655.982666 Iteration 3F: 3 clusters Score -50023.4 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -50393.578125 Penalty: 655.982666 Iteration 4F: 3 clusters Score -50393.58 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -50626.085938 Penalty: 655.982666 Iteration 5F: 3 clusters Score -50626.09 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -50701.738281 Penalty: 655.982666 Iteration 6F: 3 clusters Score -50701.74 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -50771.679688 Penalty: 655.982666 Iteration 7Q: 3 clusters Score -50771.68 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -50862.792969 Penalty: 655.982666 Iteration 8Q: 3 clusters Score -50862.79 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -50934.265625 Penalty: 655.982666 Iteration 9Q: 3 clusters Score -50934.27 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -50975.246094 Penalty: 655.982666 Iteration 10Q: 3 clusters Score -50975.25 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -51019.554688 Penalty: 655.982666 Iteration 11Q: 3 clusters Score -51019.55 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -51039.308594 Penalty: 655.982666 Iteration 12Q: 3 clusters Score -51039.31 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -51056.648438 Penalty: 655.982666 Iteration 13Q: 3 clusters Score -51056.65 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -51069.761719 Penalty: 655.982666 Iteration 14Q: 3 clusters Score -51069.76 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -51079.097656 Penalty: 655.982666 Iteration 15Q: 3 clusters Score -51079.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -51086.507812 Penalty: 655.982666 Iteration 16Q: 3 clusters Score -51086.51 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -51099.730469 Penalty: 655.982666 Iteration 17Q: 3 clusters Score -51099.73 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -51105.542969 Penalty: 655.982666 Iteration 18Q: 3 clusters Score -51105.54 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -51105.542969 Penalty: 655.982666 Iteration 19F: 3 clusters Score -51105.54 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1276 members Mstep: Class 2 contains 1761 members Mstep: Class 3 contains 18119 members Mstep: Class 4 contains 3385 members Mstep: Class 5 contains 429 members Mstep: Class 6 contains 7233 members Mstep: Class 7 contains 1376 members Mstep: Class 8 contains 2180 members Mstep: Class 9 contains 9202 members Mstep: Class 10 contains 30902 members Mstep: Class 11 contains 780 members Mstep: Class 12 contains 264365 members Mstep: Class 13 contains 987 members Mstep: Class 14 contains 997 members Mstep: Class 15 contains 364 members Mstep: Class 16 contains 1286 members Mstep: Class 17 contains 4980 members Mstep: Class 18 contains 4792 members Mstep: Class 19 contains 15017 members Entering Unmasked Estep Score: -15534199.000000 Penalty: 11082.726562 Splitting cluster 13 changes total score from -15527219.000000 to -15534199.000000 So it's getting split into cluster 15. Entering ConstructFrom: Trying to split cluster 16 (1286 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1286 members Entering Unmasked Estep Score: -47874.472656 Penalty: 325.747772 Iteration 0F: 2 clusters Score -47874.47 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -46883.496094 Penalty: 651.495544 Iteration 0F: 3 clusters Score -46883.5 nChanged 532 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -47236.164062 Penalty: 651.495544 Iteration 1F: 3 clusters Score -47236.16 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -47503.652344 Penalty: 651.495544 Iteration 2F: 3 clusters Score -47503.65 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -47964.406250 Penalty: 651.495544 Iteration 3F: 3 clusters Score -47964.41 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -48469.839844 Penalty: 651.495544 Iteration 4F: 3 clusters Score -48469.84 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -48788.562500 Penalty: 651.495544 Iteration 5F: 3 clusters Score -48788.56 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -48887.445312 Penalty: 651.495544 Iteration 6Q: 3 clusters Score -48887.45 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -48912.457031 Penalty: 651.495544 Iteration 7Q: 3 clusters Score -48912.46 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -48932.535156 Penalty: 651.495544 Iteration 8Q: 3 clusters Score -48932.54 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -48946.742188 Penalty: 651.495544 Iteration 9Q: 3 clusters Score -48946.74 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -48950.136719 Penalty: 651.495544 Iteration 10Q: 3 clusters Score -48950.14 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -48952.390625 Penalty: 651.495544 Iteration 11Q: 3 clusters Score -48952.39 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -48952.390625 Penalty: 651.495544 Iteration 12F: 3 clusters Score -48952.39 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1276 members Mstep: Class 2 contains 1761 members Mstep: Class 3 contains 18119 members Mstep: Class 4 contains 3385 members Mstep: Class 5 contains 429 members Mstep: Class 6 contains 7233 members Mstep: Class 7 contains 1376 members Mstep: Class 8 contains 2180 members Mstep: Class 9 contains 9202 members Mstep: Class 10 contains 30902 members Mstep: Class 11 contains 780 members Mstep: Class 12 contains 264365 members Mstep: Class 13 contains 987 members Mstep: Class 14 contains 997 members Mstep: Class 15 contains 364 members Mstep: Class 16 contains 321 members Mstep: Class 17 contains 4980 members Mstep: Class 18 contains 4792 members Mstep: Class 19 contains 15017 members Mstep: Class 20 contains 965 members Entering Unmasked Estep Score: -15535011.000000 Penalty: 11666.028320 Splitting cluster 16 changes total score from -15527219.000000 to -15535011.000000 So it's getting split into cluster 20. Entering ConstructFrom: Trying to split cluster 17 (4980 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4980 members Entering Unmasked Estep Score: -213313.031250 Penalty: 387.349945 Iteration 0F: 2 clusters Score -213313 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2463 members Mstep: Class 2 contains 2517 members Entering Unmasked Estep Score: -209900.390625 Penalty: 774.699890 Iteration 0F: 3 clusters Score -209900.4 nChanged 2267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2274 members Mstep: Class 2 contains 2706 members Entering Unmasked Estep Score: -211201.093750 Penalty: 774.699890 Iteration 1F: 3 clusters Score -211201.1 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2171 members Mstep: Class 2 contains 2809 members Entering Unmasked Estep Score: -211338.531250 Penalty: 774.699890 Iteration 2F: 3 clusters Score -211338.5 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2037 members Mstep: Class 2 contains 2943 members Entering Unmasked Estep Score: -211525.796875 Penalty: 774.699890 Iteration 3F: 3 clusters Score -211525.8 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1870 members Mstep: Class 2 contains 3110 members Entering Unmasked Estep Score: -211811.171875 Penalty: 774.699890 Iteration 4F: 3 clusters Score -211811.2 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1668 members Mstep: Class 2 contains 3312 members Entering Unmasked Estep Score: -212181.406250 Penalty: 774.699890 Iteration 5F: 3 clusters Score -212181.4 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1506 members Mstep: Class 2 contains 3474 members Entering Unmasked Estep Score: -212464.312500 Penalty: 774.699890 Iteration 6F: 3 clusters Score -212464.3 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1401 members Mstep: Class 2 contains 3579 members Entering Unmasked Estep Score: -212637.328125 Penalty: 774.699890 Iteration 7Q: 3 clusters Score -212637.3 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 3658 members Entering Unmasked Estep Score: -212733.062500 Penalty: 774.699890 Iteration 8Q: 3 clusters Score -212733.1 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1258 members Mstep: Class 2 contains 3722 members Entering Unmasked Estep Score: -212794.468750 Penalty: 774.699890 Iteration 9Q: 3 clusters Score -212794.5 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 3765 members Entering Unmasked Estep Score: -212841.515625 Penalty: 774.699890 Iteration 10Q: 3 clusters Score -212841.5 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 3807 members Entering Unmasked Estep Score: -212894.437500 Penalty: 774.699890 Iteration 11Q: 3 clusters Score -212894.4 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 3836 members Entering Unmasked Estep Score: -212931.750000 Penalty: 774.699890 Iteration 12Q: 3 clusters Score -212931.8 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1110 members Mstep: Class 2 contains 3870 members Entering Unmasked Estep Score: -212961.593750 Penalty: 774.699890 Iteration 13Q: 3 clusters Score -212961.6 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 3893 members Entering Unmasked Estep Score: -212990.531250 Penalty: 774.699890 Iteration 14Q: 3 clusters Score -212990.5 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 3921 members Entering Unmasked Estep Score: -213012.718750 Penalty: 774.699890 Iteration 15Q: 3 clusters Score -213012.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 3940 members Entering Unmasked Estep Score: -213027.609375 Penalty: 774.699890 Iteration 16Q: 3 clusters Score -213027.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 3958 members Entering Unmasked Estep Score: -213037.390625 Penalty: 774.699890 Iteration 17Q: 3 clusters Score -213037.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 3977 members Entering Unmasked Estep Score: -213044.484375 Penalty: 774.699890 Iteration 18Q: 3 clusters Score -213044.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 3998 members Entering Unmasked Estep Score: -213052.937500 Penalty: 774.699890 Iteration 19Q: 3 clusters Score -213052.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 4019 members Entering Unmasked Estep Score: -213059.312500 Penalty: 774.699890 Iteration 20F: 3 clusters Score -213059.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 4036 members Entering Unmasked Estep Score: -213064.468750 Penalty: 774.699890 Iteration 21Q: 3 clusters Score -213064.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 4049 members Entering Unmasked Estep Score: -213066.390625 Penalty: 774.699890 Iteration 22Q: 3 clusters Score -213066.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 4065 members Entering Unmasked Estep Score: -213069.781250 Penalty: 774.699890 Iteration 23Q: 3 clusters Score -213069.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 4073 members Entering Unmasked Estep Score: -213072.015625 Penalty: 774.699890 Iteration 24Q: 3 clusters Score -213072 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 4076 members Entering Unmasked Estep Score: -213072.343750 Penalty: 774.699890 Iteration 25Q: 3 clusters Score -213072.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 4077 members Entering Unmasked Estep Score: -213072.703125 Penalty: 774.699890 Iteration 26Q: 3 clusters Score -213072.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 4081 members Entering Unmasked Estep Score: -213072.781250 Penalty: 774.699890 Iteration 27Q: 3 clusters Score -213072.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 4084 members Entering Unmasked Estep Score: -213073.218750 Penalty: 774.699890 Iteration 28Q: 3 clusters Score -213073.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 4086 members Entering Unmasked Estep Score: -213073.296875 Penalty: 774.699890 Iteration 29Q: 3 clusters Score -213073.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 4086 members Entering Unmasked Estep Score: -213073.296875 Penalty: 774.699890 Iteration 30F: 3 clusters Score -213073.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (4792 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4792 members Entering Unmasked Estep Score: -200286.921875 Penalty: 385.598969 Iteration 0F: 2 clusters Score -200286.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2425 members Mstep: Class 2 contains 2367 members Entering Unmasked Estep Score: -197053.859375 Penalty: 771.197937 Iteration 0F: 3 clusters Score -197053.9 nChanged 2127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2588 members Mstep: Class 2 contains 2204 members Entering Unmasked Estep Score: -198260.843750 Penalty: 771.197937 Iteration 1F: 3 clusters Score -198260.8 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2684 members Mstep: Class 2 contains 2108 members Entering Unmasked Estep Score: -198385.187500 Penalty: 771.197937 Iteration 2F: 3 clusters Score -198385.2 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2796 members Mstep: Class 2 contains 1996 members Entering Unmasked Estep Score: -198517.703125 Penalty: 771.197937 Iteration 3F: 3 clusters Score -198517.7 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2954 members Mstep: Class 2 contains 1838 members Entering Unmasked Estep Score: -198706.312500 Penalty: 771.197937 Iteration 4F: 3 clusters Score -198706.3 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3102 members Mstep: Class 2 contains 1690 members Entering Unmasked Estep Score: -198960.375000 Penalty: 771.197937 Iteration 5F: 3 clusters Score -198960.4 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3236 members Mstep: Class 2 contains 1556 members Entering Unmasked Estep Score: -199261.531250 Penalty: 771.197937 Iteration 6F: 3 clusters Score -199261.5 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3327 members Mstep: Class 2 contains 1465 members Entering Unmasked Estep Score: -199541.390625 Penalty: 771.197937 Iteration 7F: 3 clusters Score -199541.4 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3396 members Mstep: Class 2 contains 1396 members Entering Unmasked Estep Score: -199754.906250 Penalty: 771.197937 Iteration 8Q: 3 clusters Score -199754.9 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3442 members Mstep: Class 2 contains 1350 members Entering Unmasked Estep Score: -199872.968750 Penalty: 771.197937 Iteration 9Q: 3 clusters Score -199873 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3469 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -199923.531250 Penalty: 771.197937 Iteration 10Q: 3 clusters Score -199923.5 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3487 members Mstep: Class 2 contains 1305 members Entering Unmasked Estep Score: -199959.234375 Penalty: 771.197937 Iteration 11Q: 3 clusters Score -199959.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3495 members Mstep: Class 2 contains 1297 members Entering Unmasked Estep Score: -199978.812500 Penalty: 771.197937 Iteration 12Q: 3 clusters Score -199978.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3496 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -199994.078125 Penalty: 771.197937 Iteration 13Q: 3 clusters Score -199994.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3493 members Mstep: Class 2 contains 1299 members Entering Unmasked Estep Score: -200000.046875 Penalty: 771.197937 Iteration 14Q: 3 clusters Score -200000 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3484 members Mstep: Class 2 contains 1308 members Entering Unmasked Estep Score: -200003.937500 Penalty: 771.197937 Iteration 15Q: 3 clusters Score -200003.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3477 members Mstep: Class 2 contains 1315 members Entering Unmasked Estep Score: -200006.734375 Penalty: 771.197937 Iteration 16Q: 3 clusters Score -200006.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3475 members Mstep: Class 2 contains 1317 members Entering Unmasked Estep Score: -200008.750000 Penalty: 771.197937 Iteration 17Q: 3 clusters Score -200008.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3476 members Mstep: Class 2 contains 1316 members Entering Unmasked Estep Score: -200009.218750 Penalty: 771.197937 Iteration 18Q: 3 clusters Score -200009.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3478 members Mstep: Class 2 contains 1314 members Entering Unmasked Estep Score: -200009.593750 Penalty: 771.197937 Iteration 19Q: 3 clusters Score -200009.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3481 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -200011.031250 Penalty: 771.197937 Iteration 20F: 3 clusters Score -200011 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3481 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -200012.062500 Penalty: 771.197937 Iteration 21Q: 3 clusters Score -200012.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3480 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -200012.156250 Penalty: 771.197937 Iteration 22Q: 3 clusters Score -200012.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3474 members Mstep: Class 2 contains 1318 members Entering Unmasked Estep Score: -200013.593750 Penalty: 771.197937 Iteration 23Q: 3 clusters Score -200013.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3471 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -200013.828125 Penalty: 771.197937 Iteration 24Q: 3 clusters Score -200013.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3469 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -200014.218750 Penalty: 771.197937 Iteration 25Q: 3 clusters Score -200014.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3469 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -200014.078125 Penalty: 771.197937 Iteration 26Q: 3 clusters Score -200014.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3469 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -200014.437500 Penalty: 771.197937 Iteration 27Q: 3 clusters Score -200014.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3470 members Mstep: Class 2 contains 1322 members Entering Unmasked Estep Score: -200014.828125 Penalty: 771.197937 Iteration 28Q: 3 clusters Score -200014.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3470 members Mstep: Class 2 contains 1322 members Entering Unmasked Estep Score: -200014.953125 Penalty: 771.197937 Iteration 29Q: 3 clusters Score -200015 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3471 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -200015.250000 Penalty: 771.197937 Iteration 30Q: 3 clusters Score -200015.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3473 members Mstep: Class 2 contains 1319 members Entering Unmasked Estep Score: -200015.484375 Penalty: 771.197937 Iteration 31Q: 3 clusters Score -200015.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3474 members Mstep: Class 2 contains 1318 members Entering Unmasked Estep Score: -200015.750000 Penalty: 771.197937 Iteration 32Q: 3 clusters Score -200015.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3474 members Mstep: Class 2 contains 1318 members Entering Unmasked Estep Score: -200016.281250 Penalty: 771.197937 Iteration 33Q: 3 clusters Score -200016.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3474 members Mstep: Class 2 contains 1318 members Entering Unmasked Estep Score: -200016.906250 Penalty: 771.197937 Iteration 34Q: 3 clusters Score -200016.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3478 members Mstep: Class 2 contains 1314 members Entering Unmasked Estep Score: -200016.984375 Penalty: 771.197937 Iteration 35Q: 3 clusters Score -200017 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3480 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -200017.937500 Penalty: 771.197937 Iteration 36Q: 3 clusters Score -200017.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3484 members Mstep: Class 2 contains 1308 members Entering Unmasked Estep Score: -200018.796875 Penalty: 771.197937 Iteration 37Q: 3 clusters Score -200018.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3488 members Mstep: Class 2 contains 1304 members Entering Unmasked Estep Score: -200019.468750 Penalty: 771.197937 Iteration 38Q: 3 clusters Score -200019.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3489 members Mstep: Class 2 contains 1303 members Entering Unmasked Estep Score: -200019.328125 Penalty: 771.197937 Iteration 39Q: 3 clusters Score -200019.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3487 members Mstep: Class 2 contains 1305 members Entering Unmasked Estep Score: -200019.625000 Penalty: 771.197937 Iteration 40F: 3 clusters Score -200019.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3488 members Mstep: Class 2 contains 1304 members Entering Unmasked Estep Score: -200019.765625 Penalty: 771.197937 Iteration 41Q: 3 clusters Score -200019.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3489 members Mstep: Class 2 contains 1303 members Entering Unmasked Estep Score: -200019.328125 Penalty: 771.197937 Iteration 42Q: 3 clusters Score -200019.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3490 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -200019.218750 Penalty: 771.197937 Iteration 43Q: 3 clusters Score -200019.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3491 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -200019.859375 Penalty: 771.197937 Iteration 44Q: 3 clusters Score -200019.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3490 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -200019.421875 Penalty: 771.197937 Iteration 45Q: 3 clusters Score -200019.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3490 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -200020.468750 Penalty: 771.197937 Iteration 46Q: 3 clusters Score -200020.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3488 members Mstep: Class 2 contains 1304 members Entering Unmasked Estep Score: -200020.859375 Penalty: 771.197937 Iteration 47Q: 3 clusters Score -200020.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3487 members Mstep: Class 2 contains 1305 members Entering Unmasked Estep Score: -200020.593750 Penalty: 771.197937 Iteration 48Q: 3 clusters Score -200020.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3486 members Mstep: Class 2 contains 1306 members Entering Unmasked Estep Score: -200020.718750 Penalty: 771.197937 Iteration 49Q: 3 clusters Score -200020.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3486 members Mstep: Class 2 contains 1306 members Entering Unmasked Estep Score: -200020.718750 Penalty: 771.197937 Iteration 50F: 3 clusters Score -200020.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (15017 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15017 members Entering Unmasked Estep Score: -709139.375000 Penalty: 437.570709 Iteration 0F: 2 clusters Score -709139.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7555 members Mstep: Class 2 contains 7462 members Entering Unmasked Estep Score: -699153.500000 Penalty: 875.141418 Iteration 0F: 3 clusters Score -699153.5 nChanged 7097 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7380 members Mstep: Class 2 contains 7637 members Entering Unmasked Estep Score: -703727.437500 Penalty: 875.141418 Iteration 1F: 3 clusters Score -703727.4 nChanged 1066 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7120 members Mstep: Class 2 contains 7897 members Entering Unmasked Estep Score: -704552.125000 Penalty: 875.141418 Iteration 2F: 3 clusters Score -704552.1 nChanged 1211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6839 members Mstep: Class 2 contains 8178 members Entering Unmasked Estep Score: -705695.437500 Penalty: 875.141418 Iteration 3F: 3 clusters Score -705695.4 nChanged 1186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6585 members Mstep: Class 2 contains 8432 members Entering Unmasked Estep Score: -706689.500000 Penalty: 875.141418 Iteration 4F: 3 clusters Score -706689.5 nChanged 906 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6417 members Mstep: Class 2 contains 8600 members Entering Unmasked Estep Score: -707185.187500 Penalty: 875.141418 Iteration 5F: 3 clusters Score -707185.2 nChanged 502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6319 members Mstep: Class 2 contains 8698 members Entering Unmasked Estep Score: -707364.500000 Penalty: 875.141418 Iteration 6Q: 3 clusters Score -707364.5 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6241 members Mstep: Class 2 contains 8776 members Entering Unmasked Estep Score: -707449.812500 Penalty: 875.141418 Iteration 7Q: 3 clusters Score -707449.8 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6170 members Mstep: Class 2 contains 8847 members Entering Unmasked Estep Score: -707501.500000 Penalty: 875.141418 Iteration 8Q: 3 clusters Score -707501.5 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6104 members Mstep: Class 2 contains 8913 members Entering Unmasked Estep Score: -707533.687500 Penalty: 875.141418 Iteration 9Q: 3 clusters Score -707533.7 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6043 members Mstep: Class 2 contains 8974 members Entering Unmasked Estep Score: -707560.562500 Penalty: 875.141418 Iteration 10Q: 3 clusters Score -707560.6 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5986 members Mstep: Class 2 contains 9031 members Entering Unmasked Estep Score: -707590.812500 Penalty: 875.141418 Iteration 11Q: 3 clusters Score -707590.8 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5926 members Mstep: Class 2 contains 9091 members Entering Unmasked Estep Score: -707613.437500 Penalty: 875.141418 Iteration 12Q: 3 clusters Score -707613.4 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5861 members Mstep: Class 2 contains 9156 members Entering Unmasked Estep Score: -707630.812500 Penalty: 875.141418 Iteration 13Q: 3 clusters Score -707630.8 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5788 members Mstep: Class 2 contains 9229 members Entering Unmasked Estep Score: -707648.312500 Penalty: 875.141418 Iteration 14Q: 3 clusters Score -707648.3 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5733 members Mstep: Class 2 contains 9284 members Entering Unmasked Estep Score: -707656.062500 Penalty: 875.141418 Iteration 15Q: 3 clusters Score -707656.1 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5682 members Mstep: Class 2 contains 9335 members Entering Unmasked Estep Score: -707669.687500 Penalty: 875.141418 Iteration 16Q: 3 clusters Score -707669.7 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5625 members Mstep: Class 2 contains 9392 members Entering Unmasked Estep Score: -707680.812500 Penalty: 875.141418 Iteration 17Q: 3 clusters Score -707680.8 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5569 members Mstep: Class 2 contains 9448 members Entering Unmasked Estep Score: -707693.250000 Penalty: 875.141418 Iteration 18Q: 3 clusters Score -707693.2 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5497 members Mstep: Class 2 contains 9520 members Entering Unmasked Estep Score: -707706.375000 Penalty: 875.141418 Iteration 19Q: 3 clusters Score -707706.4 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5413 members Mstep: Class 2 contains 9604 members Entering Unmasked Estep Score: -707725.562500 Penalty: 875.141418 Iteration 20F: 3 clusters Score -707725.6 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5322 members Mstep: Class 2 contains 9695 members Entering Unmasked Estep Score: -707744.812500 Penalty: 875.141418 Iteration 21Q: 3 clusters Score -707744.8 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5238 members Mstep: Class 2 contains 9779 members Entering Unmasked Estep Score: -707764.312500 Penalty: 875.141418 Iteration 22Q: 3 clusters Score -707764.3 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5155 members Mstep: Class 2 contains 9862 members Entering Unmasked Estep Score: -707779.812500 Penalty: 875.141418 Iteration 23Q: 3 clusters Score -707779.8 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5070 members Mstep: Class 2 contains 9947 members Entering Unmasked Estep Score: -707799.062500 Penalty: 875.141418 Iteration 24Q: 3 clusters Score -707799.1 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4985 members Mstep: Class 2 contains 10032 members Entering Unmasked Estep Score: -707817.562500 Penalty: 875.141418 Iteration 25Q: 3 clusters Score -707817.6 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4911 members Mstep: Class 2 contains 10106 members Entering Unmasked Estep Score: -707827.875000 Penalty: 875.141418 Iteration 26Q: 3 clusters Score -707827.9 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4847 members Mstep: Class 2 contains 10170 members Entering Unmasked Estep Score: -707840.187500 Penalty: 875.141418 Iteration 27Q: 3 clusters Score -707840.2 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4776 members Mstep: Class 2 contains 10241 members Entering Unmasked Estep Score: -707847.062500 Penalty: 875.141418 Iteration 28Q: 3 clusters Score -707847.1 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4698 members Mstep: Class 2 contains 10319 members Entering Unmasked Estep Score: -707862.062500 Penalty: 875.141418 Iteration 29Q: 3 clusters Score -707862.1 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4615 members Mstep: Class 2 contains 10402 members Entering Unmasked Estep Score: -707875.687500 Penalty: 875.141418 Iteration 30Q: 3 clusters Score -707875.7 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4527 members Mstep: Class 2 contains 10490 members Entering Unmasked Estep Score: -707891.375000 Penalty: 875.141418 Iteration 31Q: 3 clusters Score -707891.4 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4445 members Mstep: Class 2 contains 10572 members Entering Unmasked Estep Score: -707899.500000 Penalty: 875.141418 Iteration 32Q: 3 clusters Score -707899.5 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4364 members Mstep: Class 2 contains 10653 members Entering Unmasked Estep Score: -707915.500000 Penalty: 875.141418 Iteration 33Q: 3 clusters Score -707915.5 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4282 members Mstep: Class 2 contains 10735 members Entering Unmasked Estep Score: -707931.937500 Penalty: 875.141418 Iteration 34Q: 3 clusters Score -707931.9 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4191 members Mstep: Class 2 contains 10826 members Entering Unmasked Estep Score: -707943.687500 Penalty: 875.141418 Iteration 35Q: 3 clusters Score -707943.7 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4096 members Mstep: Class 2 contains 10921 members Entering Unmasked Estep Score: -707962.000000 Penalty: 875.141418 Iteration 36Q: 3 clusters Score -707962 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3996 members Mstep: Class 2 contains 11021 members Entering Unmasked Estep Score: -707976.562500 Penalty: 875.141418 Iteration 37Q: 3 clusters Score -707976.6 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3918 members Mstep: Class 2 contains 11099 members Entering Unmasked Estep Score: -707990.625000 Penalty: 875.141418 Iteration 38Q: 3 clusters Score -707990.6 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3828 members Mstep: Class 2 contains 11189 members Entering Unmasked Estep Score: -708004.062500 Penalty: 875.141418 Iteration 39Q: 3 clusters Score -708004.1 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3736 members Mstep: Class 2 contains 11281 members Entering Unmasked Estep Score: -708020.875000 Penalty: 875.141418 Iteration 40F: 3 clusters Score -708020.9 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3630 members Mstep: Class 2 contains 11387 members Entering Unmasked Estep Score: -708041.750000 Penalty: 875.141418 Iteration 41Q: 3 clusters Score -708041.8 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3519 members Mstep: Class 2 contains 11498 members Entering Unmasked Estep Score: -708065.375000 Penalty: 875.141418 Iteration 42Q: 3 clusters Score -708065.4 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3385 members Mstep: Class 2 contains 11632 members Entering Unmasked Estep Score: -708096.875000 Penalty: 875.141418 Iteration 43Q: 3 clusters Score -708096.9 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3251 members Mstep: Class 2 contains 11766 members Entering Unmasked Estep Score: -708129.562500 Penalty: 875.141418 Iteration 44Q: 3 clusters Score -708129.6 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3126 members Mstep: Class 2 contains 11891 members Entering Unmasked Estep Score: -708160.250000 Penalty: 875.141418 Iteration 45Q: 3 clusters Score -708160.2 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3010 members Mstep: Class 2 contains 12007 members Entering Unmasked Estep Score: -708187.375000 Penalty: 875.141418 Iteration 46Q: 3 clusters Score -708187.4 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2888 members Mstep: Class 2 contains 12129 members Entering Unmasked Estep Score: -708216.500000 Penalty: 875.141418 Iteration 47Q: 3 clusters Score -708216.5 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2771 members Mstep: Class 2 contains 12246 members Entering Unmasked Estep Score: -708245.562500 Penalty: 875.141418 Iteration 48Q: 3 clusters Score -708245.6 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2647 members Mstep: Class 2 contains 12370 members Entering Unmasked Estep Score: -708277.125000 Penalty: 875.141418 Iteration 49Q: 3 clusters Score -708277.1 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2528 members Mstep: Class 2 contains 12489 members Entering Unmasked Estep Score: -708303.687500 Penalty: 875.141418 Iteration 50Q: 3 clusters Score -708303.7 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2414 members Mstep: Class 2 contains 12603 members Entering Unmasked Estep Score: -708328.937500 Penalty: 875.141418 Iteration 51Q: 3 clusters Score -708328.9 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2313 members Mstep: Class 2 contains 12704 members Entering Unmasked Estep Score: -708353.187500 Penalty: 875.141418 Iteration 52Q: 3 clusters Score -708353.2 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2215 members Mstep: Class 2 contains 12802 members Entering Unmasked Estep Score: -708373.062500 Penalty: 875.141418 Iteration 53Q: 3 clusters Score -708373.1 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2132 members Mstep: Class 2 contains 12885 members Entering Unmasked Estep Score: -708391.125000 Penalty: 875.141418 Iteration 54Q: 3 clusters Score -708391.1 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2053 members Mstep: Class 2 contains 12964 members Entering Unmasked Estep Score: -708405.687500 Penalty: 875.141418 Iteration 55Q: 3 clusters Score -708405.7 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1980 members Mstep: Class 2 contains 13037 members Entering Unmasked Estep Score: -708422.375000 Penalty: 875.141418 Iteration 56Q: 3 clusters Score -708422.4 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1910 members Mstep: Class 2 contains 13107 members Entering Unmasked Estep Score: -708435.937500 Penalty: 875.141418 Iteration 57Q: 3 clusters Score -708435.9 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1845 members Mstep: Class 2 contains 13172 members Entering Unmasked Estep Score: -708449.937500 Penalty: 875.141418 Iteration 58Q: 3 clusters Score -708449.9 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1782 members Mstep: Class 2 contains 13235 members Entering Unmasked Estep Score: -708461.187500 Penalty: 875.141418 Iteration 59Q: 3 clusters Score -708461.2 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1723 members Mstep: Class 2 contains 13294 members Entering Unmasked Estep Score: -708472.062500 Penalty: 875.141418 Iteration 60F: 3 clusters Score -708472.1 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1649 members Mstep: Class 2 contains 13368 members Entering Unmasked Estep Score: -708487.937500 Penalty: 875.141418 Iteration 61Q: 3 clusters Score -708487.9 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1576 members Mstep: Class 2 contains 13441 members Entering Unmasked Estep Score: -708506.250000 Penalty: 875.141418 Iteration 62Q: 3 clusters Score -708506.2 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1514 members Mstep: Class 2 contains 13503 members Entering Unmasked Estep Score: -708520.375000 Penalty: 875.141418 Iteration 63Q: 3 clusters Score -708520.4 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1448 members Mstep: Class 2 contains 13569 members Entering Unmasked Estep Score: -708541.562500 Penalty: 875.141418 Iteration 64Q: 3 clusters Score -708541.6 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 13641 members Entering Unmasked Estep Score: -708564.250000 Penalty: 875.141418 Iteration 65Q: 3 clusters Score -708564.2 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1314 members Mstep: Class 2 contains 13703 members Entering Unmasked Estep Score: -708579.312500 Penalty: 875.141418 Iteration 66Q: 3 clusters Score -708579.3 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1255 members Mstep: Class 2 contains 13762 members Entering Unmasked Estep Score: -708592.937500 Penalty: 875.141418 Iteration 67Q: 3 clusters Score -708592.9 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 13827 members Entering Unmasked Estep Score: -708610.375000 Penalty: 875.141418 Iteration 68Q: 3 clusters Score -708610.4 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 13884 members Entering Unmasked Estep Score: -708625.062500 Penalty: 875.141418 Iteration 69Q: 3 clusters Score -708625.1 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 13945 members Entering Unmasked Estep Score: -708640.875000 Penalty: 875.141418 Iteration 70Q: 3 clusters Score -708640.9 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 14009 members Entering Unmasked Estep Score: -708653.625000 Penalty: 875.141418 Iteration 71Q: 3 clusters Score -708653.6 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 14065 members Entering Unmasked Estep Score: -708669.750000 Penalty: 875.141418 Iteration 72Q: 3 clusters Score -708669.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 14110 members Entering Unmasked Estep Score: -708680.437500 Penalty: 875.141418 Iteration 73Q: 3 clusters Score -708680.4 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 14157 members Entering Unmasked Estep Score: -708692.625000 Penalty: 875.141418 Iteration 74Q: 3 clusters Score -708692.6 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 14202 members Entering Unmasked Estep Score: -708708.687500 Penalty: 875.141418 Iteration 75Q: 3 clusters Score -708708.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 14238 members Entering Unmasked Estep Score: -708723.312500 Penalty: 875.141418 Iteration 76Q: 3 clusters Score -708723.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 14278 members Entering Unmasked Estep Score: -708738.125000 Penalty: 875.141418 Iteration 77Q: 3 clusters Score -708738.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 14316 members Entering Unmasked Estep Score: -708750.062500 Penalty: 875.141418 Iteration 78Q: 3 clusters Score -708750.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 14353 members Entering Unmasked Estep Score: -708766.312500 Penalty: 875.141418 Iteration 79Q: 3 clusters Score -708766.3 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 14396 members Entering Unmasked Estep Score: -708776.000000 Penalty: 875.141418 Iteration 80F: 3 clusters Score -708776 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 14431 members Entering Unmasked Estep Score: -708787.187500 Penalty: 875.141418 Iteration 81Q: 3 clusters Score -708787.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 14462 members Entering Unmasked Estep Score: -708797.937500 Penalty: 875.141418 Iteration 82Q: 3 clusters Score -708797.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 14493 members Entering Unmasked Estep Score: -708811.187500 Penalty: 875.141418 Iteration 83Q: 3 clusters Score -708811.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 14515 members Entering Unmasked Estep Score: -708817.375000 Penalty: 875.141418 Iteration 84Q: 3 clusters Score -708817.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 14532 members Entering Unmasked Estep Score: -708822.312500 Penalty: 875.141418 Iteration 85Q: 3 clusters Score -708822.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 14550 members Entering Unmasked Estep Score: -708828.437500 Penalty: 875.141418 Iteration 86Q: 3 clusters Score -708828.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 14564 members Entering Unmasked Estep Score: -708833.875000 Penalty: 875.141418 Iteration 87Q: 3 clusters Score -708833.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 14574 members Entering Unmasked Estep Score: -708838.500000 Penalty: 875.141418 Iteration 88Q: 3 clusters Score -708838.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 14581 members Entering Unmasked Estep Score: -708840.687500 Penalty: 875.141418 Iteration 89Q: 3 clusters Score -708840.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 14584 members Entering Unmasked Estep Score: -708841.000000 Penalty: 875.141418 Iteration 90Q: 3 clusters Score -708841 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 14587 members Entering Unmasked Estep Score: -708843.250000 Penalty: 875.141418 Iteration 91Q: 3 clusters Score -708843.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 14589 members Entering Unmasked Estep Score: -708845.437500 Penalty: 875.141418 Iteration 92Q: 3 clusters Score -708845.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 14591 members Entering Unmasked Estep Score: -708846.062500 Penalty: 875.141418 Iteration 93Q: 3 clusters Score -708846.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 14592 members Entering Unmasked Estep Score: -708846.062500 Penalty: 875.141418 Iteration 94Q: 3 clusters Score -708846.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 14592 members Entering Unmasked Estep Score: -708846.062500 Penalty: 875.141418 Iteration 95F: 3 clusters Score -708846.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1276 members Mstep: Class 2 contains 1761 members Mstep: Class 3 contains 18119 members Mstep: Class 4 contains 3385 members Mstep: Class 5 contains 429 members Mstep: Class 7 contains 1376 members Mstep: Class 8 contains 2180 members Mstep: Class 10 contains 30902 members Mstep: Class 11 contains 780 members Mstep: Class 13 contains 987 members Mstep: Class 16 contains 321 members Mstep: Class 17 contains 4980 members Mstep: Class 18 contains 4792 members Mstep: Class 19 contains 15017 members Entering Unmasked Estep ConsiderDeletion Score: -15536492.000000 Penalty: 11666.028320 Iteration 39Q: 21 clusters Score -1.553649e+07 nChanged 3259 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 1819 members Mstep: Class 3 contains 18253 members Mstep: Class 4 contains 3284 members Mstep: Class 5 contains 427 members Mstep: Class 6 contains 7326 members Mstep: Class 7 contains 1480 members Mstep: Class 8 contains 2221 members Mstep: Class 9 contains 10080 members Mstep: Class 10 contains 30933 members Mstep: Class 11 contains 779 members Mstep: Class 12 contains 262877 members Mstep: Class 13 contains 987 members Mstep: Class 14 contains 1117 members Mstep: Class 15 contains 364 members Mstep: Class 16 contains 321 members Mstep: Class 17 contains 4876 members Mstep: Class 18 contains 4795 members Mstep: Class 19 contains 15299 members Mstep: Class 20 contains 965 members Entering Unmasked Estep ConsiderDeletion Score: -15538030.000000 Penalty: 11666.028320 Iteration 40F: 21 clusters Score -1.553803e+07 nChanged 1926 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 1873 members Mstep: Class 3 contains 18285 members Mstep: Class 4 contains 3190 members Mstep: Class 5 contains 442 members Mstep: Class 6 contains 7423 members Mstep: Class 7 contains 1492 members Mstep: Class 8 contains 2285 members Mstep: Class 9 contains 10685 members Mstep: Class 10 contains 30891 members Mstep: Class 11 contains 773 members Mstep: Class 12 contains 261941 members Mstep: Class 13 contains 988 members Mstep: Class 14 contains 1198 members Mstep: Class 15 contains 365 members Mstep: Class 16 contains 320 members Mstep: Class 17 contains 4764 members Mstep: Class 18 contains 4805 members Mstep: Class 19 contains 15569 members Mstep: Class 20 contains 966 members Entering Unmasked Estep ConsiderDeletion Score: -15538530.000000 Penalty: 11666.028320 Iteration 41Q: 21 clusters Score -1.553853e+07 nChanged 1486 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 1938 members Mstep: Class 3 contains 18299 members Mstep: Class 4 contains 3088 members Mstep: Class 5 contains 440 members Mstep: Class 6 contains 7496 members Mstep: Class 7 contains 1494 members Mstep: Class 8 contains 2346 members Mstep: Class 9 contains 11161 members Mstep: Class 10 contains 30831 members Mstep: Class 11 contains 774 members Mstep: Class 12 contains 261239 members Mstep: Class 13 contains 988 members Mstep: Class 14 contains 1250 members Mstep: Class 15 contains 365 members Mstep: Class 16 contains 320 members Mstep: Class 17 contains 4657 members Mstep: Class 18 contains 4816 members Mstep: Class 19 contains 15813 members Mstep: Class 20 contains 966 members Entering Unmasked Estep ConsiderDeletion Score: -15538796.000000 Penalty: 11666.028320 Iteration 42Q: 21 clusters Score -1.55388e+07 nChanged 1281 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 2002 members Mstep: Class 3 contains 18288 members Mstep: Class 4 contains 2971 members Mstep: Class 5 contains 438 members Mstep: Class 6 contains 7541 members Mstep: Class 7 contains 1490 members Mstep: Class 8 contains 2393 members Mstep: Class 9 contains 11531 members Mstep: Class 10 contains 30791 members Mstep: Class 11 contains 771 members Mstep: Class 12 contains 260715 members Mstep: Class 13 contains 988 members Mstep: Class 14 contains 1295 members Mstep: Class 15 contains 365 members Mstep: Class 16 contains 320 members Mstep: Class 17 contains 4578 members Mstep: Class 18 contains 4843 members Mstep: Class 19 contains 16013 members Mstep: Class 20 contains 966 members Entering Unmasked Estep ConsiderDeletion Score: -15539094.000000 Penalty: 11666.028320 Iteration 43Q: 21 clusters Score -1.553909e+07 nChanged 1118 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 2054 members Mstep: Class 3 contains 18263 members Mstep: Class 4 contains 2869 members Mstep: Class 5 contains 437 members Mstep: Class 6 contains 7582 members Mstep: Class 7 contains 1481 members Mstep: Class 8 contains 2440 members Mstep: Class 9 contains 11819 members Mstep: Class 10 contains 30763 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 260303 members Mstep: Class 13 contains 988 members Mstep: Class 14 contains 1332 members Mstep: Class 15 contains 365 members Mstep: Class 16 contains 320 members Mstep: Class 17 contains 4499 members Mstep: Class 18 contains 4866 members Mstep: Class 19 contains 16202 members Mstep: Class 20 contains 966 members Entering Unmasked Estep ConsiderDeletion Score: -15539203.000000 Penalty: 11666.028320 Iteration 44Q: 21 clusters Score -1.55392e+07 nChanged 981 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 2102 members Mstep: Class 3 contains 18247 members Mstep: Class 4 contains 2769 members Mstep: Class 5 contains 437 members Mstep: Class 6 contains 7613 members Mstep: Class 7 contains 1477 members Mstep: Class 8 contains 2484 members Mstep: Class 9 contains 12073 members Mstep: Class 10 contains 30747 members Mstep: Class 11 contains 776 members Mstep: Class 12 contains 259902 members Mstep: Class 13 contains 988 members Mstep: Class 14 contains 1352 members Mstep: Class 15 contains 365 members Mstep: Class 16 contains 320 members Mstep: Class 17 contains 4439 members Mstep: Class 18 contains 4891 members Mstep: Class 19 contains 16394 members Mstep: Class 20 contains 966 members Entering Unmasked Estep ConsiderDeletion Score: -15539429.000000 Penalty: 11666.028320 Iteration 45Q: 21 clusters Score -1.553943e+07 nChanged 801 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 2140 members Mstep: Class 3 contains 18232 members Mstep: Class 4 contains 2686 members Mstep: Class 5 contains 437 members Mstep: Class 6 contains 7635 members Mstep: Class 7 contains 1479 members Mstep: Class 8 contains 2517 members Mstep: Class 9 contains 12273 members Mstep: Class 10 contains 30725 members Mstep: Class 11 contains 782 members Mstep: Class 12 contains 259586 members Mstep: Class 13 contains 988 members Mstep: Class 14 contains 1369 members Mstep: Class 15 contains 365 members Mstep: Class 16 contains 320 members Mstep: Class 17 contains 4393 members Mstep: Class 18 contains 4910 members Mstep: Class 19 contains 16554 members Mstep: Class 20 contains 966 members Entering Unmasked Estep ConsiderDeletion Score: -15539607.000000 Penalty: 11666.028320 Iteration 46Q: 21 clusters Score -1.553961e+07 nChanged 701 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 2169 members Mstep: Class 3 contains 18237 members Mstep: Class 4 contains 2617 members Mstep: Class 5 contains 436 members Mstep: Class 6 contains 7646 members Mstep: Class 7 contains 1472 members Mstep: Class 8 contains 2552 members Mstep: Class 9 contains 12438 members Mstep: Class 10 contains 30701 members Mstep: Class 11 contains 783 members Mstep: Class 12 contains 259334 members Mstep: Class 13 contains 988 members Mstep: Class 14 contains 1385 members Mstep: Class 15 contains 365 members Mstep: Class 16 contains 320 members Mstep: Class 17 contains 4346 members Mstep: Class 18 contains 4926 members Mstep: Class 19 contains 16692 members Mstep: Class 20 contains 966 members Entering Unmasked Estep ConsiderDeletion Score: -15539677.000000 Penalty: 11666.028320 Iteration 47Q: 21 clusters Score -1.553968e+07 nChanged 611 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 2180 members Mstep: Class 3 contains 18225 members Mstep: Class 4 contains 2566 members Mstep: Class 5 contains 438 members Mstep: Class 6 contains 7658 members Mstep: Class 7 contains 1465 members Mstep: Class 8 contains 2583 members Mstep: Class 9 contains 12560 members Mstep: Class 10 contains 30692 members Mstep: Class 11 contains 785 members Mstep: Class 12 contains 259112 members Mstep: Class 13 contains 988 members Mstep: Class 14 contains 1392 members Mstep: Class 15 contains 365 members Mstep: Class 16 contains 320 members Mstep: Class 17 contains 4305 members Mstep: Class 18 contains 4947 members Mstep: Class 19 contains 16836 members Mstep: Class 20 contains 966 members Entering Unmasked Estep ConsiderDeletion Score: -15539823.000000 Penalty: 11666.028320 Iteration 48Q: 21 clusters Score -1.553982e+07 nChanged 562 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 2197 members Mstep: Class 3 contains 18190 members Mstep: Class 4 contains 2516 members Mstep: Class 5 contains 440 members Mstep: Class 6 contains 7675 members Mstep: Class 7 contains 1455 members Mstep: Class 8 contains 2615 members Mstep: Class 9 contains 12673 members Mstep: Class 10 contains 30688 members Mstep: Class 11 contains 792 members Mstep: Class 12 contains 258925 members Mstep: Class 13 contains 988 members Mstep: Class 14 contains 1400 members Mstep: Class 15 contains 365 members Mstep: Class 16 contains 320 members Mstep: Class 17 contains 4270 members Mstep: Class 18 contains 4966 members Mstep: Class 19 contains 16953 members Mstep: Class 20 contains 966 members Entering Unmasked Estep ConsiderDeletion Score: -15539886.000000 Penalty: 11666.028320 Iteration 49Q: 21 clusters Score -1.553989e+07 nChanged 497 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 2200 members Mstep: Class 3 contains 18162 members Mstep: Class 4 contains 2485 members Mstep: Class 5 contains 440 members Mstep: Class 6 contains 7689 members Mstep: Class 7 contains 1447 members Mstep: Class 8 contains 2652 members Mstep: Class 9 contains 12764 members Mstep: Class 10 contains 30681 members Mstep: Class 11 contains 794 members Mstep: Class 12 contains 258765 members Mstep: Class 13 contains 988 members Mstep: Class 14 contains 1406 members Mstep: Class 15 contains 365 members Mstep: Class 16 contains 320 members Mstep: Class 17 contains 4231 members Mstep: Class 18 contains 4986 members Mstep: Class 19 contains 17070 members Mstep: Class 20 contains 966 members Entering Unmasked Estep ConsiderDeletion Score: -15539931.000000 Penalty: 11666.028320 Iteration 50Q: 21 clusters Score -1.553993e+07 nChanged 488 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 2213 members Mstep: Class 3 contains 18139 members Mstep: Class 4 contains 2451 members Mstep: Class 5 contains 441 members Mstep: Class 6 contains 7707 members Mstep: Class 7 contains 1443 members Mstep: Class 8 contains 2682 members Mstep: Class 9 contains 12843 members Mstep: Class 10 contains 30677 members Mstep: Class 11 contains 793 members Mstep: Class 12 contains 258630 members Mstep: Class 13 contains 988 members Mstep: Class 14 contains 1411 members Mstep: Class 15 contains 365 members Mstep: Class 16 contains 320 members Mstep: Class 17 contains 4185 members Mstep: Class 18 contains 5003 members Mstep: Class 19 contains 17177 members Mstep: Class 20 contains 966 members Entering Unmasked Estep ConsiderDeletion Score: -15539989.000000 Penalty: 11666.028320 Iteration 51Q: 21 clusters Score -1.553999e+07 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 2219 members Mstep: Class 3 contains 18139 members Mstep: Class 4 contains 2419 members Mstep: Class 5 contains 441 members Mstep: Class 6 contains 7723 members Mstep: Class 7 contains 1431 members Mstep: Class 8 contains 2707 members Mstep: Class 9 contains 12933 members Mstep: Class 10 contains 30673 members Mstep: Class 11 contains 794 members Mstep: Class 12 contains 258479 members Mstep: Class 13 contains 988 members Mstep: Class 14 contains 1413 members Mstep: Class 15 contains 365 members Mstep: Class 16 contains 320 members Mstep: Class 17 contains 4136 members Mstep: Class 18 contains 5021 members Mstep: Class 19 contains 17280 members Mstep: Class 20 contains 966 members Entering Unmasked Estep ConsiderDeletion Score: -15540103.000000 Penalty: 11666.028320 Iteration 52Q: 21 clusters Score -1.55401e+07 nChanged 463 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 2222 members Mstep: Class 3 contains 18121 members Mstep: Class 4 contains 2396 members Mstep: Class 5 contains 442 members Mstep: Class 6 contains 7745 members Mstep: Class 7 contains 1426 members Mstep: Class 8 contains 2726 members Mstep: Class 9 contains 13008 members Mstep: Class 10 contains 30672 members Mstep: Class 11 contains 798 members Mstep: Class 12 contains 258360 members Mstep: Class 13 contains 988 members Mstep: Class 14 contains 1418 members Mstep: Class 15 contains 365 members Mstep: Class 16 contains 320 members Mstep: Class 17 contains 4087 members Mstep: Class 18 contains 5026 members Mstep: Class 19 contains 17376 members Mstep: Class 20 contains 966 members Entering Unmasked Estep ConsiderDeletion Score: -15540109.000000 Penalty: 11666.028320 Iteration 53Q: 21 clusters Score -1.554011e+07 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 2228 members Mstep: Class 3 contains 18121 members Mstep: Class 4 contains 2384 members Mstep: Class 5 contains 442 members Mstep: Class 6 contains 7757 members Mstep: Class 7 contains 1413 members Mstep: Class 8 contains 2747 members Mstep: Class 9 contains 13077 members Mstep: Class 10 contains 30664 members Mstep: Class 11 contains 802 members Mstep: Class 12 contains 258228 members Mstep: Class 13 contains 988 members Mstep: Class 14 contains 1421 members Mstep: Class 15 contains 365 members Mstep: Class 16 contains 320 members Mstep: Class 17 contains 4031 members Mstep: Class 18 contains 5027 members Mstep: Class 19 contains 17491 members Mstep: Class 20 contains 966 members Entering Unmasked Estep ConsiderDeletion Score: -15540189.000000 Penalty: 11666.028320 Iteration 54Q: 21 clusters Score -1.554019e+07 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 2232 members Mstep: Class 3 contains 18124 members Mstep: Class 4 contains 2366 members Mstep: Class 5 contains 443 members Mstep: Class 6 contains 7764 members Mstep: Class 7 contains 1392 members Mstep: Class 8 contains 2770 members Mstep: Class 9 contains 13135 members Mstep: Class 10 contains 30655 members Mstep: Class 11 contains 808 members Mstep: Class 12 contains 258114 members Mstep: Class 13 contains 988 members Mstep: Class 14 contains 1425 members Mstep: Class 15 contains 365 members Mstep: Class 16 contains 320 members Mstep: Class 17 contains 3985 members Mstep: Class 18 contains 5030 members Mstep: Class 19 contains 17600 members Mstep: Class 20 contains 966 members Entering Unmasked Estep ConsiderDeletion Score: -15540250.000000 Penalty: 11666.028320 Iteration 55Q: 21 clusters Score -1.554025e+07 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 2230 members Mstep: Class 3 contains 18136 members Mstep: Class 4 contains 2351 members Mstep: Class 5 contains 444 members Mstep: Class 6 contains 7776 members Mstep: Class 7 contains 1372 members Mstep: Class 8 contains 2791 members Mstep: Class 9 contains 13191 members Mstep: Class 10 contains 30665 members Mstep: Class 11 contains 810 members Mstep: Class 12 contains 257981 members Mstep: Class 13 contains 988 members Mstep: Class 14 contains 1428 members Mstep: Class 15 contains 365 members Mstep: Class 16 contains 320 members Mstep: Class 17 contains 3939 members Mstep: Class 18 contains 5031 members Mstep: Class 19 contains 17709 members Mstep: Class 20 contains 966 members Entering Unmasked Estep ConsiderDeletion Score: -15540234.000000 Penalty: 11666.028320 Iteration 56Q: 21 clusters Score -1.554023e+07 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 2227 members Mstep: Class 3 contains 18170 members Mstep: Class 4 contains 2333 members Mstep: Class 5 contains 445 members Mstep: Class 6 contains 7785 members Mstep: Class 7 contains 1359 members Mstep: Class 8 contains 2817 members Mstep: Class 9 contains 13237 members Mstep: Class 10 contains 30660 members Mstep: Class 11 contains 812 members Mstep: Class 12 contains 257866 members Mstep: Class 13 contains 988 members Mstep: Class 14 contains 1435 members Mstep: Class 15 contains 365 members Mstep: Class 16 contains 320 members Mstep: Class 17 contains 3889 members Mstep: Class 18 contains 5027 members Mstep: Class 19 contains 17801 members Mstep: Class 20 contains 966 members Entering Unmasked Estep ConsiderDeletion Score: -15540309.000000 Penalty: 11666.028320 Iteration 57Q: 21 clusters Score -1.554031e+07 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 2225 members Mstep: Class 3 contains 18198 members Mstep: Class 4 contains 2318 members Mstep: Class 5 contains 445 members Mstep: Class 6 contains 7788 members Mstep: Class 7 contains 1338 members Mstep: Class 8 contains 2841 members Mstep: Class 9 contains 13295 members Mstep: Class 10 contains 30652 members Mstep: Class 11 contains 814 members Mstep: Class 12 contains 257768 members Mstep: Class 13 contains 988 members Mstep: Class 14 contains 1440 members Mstep: Class 15 contains 365 members Mstep: Class 16 contains 320 members Mstep: Class 17 contains 3840 members Mstep: Class 18 contains 5022 members Mstep: Class 19 contains 17884 members Mstep: Class 20 contains 966 members Entering Unmasked Estep ConsiderDeletion Score: -15540382.000000 Penalty: 11666.028320 Iteration 58Q: 21 clusters Score -1.554038e+07 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 2217 members Mstep: Class 3 contains 18228 members Mstep: Class 4 contains 2302 members Mstep: Class 5 contains 445 members Mstep: Class 6 contains 7792 members Mstep: Class 7 contains 1319 members Mstep: Class 8 contains 2861 members Mstep: Class 9 contains 13335 members Mstep: Class 10 contains 30647 members Mstep: Class 11 contains 812 members Mstep: Class 12 contains 257673 members Mstep: Class 13 contains 988 members Mstep: Class 14 contains 1451 members Mstep: Class 15 contains 365 members Mstep: Class 16 contains 320 members Mstep: Class 17 contains 3804 members Mstep: Class 18 contains 5019 members Mstep: Class 19 contains 17966 members Mstep: Class 20 contains 966 members Entering Unmasked Estep ConsiderDeletion Score: -15540419.000000 Penalty: 11666.028320 Iteration 59Q: 21 clusters Score -1.554042e+07 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 2206 members Mstep: Class 3 contains 18255 members Mstep: Class 4 contains 2284 members Mstep: Class 5 contains 445 members Mstep: Class 6 contains 7800 members Mstep: Class 7 contains 1308 members Mstep: Class 8 contains 2886 members Mstep: Class 9 contains 13367 members Mstep: Class 10 contains 30649 members Mstep: Class 11 contains 809 members Mstep: Class 12 contains 257595 members Mstep: Class 13 contains 988 members Mstep: Class 14 contains 1452 members Mstep: Class 15 contains 365 members Mstep: Class 16 contains 320 members Mstep: Class 17 contains 3761 members Mstep: Class 18 contains 5018 members Mstep: Class 19 contains 18040 members Mstep: Class 20 contains 966 members Entering Unmasked Estep ConsiderDeletion Score: -15540490.000000 Penalty: 11666.028320 Iteration 60F: 21 clusters Score -1.554049e+07 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 2217 members Mstep: Class 3 contains 18279 members Mstep: Class 4 contains 2248 members Mstep: Class 5 contains 446 members Mstep: Class 6 contains 7809 members Mstep: Class 7 contains 1302 members Mstep: Class 8 contains 2917 members Mstep: Class 9 contains 13383 members Mstep: Class 10 contains 30643 members Mstep: Class 11 contains 806 members Mstep: Class 12 contains 257492 members Mstep: Class 13 contains 988 members Mstep: Class 14 contains 1453 members Mstep: Class 15 contains 365 members Mstep: Class 16 contains 320 members Mstep: Class 17 contains 3726 members Mstep: Class 18 contains 5016 members Mstep: Class 19 contains 18141 members Mstep: Class 20 contains 966 members Entering Unmasked Estep ConsiderDeletion Score: -15540553.000000 Penalty: 11666.028320 Iteration 61Q: 21 clusters Score -1.554055e+07 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 2226 members Mstep: Class 3 contains 18319 members Mstep: Class 4 contains 2203 members Mstep: Class 5 contains 447 members Mstep: Class 6 contains 7812 members Mstep: Class 7 contains 1288 members Mstep: Class 8 contains 2932 members Mstep: Class 9 contains 13409 members Mstep: Class 10 contains 30648 members Mstep: Class 11 contains 798 members Mstep: Class 12 contains 257395 members Mstep: Class 13 contains 988 members Mstep: Class 14 contains 1455 members Mstep: Class 15 contains 365 members Mstep: Class 16 contains 320 members Mstep: Class 17 contains 3685 members Mstep: Class 18 contains 5023 members Mstep: Class 19 contains 18239 members Mstep: Class 20 contains 966 members Entering Unmasked Estep ConsiderDeletion Score: -15540632.000000 Penalty: 11666.028320 Iteration 62Q: 21 clusters Score -1.554063e+07 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 2237 members Mstep: Class 3 contains 18363 members Mstep: Class 4 contains 2160 members Mstep: Class 5 contains 449 members Mstep: Class 6 contains 7816 members Mstep: Class 7 contains 1267 members Mstep: Class 8 contains 2948 members Mstep: Class 9 contains 13438 members Mstep: Class 10 contains 30653 members Mstep: Class 11 contains 795 members Mstep: Class 12 contains 257324 members Mstep: Class 13 contains 988 members Mstep: Class 14 contains 1457 members Mstep: Class 15 contains 365 members Mstep: Class 16 contains 320 members Mstep: Class 17 contains 3634 members Mstep: Class 18 contains 5022 members Mstep: Class 19 contains 18320 members Mstep: Class 20 contains 966 members Entering Unmasked Estep ConsiderDeletion Score: -15540659.000000 Penalty: 11666.028320 Iteration 63Q: 21 clusters Score -1.554066e+07 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 2244 members Mstep: Class 3 contains 18415 members Mstep: Class 4 contains 2111 members Mstep: Class 5 contains 451 members Mstep: Class 6 contains 7822 members Mstep: Class 7 contains 1258 members Mstep: Class 8 contains 2959 members Mstep: Class 9 contains 13462 members Mstep: Class 10 contains 30665 members Mstep: Class 11 contains 782 members Mstep: Class 12 contains 257250 members Mstep: Class 13 contains 988 members Mstep: Class 14 contains 1458 members Mstep: Class 15 contains 365 members Mstep: Class 16 contains 320 members Mstep: Class 17 contains 3596 members Mstep: Class 18 contains 5032 members Mstep: Class 19 contains 18380 members Mstep: Class 20 contains 966 members Entering Unmasked Estep ConsiderDeletion Score: -15540759.000000 Penalty: 11666.028320 Iteration 64Q: 21 clusters Score -1.554076e+07 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 2232 members Mstep: Class 3 contains 18468 members Mstep: Class 4 contains 2071 members Mstep: Class 5 contains 453 members Mstep: Class 6 contains 7827 members Mstep: Class 7 contains 1239 members Mstep: Class 8 contains 2968 members Mstep: Class 9 contains 13487 members Mstep: Class 10 contains 30682 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 257203 members Mstep: Class 13 contains 988 members Mstep: Class 14 contains 1460 members Mstep: Class 15 contains 365 members Mstep: Class 16 contains 320 members Mstep: Class 17 contains 3544 members Mstep: Class 18 contains 5063 members Mstep: Class 19 contains 18422 members Mstep: Class 20 contains 966 members Entering Unmasked Estep ConsiderDeletion Score: -15540770.000000 Penalty: 11666.028320 Iteration 65Q: 21 clusters Score -1.554077e+07 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 2227 members Mstep: Class 3 contains 18539 members Mstep: Class 4 contains 2027 members Mstep: Class 5 contains 456 members Mstep: Class 6 contains 7826 members Mstep: Class 7 contains 1224 members Mstep: Class 8 contains 2976 members Mstep: Class 9 contains 13511 members Mstep: Class 10 contains 30702 members Mstep: Class 11 contains 769 members Mstep: Class 12 contains 257141 members Mstep: Class 13 contains 988 members Mstep: Class 14 contains 1464 members Mstep: Class 15 contains 365 members Mstep: Class 16 contains 320 members Mstep: Class 17 contains 3493 members Mstep: Class 18 contains 5078 members Mstep: Class 19 contains 18465 members Mstep: Class 20 contains 966 members Entering Unmasked Estep ConsiderDeletion Score: -15540784.000000 Penalty: 11666.028320 Iteration 66Q: 21 clusters Score -1.554078e+07 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 2224 members Mstep: Class 3 contains 18595 members Mstep: Class 4 contains 1991 members Mstep: Class 5 contains 459 members Mstep: Class 6 contains 7821 members Mstep: Class 7 contains 1204 members Mstep: Class 8 contains 2987 members Mstep: Class 9 contains 13540 members Mstep: Class 10 contains 30703 members Mstep: Class 11 contains 768 members Mstep: Class 12 contains 257076 members Mstep: Class 13 contains 988 members Mstep: Class 14 contains 1471 members Mstep: Class 15 contains 365 members Mstep: Class 16 contains 320 members Mstep: Class 17 contains 3460 members Mstep: Class 18 contains 5089 members Mstep: Class 19 contains 18515 members Mstep: Class 20 contains 966 members Entering Unmasked Estep ConsiderDeletion Score: -15540758.000000 Penalty: 11666.028320 Iteration 67Q: 21 clusters Score -1.554076e+07 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 2214 members Mstep: Class 3 contains 18656 members Mstep: Class 4 contains 1959 members Mstep: Class 5 contains 460 members Mstep: Class 6 contains 7823 members Mstep: Class 7 contains 1188 members Mstep: Class 8 contains 3000 members Mstep: Class 9 contains 13575 members Mstep: Class 10 contains 30701 members Mstep: Class 11 contains 765 members Mstep: Class 12 contains 257000 members Mstep: Class 13 contains 988 members Mstep: Class 14 contains 1473 members Mstep: Class 15 contains 365 members Mstep: Class 16 contains 320 members Mstep: Class 17 contains 3422 members Mstep: Class 18 contains 5110 members Mstep: Class 19 contains 18558 members Mstep: Class 20 contains 966 members Entering Unmasked Estep ConsiderDeletion Score: -15540836.000000 Penalty: 11666.028320 Iteration 68Q: 21 clusters Score -1.554084e+07 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 2202 members Mstep: Class 3 contains 18714 members Mstep: Class 4 contains 1932 members Mstep: Class 5 contains 462 members Mstep: Class 6 contains 7833 members Mstep: Class 7 contains 1167 members Mstep: Class 8 contains 3014 members Mstep: Class 9 contains 13623 members Mstep: Class 10 contains 30700 members Mstep: Class 11 contains 762 members Mstep: Class 12 contains 256926 members Mstep: Class 13 contains 988 members Mstep: Class 14 contains 1474 members Mstep: Class 15 contains 365 members Mstep: Class 16 contains 320 members Mstep: Class 17 contains 3388 members Mstep: Class 18 contains 5123 members Mstep: Class 19 contains 18585 members Mstep: Class 20 contains 966 members Entering Unmasked Estep ConsiderDeletion Score: -15540889.000000 Penalty: 11666.028320 Iteration 69Q: 21 clusters Score -1.554089e+07 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 2192 members Mstep: Class 3 contains 18785 members Mstep: Class 4 contains 1907 members Mstep: Class 5 contains 468 members Mstep: Class 6 contains 7825 members Mstep: Class 7 contains 1156 members Mstep: Class 8 contains 3027 members Mstep: Class 9 contains 13659 members Mstep: Class 10 contains 30704 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 256849 members Mstep: Class 13 contains 988 members Mstep: Class 14 contains 1475 members Mstep: Class 15 contains 365 members Mstep: Class 16 contains 320 members Mstep: Class 17 contains 3360 members Mstep: Class 18 contains 5119 members Mstep: Class 19 contains 18608 members Mstep: Class 20 contains 966 members Entering Unmasked Estep ConsiderDeletion Score: -15540928.000000 Penalty: 11666.028320 Iteration 70Q: 21 clusters Score -1.554093e+07 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 2180 members Mstep: Class 3 contains 18847 members Mstep: Class 4 contains 1882 members Mstep: Class 5 contains 477 members Mstep: Class 6 contains 7823 members Mstep: Class 7 contains 1148 members Mstep: Class 8 contains 3033 members Mstep: Class 9 contains 13686 members Mstep: Class 10 contains 30706 members Mstep: Class 11 contains 775 members Mstep: Class 12 contains 256798 members Mstep: Class 13 contains 988 members Mstep: Class 14 contains 1477 members Mstep: Class 15 contains 365 members Mstep: Class 16 contains 320 members Mstep: Class 17 contains 3324 members Mstep: Class 18 contains 5122 members Mstep: Class 19 contains 18631 members Mstep: Class 20 contains 966 members Entering Unmasked Estep ConsiderDeletion Score: -15540926.000000 Penalty: 11666.028320 Iteration 71Q: 21 clusters Score -1.554093e+07 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 2168 members Mstep: Class 3 contains 18906 members Mstep: Class 4 contains 1862 members Mstep: Class 5 contains 484 members Mstep: Class 6 contains 7820 members Mstep: Class 7 contains 1137 members Mstep: Class 8 contains 3040 members Mstep: Class 9 contains 13715 members Mstep: Class 10 contains 30706 members Mstep: Class 11 contains 779 members Mstep: Class 12 contains 256747 members Mstep: Class 13 contains 988 members Mstep: Class 14 contains 1480 members Mstep: Class 15 contains 365 members Mstep: Class 16 contains 320 members Mstep: Class 17 contains 3285 members Mstep: Class 18 contains 5125 members Mstep: Class 19 contains 18654 members Mstep: Class 20 contains 966 members Entering Unmasked Estep ConsiderDeletion Score: -15540963.000000 Penalty: 11666.028320 Iteration 72Q: 21 clusters Score -1.554096e+07 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 2154 members Mstep: Class 3 contains 18967 members Mstep: Class 4 contains 1832 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 7817 members Mstep: Class 7 contains 1122 members Mstep: Class 8 contains 3049 members Mstep: Class 9 contains 13740 members Mstep: Class 10 contains 30700 members Mstep: Class 11 contains 784 members Mstep: Class 12 contains 256714 members Mstep: Class 13 contains 988 members Mstep: Class 14 contains 1484 members Mstep: Class 15 contains 365 members Mstep: Class 16 contains 320 members Mstep: Class 17 contains 3242 members Mstep: Class 18 contains 5136 members Mstep: Class 19 contains 18678 members Mstep: Class 20 contains 966 members Entering Unmasked Estep ConsiderDeletion Score: -15541007.000000 Penalty: 11666.028320 Iteration 73Q: 21 clusters Score -1.554101e+07 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 2149 members Mstep: Class 3 contains 19020 members Mstep: Class 4 contains 1802 members Mstep: Class 5 contains 495 members Mstep: Class 6 contains 7809 members Mstep: Class 7 contains 1107 members Mstep: Class 8 contains 3054 members Mstep: Class 9 contains 13768 members Mstep: Class 10 contains 30696 members Mstep: Class 11 contains 791 members Mstep: Class 12 contains 256683 members Mstep: Class 13 contains 988 members Mstep: Class 14 contains 1487 members Mstep: Class 15 contains 365 members Mstep: Class 16 contains 320 members Mstep: Class 17 contains 3204 members Mstep: Class 18 contains 5141 members Mstep: Class 19 contains 18702 members Mstep: Class 20 contains 966 members Entering Unmasked Estep ConsiderDeletion Score: -15541069.000000 Penalty: 11666.028320 Iteration 74Q: 21 clusters Score -1.554107e+07 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 2145 members Mstep: Class 3 contains 19087 members Mstep: Class 4 contains 1769 members Mstep: Class 5 contains 499 members Mstep: Class 6 contains 7805 members Mstep: Class 7 contains 1089 members Mstep: Class 8 contains 3062 members Mstep: Class 9 contains 13793 members Mstep: Class 10 contains 30693 members Mstep: Class 11 contains 799 members Mstep: Class 12 contains 256653 members Mstep: Class 13 contains 988 members Mstep: Class 14 contains 1490 members Mstep: Class 15 contains 365 members Mstep: Class 16 contains 320 members Mstep: Class 17 contains 3155 members Mstep: Class 18 contains 5148 members Mstep: Class 19 contains 18721 members Mstep: Class 20 contains 966 members Entering Unmasked Estep ConsiderDeletion Score: -15541096.000000 Penalty: 11666.028320 Iteration 75Q: 21 clusters Score -1.55411e+07 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 2140 members Mstep: Class 3 contains 19145 members Mstep: Class 4 contains 1736 members Mstep: Class 5 contains 503 members Mstep: Class 6 contains 7792 members Mstep: Class 7 contains 1077 members Mstep: Class 8 contains 3069 members Mstep: Class 9 contains 13818 members Mstep: Class 10 contains 30692 members Mstep: Class 11 contains 805 members Mstep: Class 12 contains 256635 members Mstep: Class 13 contains 988 members Mstep: Class 14 contains 1492 members Mstep: Class 15 contains 365 members Mstep: Class 16 contains 320 members Mstep: Class 17 contains 3113 members Mstep: Class 18 contains 5153 members Mstep: Class 19 contains 18738 members Mstep: Class 20 contains 966 members Entering Unmasked Estep ConsiderDeletion Score: -15541128.000000 Penalty: 11666.028320 Iteration 76Q: 21 clusters Score -1.554113e+07 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 2135 members Mstep: Class 3 contains 19212 members Mstep: Class 4 contains 1701 members Mstep: Class 5 contains 507 members Mstep: Class 6 contains 7782 members Mstep: Class 7 contains 1061 members Mstep: Class 8 contains 3073 members Mstep: Class 9 contains 13850 members Mstep: Class 10 contains 30699 members Mstep: Class 11 contains 820 members Mstep: Class 12 contains 256612 members Mstep: Class 13 contains 988 members Mstep: Class 14 contains 1492 members Mstep: Class 15 contains 365 members Mstep: Class 16 contains 320 members Mstep: Class 17 contains 3057 members Mstep: Class 18 contains 5160 members Mstep: Class 19 contains 18747 members Mstep: Class 20 contains 966 members Entering Unmasked Estep ConsiderDeletion Score: -15541179.000000 Penalty: 11666.028320 Iteration 77Q: 21 clusters Score -1.554118e+07 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 2140 members Mstep: Class 3 contains 19286 members Mstep: Class 4 contains 1656 members Mstep: Class 5 contains 509 members Mstep: Class 6 contains 7769 members Mstep: Class 7 contains 1052 members Mstep: Class 8 contains 3077 members Mstep: Class 9 contains 13877 members Mstep: Class 10 contains 30700 members Mstep: Class 11 contains 830 members Mstep: Class 12 contains 256588 members Mstep: Class 13 contains 988 members Mstep: Class 14 contains 1493 members Mstep: Class 15 contains 365 members Mstep: Class 16 contains 320 members Mstep: Class 17 contains 3004 members Mstep: Class 18 contains 5171 members Mstep: Class 19 contains 18756 members Mstep: Class 20 contains 966 members Entering Unmasked Estep ConsiderDeletion Score: -15541212.000000 Penalty: 11666.028320 Iteration 78Q: 21 clusters Score -1.554121e+07 nChanged 237 Entering ConstructFrom: Score: -15541212.000000 Penalty: 11666.028320 Entering ConstructFrom: Trying to split cluster 1 (901 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Entering Unmasked Estep Score: -42518.265625 Penalty: 309.559509 Iteration 0F: 2 clusters Score -42518.27 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -41764.289062 Penalty: 619.119019 Iteration 0F: 3 clusters Score -41764.29 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -41960.242188 Penalty: 619.119019 Iteration 1F: 3 clusters Score -41960.24 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -41993.902344 Penalty: 619.119019 Iteration 2F: 3 clusters Score -41993.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -42006.835938 Penalty: 619.119019 Iteration 3Q: 3 clusters Score -42006.84 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -42014.628906 Penalty: 619.119019 Iteration 4Q: 3 clusters Score -42014.63 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -42021.011719 Penalty: 619.119019 Iteration 5Q: 3 clusters Score -42021.01 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -42031.511719 Penalty: 619.119019 Iteration 6Q: 3 clusters Score -42031.51 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -42049.019531 Penalty: 619.119019 Iteration 7Q: 3 clusters Score -42049.02 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -42064.136719 Penalty: 619.119019 Iteration 8Q: 3 clusters Score -42064.14 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -42073.753906 Penalty: 619.119019 Iteration 9Q: 3 clusters Score -42073.75 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -42079.878906 Penalty: 619.119019 Iteration 10Q: 3 clusters Score -42079.88 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -42085.308594 Penalty: 619.119019 Iteration 11Q: 3 clusters Score -42085.31 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -42091.363281 Penalty: 619.119019 Iteration 12Q: 3 clusters Score -42091.36 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -42094.738281 Penalty: 619.119019 Iteration 13Q: 3 clusters Score -42094.74 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -42097.746094 Penalty: 619.119019 Iteration 14Q: 3 clusters Score -42097.75 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -42102.816406 Penalty: 619.119019 Iteration 15Q: 3 clusters Score -42102.82 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -42108.101562 Penalty: 619.119019 Iteration 16Q: 3 clusters Score -42108.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -42115.507812 Penalty: 619.119019 Iteration 17Q: 3 clusters Score -42115.51 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -42126.253906 Penalty: 619.119019 Iteration 18Q: 3 clusters Score -42126.25 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -42143.425781 Penalty: 619.119019 Iteration 19Q: 3 clusters Score -42143.43 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -42157.468750 Penalty: 619.119019 Iteration 20F: 3 clusters Score -42157.47 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -42167.949219 Penalty: 619.119019 Iteration 21Q: 3 clusters Score -42167.95 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -42175.464844 Penalty: 619.119019 Iteration 22Q: 3 clusters Score -42175.46 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -42178.757812 Penalty: 619.119019 Iteration 23Q: 3 clusters Score -42178.76 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -42189.640625 Penalty: 619.119019 Iteration 24Q: 3 clusters Score -42189.64 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -42198.269531 Penalty: 619.119019 Iteration 25Q: 3 clusters Score -42198.27 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -42203.855469 Penalty: 619.119019 Iteration 26Q: 3 clusters Score -42203.86 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -42210.351562 Penalty: 619.119019 Iteration 27Q: 3 clusters Score -42210.35 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -42211.925781 Penalty: 619.119019 Iteration 28Q: 3 clusters Score -42211.93 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -42213.050781 Penalty: 619.119019 Iteration 29Q: 3 clusters Score -42213.05 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -42213.050781 Penalty: 619.119019 Iteration 30F: 3 clusters Score -42213.05 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (2139 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2139 members Entering Unmasked Estep Score: -90739.742188 Penalty: 348.898254 Iteration 0F: 2 clusters Score -90739.74 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -89196.687500 Penalty: 697.796509 Iteration 0F: 3 clusters Score -89196.69 nChanged 925 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -89735.140625 Penalty: 697.796509 Iteration 1F: 3 clusters Score -89735.14 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 1063 members Entering Unmasked Estep Score: -89826.710938 Penalty: 697.796509 Iteration 2F: 3 clusters Score -89826.71 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -89931.421875 Penalty: 697.796509 Iteration 3F: 3 clusters Score -89931.42 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -90072.406250 Penalty: 697.796509 Iteration 4F: 3 clusters Score -90072.41 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -90228.437500 Penalty: 697.796509 Iteration 5F: 3 clusters Score -90228.44 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -90372.492188 Penalty: 697.796509 Iteration 6F: 3 clusters Score -90372.49 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1292 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -90443.492188 Penalty: 697.796509 Iteration 7Q: 3 clusters Score -90443.49 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1314 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -90492.039062 Penalty: 697.796509 Iteration 8Q: 3 clusters Score -90492.04 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1327 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -90517.062500 Penalty: 697.796509 Iteration 9Q: 3 clusters Score -90517.06 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -90528.039062 Penalty: 697.796509 Iteration 10Q: 3 clusters Score -90528.04 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1331 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -90533.765625 Penalty: 697.796509 Iteration 11Q: 3 clusters Score -90533.77 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -90536.882812 Penalty: 697.796509 Iteration 12Q: 3 clusters Score -90536.88 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -90537.656250 Penalty: 697.796509 Iteration 13Q: 3 clusters Score -90537.66 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -90537.859375 Penalty: 697.796509 Iteration 14Q: 3 clusters Score -90537.86 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -90538.187500 Penalty: 697.796509 Iteration 15Q: 3 clusters Score -90538.19 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -90538.460938 Penalty: 697.796509 Iteration 16Q: 3 clusters Score -90538.46 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1315 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -90538.796875 Penalty: 697.796509 Iteration 17Q: 3 clusters Score -90538.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -90539.398438 Penalty: 697.796509 Iteration 18Q: 3 clusters Score -90539.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -90539.453125 Penalty: 697.796509 Iteration 19Q: 3 clusters Score -90539.45 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -90539.453125 Penalty: 697.796509 Iteration 20F: 3 clusters Score -90539.45 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (19343 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19343 members Entering Unmasked Estep Score: -816308.687500 Penalty: 449.088898 Iteration 0F: 2 clusters Score -816308.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9678 members Mstep: Class 2 contains 9665 members Entering Unmasked Estep Score: -803364.937500 Penalty: 898.177795 Iteration 0F: 3 clusters Score -803364.9 nChanged 9193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10375 members Mstep: Class 2 contains 8968 members Entering Unmasked Estep Score: -808603.375000 Penalty: 898.177795 Iteration 1F: 3 clusters Score -808603.4 nChanged 667 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10744 members Mstep: Class 2 contains 8599 members Entering Unmasked Estep Score: -808777.875000 Penalty: 898.177795 Iteration 2Q: 3 clusters Score -808777.9 nChanged 718 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11272 members Mstep: Class 2 contains 8071 members Entering Unmasked Estep Score: -809014.625000 Penalty: 898.177795 Iteration 3Q: 3 clusters Score -809014.6 nChanged 887 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12043 members Mstep: Class 2 contains 7300 members Entering Unmasked Estep Score: -809392.125000 Penalty: 898.177795 Iteration 4Q: 3 clusters Score -809392.1 nChanged 1092 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13083 members Mstep: Class 2 contains 6260 members Entering Unmasked Estep Score: -809991.875000 Penalty: 898.177795 Iteration 5F: 3 clusters Score -809991.9 nChanged 1364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14435 members Mstep: Class 2 contains 4908 members Entering Unmasked Estep Score: -811009.937500 Penalty: 898.177795 Iteration 6F: 3 clusters Score -811009.9 nChanged 1629 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16062 members Mstep: Class 2 contains 3281 members Entering Unmasked Estep Score: -812544.375000 Penalty: 898.177795 Iteration 7F: 3 clusters Score -812544.4 nChanged 1495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17555 members Mstep: Class 2 contains 1788 members Entering Unmasked Estep Score: -814128.687500 Penalty: 898.177795 Iteration 8F: 3 clusters Score -814128.7 nChanged 1015 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18570 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -815197.312500 Penalty: 898.177795 Iteration 9F: 3 clusters Score -815197.3 nChanged 468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19038 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -815652.312500 Penalty: 898.177795 Iteration 10Q: 3 clusters Score -815652.3 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19201 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -815813.250000 Penalty: 898.177795 Iteration 11Q: 3 clusters Score -815813.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19250 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -815856.937500 Penalty: 898.177795 Iteration 12Q: 3 clusters Score -815856.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19275 members Mstep: Class 2 contains 68 members Entering Unmasked Estep Score: -815889.312500 Penalty: 898.177795 Iteration 13Q: 3 clusters Score -815889.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19284 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -815907.187500 Penalty: 898.177795 Iteration 14Q: 3 clusters Score -815907.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19290 members Mstep: Class 2 contains 53 members Entering Unmasked Estep Score: -815913.437500 Penalty: 898.177795 Iteration 15Q: 3 clusters Score -815913.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19292 members Mstep: Class 2 contains 51 members Entering Unmasked Estep Score: -815919.875000 Penalty: 898.177795 Iteration 16Q: 3 clusters Score -815919.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19292 members Mstep: Class 2 contains 51 members Entering Unmasked Estep Score: -815919.875000 Penalty: 898.177795 Iteration 17F: 3 clusters Score -815919.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (1621 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1621 members Entering Unmasked Estep Score: -61524.390625 Penalty: 336.281342 Iteration 0F: 2 clusters Score -61524.39 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -60303.980469 Penalty: 672.562683 Iteration 0F: 3 clusters Score -60303.98 nChanged 696 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -60667.179688 Penalty: 672.562683 Iteration 1F: 3 clusters Score -60667.18 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -60728.976562 Penalty: 672.562683 Iteration 2F: 3 clusters Score -60728.98 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -60792.605469 Penalty: 672.562683 Iteration 3F: 3 clusters Score -60792.61 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -60849.800781 Penalty: 672.562683 Iteration 4F: 3 clusters Score -60849.8 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -60889.468750 Penalty: 672.562683 Iteration 5F: 3 clusters Score -60889.47 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -60923.167969 Penalty: 672.562683 Iteration 6Q: 3 clusters Score -60923.17 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -60945.460938 Penalty: 672.562683 Iteration 7Q: 3 clusters Score -60945.46 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -60957.292969 Penalty: 672.562683 Iteration 8Q: 3 clusters Score -60957.29 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 967 members Entering Unmasked Estep Score: -60974.980469 Penalty: 672.562683 Iteration 9Q: 3 clusters Score -60974.98 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -60996.332031 Penalty: 672.562683 Iteration 10Q: 3 clusters Score -60996.33 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -61011.847656 Penalty: 672.562683 Iteration 11Q: 3 clusters Score -61011.85 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -61028.328125 Penalty: 672.562683 Iteration 12Q: 3 clusters Score -61028.33 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -61045.167969 Penalty: 672.562683 Iteration 13Q: 3 clusters Score -61045.17 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -61059.132812 Penalty: 672.562683 Iteration 14Q: 3 clusters Score -61059.13 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 1028 members Entering Unmasked Estep Score: -61068.496094 Penalty: 672.562683 Iteration 15Q: 3 clusters Score -61068.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -61076.792969 Penalty: 672.562683 Iteration 16Q: 3 clusters Score -61076.79 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -61088.449219 Penalty: 672.562683 Iteration 17Q: 3 clusters Score -61088.45 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -61097.843750 Penalty: 672.562683 Iteration 18Q: 3 clusters Score -61097.84 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -61108.925781 Penalty: 672.562683 Iteration 19Q: 3 clusters Score -61108.93 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 1079 members Entering Unmasked Estep Score: -61118.167969 Penalty: 672.562683 Iteration 20F: 3 clusters Score -61118.17 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -61124.160156 Penalty: 672.562683 Iteration 21Q: 3 clusters Score -61124.16 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 1088 members Entering Unmasked Estep Score: -61129.871094 Penalty: 672.562683 Iteration 22Q: 3 clusters Score -61129.87 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -61136.921875 Penalty: 672.562683 Iteration 23Q: 3 clusters Score -61136.92 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -61138.144531 Penalty: 672.562683 Iteration 24Q: 3 clusters Score -61138.14 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -61138.988281 Penalty: 672.562683 Iteration 25Q: 3 clusters Score -61138.99 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -61140.804688 Penalty: 672.562683 Iteration 26Q: 3 clusters Score -61140.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -61143.253906 Penalty: 672.562683 Iteration 27Q: 3 clusters Score -61143.25 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -61147.269531 Penalty: 672.562683 Iteration 28Q: 3 clusters Score -61147.27 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -61153.503906 Penalty: 672.562683 Iteration 29Q: 3 clusters Score -61153.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -61161.375000 Penalty: 672.562683 Iteration 30Q: 3 clusters Score -61161.38 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 1132 members Entering Unmasked Estep Score: -61164.949219 Penalty: 672.562683 Iteration 31Q: 3 clusters Score -61164.95 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -61167.148438 Penalty: 672.562683 Iteration 32Q: 3 clusters Score -61167.15 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -61173.484375 Penalty: 672.562683 Iteration 33Q: 3 clusters Score -61173.48 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -61175.316406 Penalty: 672.562683 Iteration 34Q: 3 clusters Score -61175.32 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -61177.648438 Penalty: 672.562683 Iteration 35Q: 3 clusters Score -61177.65 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -61180.546875 Penalty: 672.562683 Iteration 36Q: 3 clusters Score -61180.55 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -61186.675781 Penalty: 672.562683 Iteration 37Q: 3 clusters Score -61186.68 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -61189.921875 Penalty: 672.562683 Iteration 38Q: 3 clusters Score -61189.92 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -61194.480469 Penalty: 672.562683 Iteration 39Q: 3 clusters Score -61194.48 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 1077 members Entering Unmasked Estep Score: -61197.195312 Penalty: 672.562683 Iteration 40F: 3 clusters Score -61197.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -61199.984375 Penalty: 672.562683 Iteration 41Q: 3 clusters Score -61199.98 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 1060 members Entering Unmasked Estep Score: -61202.460938 Penalty: 672.562683 Iteration 42Q: 3 clusters Score -61202.46 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -61204.234375 Penalty: 672.562683 Iteration 43Q: 3 clusters Score -61204.23 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -61206.777344 Penalty: 672.562683 Iteration 44Q: 3 clusters Score -61206.78 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -61209.175781 Penalty: 672.562683 Iteration 45Q: 3 clusters Score -61209.18 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -61211.593750 Penalty: 672.562683 Iteration 46Q: 3 clusters Score -61211.59 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -61213.800781 Penalty: 672.562683 Iteration 47Q: 3 clusters Score -61213.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -61215.207031 Penalty: 672.562683 Iteration 48Q: 3 clusters Score -61215.21 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -61217.039062 Penalty: 672.562683 Iteration 49Q: 3 clusters Score -61217.04 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -61219.582031 Penalty: 672.562683 Iteration 50Q: 3 clusters Score -61219.58 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -61221.730469 Penalty: 672.562683 Iteration 51Q: 3 clusters Score -61221.73 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -61223.871094 Penalty: 672.562683 Iteration 52Q: 3 clusters Score -61223.87 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -61225.304688 Penalty: 672.562683 Iteration 53Q: 3 clusters Score -61225.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -61226.015625 Penalty: 672.562683 Iteration 54Q: 3 clusters Score -61226.02 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -61226.746094 Penalty: 672.562683 Iteration 55Q: 3 clusters Score -61226.75 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -61227.617188 Penalty: 672.562683 Iteration 56Q: 3 clusters Score -61227.62 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -61227.617188 Penalty: 672.562683 Iteration 57F: 3 clusters Score -61227.62 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (513 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Entering Unmasked Estep Score: -21336.033203 Penalty: 283.932556 Iteration 0F: 2 clusters Score -21336.03 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -20844.888672 Penalty: 567.865112 Iteration 0F: 3 clusters Score -20844.89 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -20977.755859 Penalty: 567.865112 Iteration 1F: 3 clusters Score -20977.76 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -21006.548828 Penalty: 567.865112 Iteration 2F: 3 clusters Score -21006.55 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -21020.943359 Penalty: 567.865112 Iteration 3Q: 3 clusters Score -21020.94 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -21027.781250 Penalty: 567.865112 Iteration 4Q: 3 clusters Score -21027.78 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -21035.414062 Penalty: 567.865112 Iteration 5Q: 3 clusters Score -21035.41 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -21049.583984 Penalty: 567.865112 Iteration 6Q: 3 clusters Score -21049.58 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -21062.712891 Penalty: 567.865112 Iteration 7Q: 3 clusters Score -21062.71 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -21072.703125 Penalty: 567.865112 Iteration 8Q: 3 clusters Score -21072.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -21077.462891 Penalty: 567.865112 Iteration 9Q: 3 clusters Score -21077.46 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -21080.912109 Penalty: 567.865112 Iteration 10Q: 3 clusters Score -21080.91 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -21084.976562 Penalty: 567.865112 Iteration 11Q: 3 clusters Score -21084.98 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -21088.666016 Penalty: 567.865112 Iteration 12Q: 3 clusters Score -21088.67 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -21094.343750 Penalty: 567.865112 Iteration 13Q: 3 clusters Score -21094.34 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -21098.914062 Penalty: 567.865112 Iteration 14Q: 3 clusters Score -21098.91 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -21102.607422 Penalty: 567.865112 Iteration 15Q: 3 clusters Score -21102.61 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -21106.464844 Penalty: 567.865112 Iteration 16Q: 3 clusters Score -21106.46 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -21110.552734 Penalty: 567.865112 Iteration 17Q: 3 clusters Score -21110.55 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -21113.210938 Penalty: 567.865112 Iteration 18Q: 3 clusters Score -21113.21 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -21114.613281 Penalty: 567.865112 Iteration 19Q: 3 clusters Score -21114.61 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -21116.029297 Penalty: 567.865112 Iteration 20F: 3 clusters Score -21116.03 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -21116.230469 Penalty: 567.865112 Iteration 21Q: 3 clusters Score -21116.23 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -21116.230469 Penalty: 567.865112 Iteration 22F: 3 clusters Score -21116.23 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (7759 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7759 members Entering Unmasked Estep Score: -338306.593750 Penalty: 407.525696 Iteration 0F: 2 clusters Score -338306.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3844 members Mstep: Class 2 contains 3915 members Entering Unmasked Estep Score: -333102.781250 Penalty: 815.051392 Iteration 0F: 3 clusters Score -333102.8 nChanged 3616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3324 members Mstep: Class 2 contains 4435 members Entering Unmasked Estep Score: -335091.343750 Penalty: 815.051392 Iteration 1F: 3 clusters Score -335091.3 nChanged 460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2984 members Mstep: Class 2 contains 4775 members Entering Unmasked Estep Score: -335311.875000 Penalty: 815.051392 Iteration 2F: 3 clusters Score -335311.9 nChanged 505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2543 members Mstep: Class 2 contains 5216 members Entering Unmasked Estep Score: -335608.562500 Penalty: 815.051392 Iteration 3F: 3 clusters Score -335608.6 nChanged 559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2022 members Mstep: Class 2 contains 5737 members Entering Unmasked Estep Score: -336009.875000 Penalty: 815.051392 Iteration 4F: 3 clusters Score -336009.9 nChanged 618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1420 members Mstep: Class 2 contains 6339 members Entering Unmasked Estep Score: -336561.562500 Penalty: 815.051392 Iteration 5F: 3 clusters Score -336561.6 nChanged 585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 6918 members Entering Unmasked Estep Score: -337162.156250 Penalty: 815.051392 Iteration 6F: 3 clusters Score -337162.2 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 7323 members Entering Unmasked Estep Score: -337567.562500 Penalty: 815.051392 Iteration 7F: 3 clusters Score -337567.6 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 7536 members Entering Unmasked Estep Score: -337780.562500 Penalty: 815.051392 Iteration 8Q: 3 clusters Score -337780.6 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 7636 members Entering Unmasked Estep Score: -337883.906250 Penalty: 815.051392 Iteration 9Q: 3 clusters Score -337883.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 7666 members Entering Unmasked Estep Score: -337916.875000 Penalty: 815.051392 Iteration 10Q: 3 clusters Score -337916.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 7680 members Entering Unmasked Estep Score: -337939.375000 Penalty: 815.051392 Iteration 11Q: 3 clusters Score -337939.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 7684 members Entering Unmasked Estep Score: -337948.812500 Penalty: 815.051392 Iteration 12Q: 3 clusters Score -337948.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 7688 members Entering Unmasked Estep Score: -337954.812500 Penalty: 815.051392 Iteration 13Q: 3 clusters Score -337954.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 7691 members Entering Unmasked Estep Score: -337962.125000 Penalty: 815.051392 Iteration 14Q: 3 clusters Score -337962.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 7694 members Entering Unmasked Estep Score: -337969.531250 Penalty: 815.051392 Iteration 15Q: 3 clusters Score -337969.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63 members Mstep: Class 2 contains 7696 members Entering Unmasked Estep Score: -337972.625000 Penalty: 815.051392 Iteration 16Q: 3 clusters Score -337972.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Mstep: Class 2 contains 7697 members Entering Unmasked Estep Score: -337973.812500 Penalty: 815.051392 Iteration 17Q: 3 clusters Score -337973.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 7698 members Entering Unmasked Estep Score: -337974.500000 Penalty: 815.051392 Iteration 18Q: 3 clusters Score -337974.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 7698 members Entering Unmasked Estep Score: -337974.500000 Penalty: 815.051392 Iteration 19F: 3 clusters Score -337974.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (1043 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Entering Unmasked Estep Score: -51796.320312 Penalty: 316.218475 Iteration 0F: 2 clusters Score -51796.32 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -50956.765625 Penalty: 632.436951 Iteration 0F: 3 clusters Score -50956.77 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -51192.230469 Penalty: 632.436951 Iteration 1F: 3 clusters Score -51192.23 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -51238.093750 Penalty: 632.436951 Iteration 2F: 3 clusters Score -51238.09 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -51258.324219 Penalty: 632.436951 Iteration 3Q: 3 clusters Score -51258.32 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -51274.640625 Penalty: 632.436951 Iteration 4Q: 3 clusters Score -51274.64 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -51298.214844 Penalty: 632.436951 Iteration 5Q: 3 clusters Score -51298.21 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -51311.363281 Penalty: 632.436951 Iteration 6Q: 3 clusters Score -51311.36 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -51320.398438 Penalty: 632.436951 Iteration 7Q: 3 clusters Score -51320.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -51330.546875 Penalty: 632.436951 Iteration 8Q: 3 clusters Score -51330.55 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -51338.730469 Penalty: 632.436951 Iteration 9Q: 3 clusters Score -51338.73 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -51361.863281 Penalty: 632.436951 Iteration 10Q: 3 clusters Score -51361.86 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -51380.101562 Penalty: 632.436951 Iteration 11Q: 3 clusters Score -51380.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -51399.710938 Penalty: 632.436951 Iteration 12Q: 3 clusters Score -51399.71 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -51416.980469 Penalty: 632.436951 Iteration 13Q: 3 clusters Score -51416.98 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -51427.582031 Penalty: 632.436951 Iteration 14Q: 3 clusters Score -51427.58 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -51436.335938 Penalty: 632.436951 Iteration 15Q: 3 clusters Score -51436.34 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -51439.769531 Penalty: 632.436951 Iteration 16Q: 3 clusters Score -51439.77 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -51443.492188 Penalty: 632.436951 Iteration 17Q: 3 clusters Score -51443.49 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -51446.128906 Penalty: 632.436951 Iteration 18Q: 3 clusters Score -51446.13 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -51446.886719 Penalty: 632.436951 Iteration 19Q: 3 clusters Score -51446.89 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -51448.664062 Penalty: 632.436951 Iteration 20F: 3 clusters Score -51448.66 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -51455.050781 Penalty: 632.436951 Iteration 21Q: 3 clusters Score -51455.05 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -51464.597656 Penalty: 632.436951 Iteration 22Q: 3 clusters Score -51464.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -51471.910156 Penalty: 632.436951 Iteration 23Q: 3 clusters Score -51471.91 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -51475.730469 Penalty: 632.436951 Iteration 24Q: 3 clusters Score -51475.73 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -51477.417969 Penalty: 632.436951 Iteration 25Q: 3 clusters Score -51477.42 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -51478.164062 Penalty: 632.436951 Iteration 26Q: 3 clusters Score -51478.16 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -51478.738281 Penalty: 632.436951 Iteration 27Q: 3 clusters Score -51478.74 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -51479.929688 Penalty: 632.436951 Iteration 28Q: 3 clusters Score -51479.93 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -51480.472656 Penalty: 632.436951 Iteration 29Q: 3 clusters Score -51480.47 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -51481.023438 Penalty: 632.436951 Iteration 30Q: 3 clusters Score -51481.02 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -51481.535156 Penalty: 632.436951 Iteration 31Q: 3 clusters Score -51481.54 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -51482.085938 Penalty: 632.436951 Iteration 32Q: 3 clusters Score -51482.09 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -51482.753906 Penalty: 632.436951 Iteration 33Q: 3 clusters Score -51482.75 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -51483.054688 Penalty: 632.436951 Iteration 34Q: 3 clusters Score -51483.05 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -51483.195312 Penalty: 632.436951 Iteration 35Q: 3 clusters Score -51483.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -51483.390625 Penalty: 632.436951 Iteration 36Q: 3 clusters Score -51483.39 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -51484.007812 Penalty: 632.436951 Iteration 37Q: 3 clusters Score -51484.01 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -51485.023438 Penalty: 632.436951 Iteration 38Q: 3 clusters Score -51485.02 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -51485.585938 Penalty: 632.436951 Iteration 39Q: 3 clusters Score -51485.59 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -51485.859375 Penalty: 632.436951 Iteration 40F: 3 clusters Score -51485.86 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -51486.246094 Penalty: 632.436951 Iteration 41Q: 3 clusters Score -51486.25 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -51486.707031 Penalty: 632.436951 Iteration 42Q: 3 clusters Score -51486.71 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -51486.906250 Penalty: 632.436951 Iteration 43Q: 3 clusters Score -51486.91 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -51486.906250 Penalty: 632.436951 Iteration 44F: 3 clusters Score -51486.91 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (3081 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3081 members Entering Unmasked Estep Score: -126784.250000 Penalty: 365.501923 Iteration 0F: 2 clusters Score -126784.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1502 members Mstep: Class 2 contains 1579 members Entering Unmasked Estep Score: -124682.445312 Penalty: 731.003845 Iteration 0F: 3 clusters Score -124682.4 nChanged 1320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 1827 members Entering Unmasked Estep Score: -125560.734375 Penalty: 731.003845 Iteration 1F: 3 clusters Score -125560.7 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 2034 members Entering Unmasked Estep Score: -125859.343750 Penalty: 731.003845 Iteration 2F: 3 clusters Score -125859.3 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 2245 members Entering Unmasked Estep Score: -126158.031250 Penalty: 731.003845 Iteration 3F: 3 clusters Score -126158 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 2448 members Entering Unmasked Estep Score: -126457.093750 Penalty: 731.003845 Iteration 4F: 3 clusters Score -126457.1 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 2618 members Entering Unmasked Estep Score: -126649.625000 Penalty: 731.003845 Iteration 5F: 3 clusters Score -126649.6 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 2730 members Entering Unmasked Estep Score: -126750.117188 Penalty: 731.003845 Iteration 6Q: 3 clusters Score -126750.1 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 2794 members Entering Unmasked Estep Score: -126794.578125 Penalty: 731.003845 Iteration 7Q: 3 clusters Score -126794.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 2834 members Entering Unmasked Estep Score: -126824.796875 Penalty: 731.003845 Iteration 8Q: 3 clusters Score -126824.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 2857 members Entering Unmasked Estep Score: -126835.656250 Penalty: 731.003845 Iteration 9Q: 3 clusters Score -126835.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 2870 members Entering Unmasked Estep Score: -126841.375000 Penalty: 731.003845 Iteration 10Q: 3 clusters Score -126841.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 2878 members Entering Unmasked Estep Score: -126845.601562 Penalty: 731.003845 Iteration 11Q: 3 clusters Score -126845.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 2882 members Entering Unmasked Estep Score: -126847.242188 Penalty: 731.003845 Iteration 12Q: 3 clusters Score -126847.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 2884 members Entering Unmasked Estep Score: -126847.468750 Penalty: 731.003845 Iteration 13Q: 3 clusters Score -126847.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 2884 members Entering Unmasked Estep Score: -126847.468750 Penalty: 731.003845 Iteration 14F: 3 clusters Score -126847.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 2139 members Mstep: Class 3 contains 19343 members Mstep: Class 4 contains 1621 members Mstep: Class 5 contains 513 members Mstep: Class 6 contains 7759 members Mstep: Class 7 contains 1043 members Mstep: Class 8 contains 197 members Mstep: Class 9 contains 13905 members Mstep: Class 10 contains 30701 members Mstep: Class 11 contains 836 members Mstep: Class 12 contains 256564 members Mstep: Class 13 contains 988 members Mstep: Class 14 contains 1493 members Mstep: Class 15 contains 365 members Mstep: Class 16 contains 320 members Mstep: Class 17 contains 2962 members Mstep: Class 18 contains 5188 members Mstep: Class 19 contains 18760 members Mstep: Class 20 contains 966 members Mstep: Class 21 contains 2884 members Entering Unmasked Estep Score: -15541058.000000 Penalty: 12249.329102 Splitting cluster 8 changes total score from -15541212.000000 to -15541058.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 9 (13905 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13905 members Entering Unmasked Estep Score: -636034.312500 Penalty: 434.070160 Iteration 0F: 2 clusters Score -636034.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7037 members Mstep: Class 2 contains 6868 members Entering Unmasked Estep Score: -626832.500000 Penalty: 868.140320 Iteration 0F: 3 clusters Score -626832.5 nChanged 6545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7530 members Mstep: Class 2 contains 6375 members Entering Unmasked Estep Score: -631171.312500 Penalty: 868.140320 Iteration 1F: 3 clusters Score -631171.3 nChanged 878 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7636 members Mstep: Class 2 contains 6269 members Entering Unmasked Estep Score: -631781.312500 Penalty: 868.140320 Iteration 2F: 3 clusters Score -631781.3 nChanged 863 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7703 members Mstep: Class 2 contains 6202 members Entering Unmasked Estep Score: -632267.000000 Penalty: 868.140320 Iteration 3F: 3 clusters Score -632267 nChanged 769 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7738 members Mstep: Class 2 contains 6167 members Entering Unmasked Estep Score: -632738.500000 Penalty: 868.140320 Iteration 4F: 3 clusters Score -632738.5 nChanged 783 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7791 members Mstep: Class 2 contains 6114 members Entering Unmasked Estep Score: -633241.312500 Penalty: 868.140320 Iteration 5F: 3 clusters Score -633241.3 nChanged 700 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7839 members Mstep: Class 2 contains 6066 members Entering Unmasked Estep Score: -633622.750000 Penalty: 868.140320 Iteration 6F: 3 clusters Score -633622.8 nChanged 530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7863 members Mstep: Class 2 contains 6042 members Entering Unmasked Estep Score: -633805.562500 Penalty: 868.140320 Iteration 7Q: 3 clusters Score -633805.6 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7876 members Mstep: Class 2 contains 6029 members Entering Unmasked Estep Score: -633885.187500 Penalty: 868.140320 Iteration 8Q: 3 clusters Score -633885.2 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7860 members Mstep: Class 2 contains 6045 members Entering Unmasked Estep Score: -633929.875000 Penalty: 868.140320 Iteration 9Q: 3 clusters Score -633929.9 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7847 members Mstep: Class 2 contains 6058 members Entering Unmasked Estep Score: -633959.437500 Penalty: 868.140320 Iteration 10Q: 3 clusters Score -633959.4 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7851 members Mstep: Class 2 contains 6054 members Entering Unmasked Estep Score: -633978.750000 Penalty: 868.140320 Iteration 11Q: 3 clusters Score -633978.8 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7858 members Mstep: Class 2 contains 6047 members Entering Unmasked Estep Score: -633996.187500 Penalty: 868.140320 Iteration 12Q: 3 clusters Score -633996.2 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7868 members Mstep: Class 2 contains 6037 members Entering Unmasked Estep Score: -634008.062500 Penalty: 868.140320 Iteration 13Q: 3 clusters Score -634008.1 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7874 members Mstep: Class 2 contains 6031 members Entering Unmasked Estep Score: -634018.000000 Penalty: 868.140320 Iteration 14Q: 3 clusters Score -634018 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7887 members Mstep: Class 2 contains 6018 members Entering Unmasked Estep Score: -634026.875000 Penalty: 868.140320 Iteration 15Q: 3 clusters Score -634026.9 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7907 members Mstep: Class 2 contains 5998 members Entering Unmasked Estep Score: -634032.312500 Penalty: 868.140320 Iteration 16Q: 3 clusters Score -634032.3 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7934 members Mstep: Class 2 contains 5971 members Entering Unmasked Estep Score: -634039.562500 Penalty: 868.140320 Iteration 17Q: 3 clusters Score -634039.6 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7957 members Mstep: Class 2 contains 5948 members Entering Unmasked Estep Score: -634047.687500 Penalty: 868.140320 Iteration 18Q: 3 clusters Score -634047.7 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7975 members Mstep: Class 2 contains 5930 members Entering Unmasked Estep Score: -634054.500000 Penalty: 868.140320 Iteration 19Q: 3 clusters Score -634054.5 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7997 members Mstep: Class 2 contains 5908 members Entering Unmasked Estep Score: -634055.812500 Penalty: 868.140320 Iteration 20F: 3 clusters Score -634055.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8016 members Mstep: Class 2 contains 5889 members Entering Unmasked Estep Score: -634063.250000 Penalty: 868.140320 Iteration 21Q: 3 clusters Score -634063.2 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8044 members Mstep: Class 2 contains 5861 members Entering Unmasked Estep Score: -634070.187500 Penalty: 868.140320 Iteration 22Q: 3 clusters Score -634070.2 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8068 members Mstep: Class 2 contains 5837 members Entering Unmasked Estep Score: -634080.000000 Penalty: 868.140320 Iteration 23Q: 3 clusters Score -634080 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8107 members Mstep: Class 2 contains 5798 members Entering Unmasked Estep Score: -634089.500000 Penalty: 868.140320 Iteration 24Q: 3 clusters Score -634089.5 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8166 members Mstep: Class 2 contains 5739 members Entering Unmasked Estep Score: -634102.000000 Penalty: 868.140320 Iteration 25Q: 3 clusters Score -634102 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8225 members Mstep: Class 2 contains 5680 members Entering Unmasked Estep Score: -634112.250000 Penalty: 868.140320 Iteration 26Q: 3 clusters Score -634112.2 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8280 members Mstep: Class 2 contains 5625 members Entering Unmasked Estep Score: -634124.437500 Penalty: 868.140320 Iteration 27Q: 3 clusters Score -634124.4 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8345 members Mstep: Class 2 contains 5560 members Entering Unmasked Estep Score: -634136.437500 Penalty: 868.140320 Iteration 28Q: 3 clusters Score -634136.4 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8406 members Mstep: Class 2 contains 5499 members Entering Unmasked Estep Score: -634147.625000 Penalty: 868.140320 Iteration 29Q: 3 clusters Score -634147.6 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8488 members Mstep: Class 2 contains 5417 members Entering Unmasked Estep Score: -634165.125000 Penalty: 868.140320 Iteration 30Q: 3 clusters Score -634165.1 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8590 members Mstep: Class 2 contains 5315 members Entering Unmasked Estep Score: -634186.125000 Penalty: 868.140320 Iteration 31Q: 3 clusters Score -634186.1 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8699 members Mstep: Class 2 contains 5206 members Entering Unmasked Estep Score: -634208.062500 Penalty: 868.140320 Iteration 32Q: 3 clusters Score -634208.1 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8812 members Mstep: Class 2 contains 5093 members Entering Unmasked Estep Score: -634235.562500 Penalty: 868.140320 Iteration 33Q: 3 clusters Score -634235.6 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8946 members Mstep: Class 2 contains 4959 members Entering Unmasked Estep Score: -634267.500000 Penalty: 868.140320 Iteration 34Q: 3 clusters Score -634267.5 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9094 members Mstep: Class 2 contains 4811 members Entering Unmasked Estep Score: -634304.562500 Penalty: 868.140320 Iteration 35Q: 3 clusters Score -634304.6 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9266 members Mstep: Class 2 contains 4639 members Entering Unmasked Estep Score: -634357.812500 Penalty: 868.140320 Iteration 36Q: 3 clusters Score -634357.8 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9457 members Mstep: Class 2 contains 4448 members Entering Unmasked Estep Score: -634419.937500 Penalty: 868.140320 Iteration 37Q: 3 clusters Score -634419.9 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9651 members Mstep: Class 2 contains 4254 members Entering Unmasked Estep Score: -634475.812500 Penalty: 868.140320 Iteration 38Q: 3 clusters Score -634475.8 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9837 members Mstep: Class 2 contains 4068 members Entering Unmasked Estep Score: -634527.562500 Penalty: 868.140320 Iteration 39Q: 3 clusters Score -634527.6 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10020 members Mstep: Class 2 contains 3885 members Entering Unmasked Estep Score: -634581.750000 Penalty: 868.140320 Iteration 40F: 3 clusters Score -634581.8 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10214 members Mstep: Class 2 contains 3691 members Entering Unmasked Estep Score: -634636.000000 Penalty: 868.140320 Iteration 41Q: 3 clusters Score -634636 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10388 members Mstep: Class 2 contains 3517 members Entering Unmasked Estep Score: -634677.125000 Penalty: 868.140320 Iteration 42Q: 3 clusters Score -634677.1 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10541 members Mstep: Class 2 contains 3364 members Entering Unmasked Estep Score: -634717.125000 Penalty: 868.140320 Iteration 43Q: 3 clusters Score -634717.1 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10671 members Mstep: Class 2 contains 3234 members Entering Unmasked Estep Score: -634751.250000 Penalty: 868.140320 Iteration 44Q: 3 clusters Score -634751.2 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10814 members Mstep: Class 2 contains 3091 members Entering Unmasked Estep Score: -634797.125000 Penalty: 868.140320 Iteration 45Q: 3 clusters Score -634797.1 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10975 members Mstep: Class 2 contains 2930 members Entering Unmasked Estep Score: -634849.062500 Penalty: 868.140320 Iteration 46Q: 3 clusters Score -634849.1 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11126 members Mstep: Class 2 contains 2779 members Entering Unmasked Estep Score: -634896.250000 Penalty: 868.140320 Iteration 47Q: 3 clusters Score -634896.2 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11288 members Mstep: Class 2 contains 2617 members Entering Unmasked Estep Score: -634940.812500 Penalty: 868.140320 Iteration 48Q: 3 clusters Score -634940.8 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11428 members Mstep: Class 2 contains 2477 members Entering Unmasked Estep Score: -634977.312500 Penalty: 868.140320 Iteration 49Q: 3 clusters Score -634977.3 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11560 members Mstep: Class 2 contains 2345 members Entering Unmasked Estep Score: -635010.812500 Penalty: 868.140320 Iteration 50Q: 3 clusters Score -635010.8 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11686 members Mstep: Class 2 contains 2219 members Entering Unmasked Estep Score: -635046.562500 Penalty: 868.140320 Iteration 51Q: 3 clusters Score -635046.6 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11811 members Mstep: Class 2 contains 2094 members Entering Unmasked Estep Score: -635081.375000 Penalty: 868.140320 Iteration 52Q: 3 clusters Score -635081.4 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11928 members Mstep: Class 2 contains 1977 members Entering Unmasked Estep Score: -635115.687500 Penalty: 868.140320 Iteration 53Q: 3 clusters Score -635115.7 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12055 members Mstep: Class 2 contains 1850 members Entering Unmasked Estep Score: -635159.625000 Penalty: 868.140320 Iteration 54Q: 3 clusters Score -635159.6 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12196 members Mstep: Class 2 contains 1709 members Entering Unmasked Estep Score: -635204.187500 Penalty: 868.140320 Iteration 55Q: 3 clusters Score -635204.2 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12323 members Mstep: Class 2 contains 1582 members Entering Unmasked Estep Score: -635249.000000 Penalty: 868.140320 Iteration 56Q: 3 clusters Score -635249 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12445 members Mstep: Class 2 contains 1460 members Entering Unmasked Estep Score: -635300.187500 Penalty: 868.140320 Iteration 57Q: 3 clusters Score -635300.2 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12576 members Mstep: Class 2 contains 1329 members Entering Unmasked Estep Score: -635349.062500 Penalty: 868.140320 Iteration 58Q: 3 clusters Score -635349.1 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12676 members Mstep: Class 2 contains 1229 members Entering Unmasked Estep Score: -635392.500000 Penalty: 868.140320 Iteration 59Q: 3 clusters Score -635392.5 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12779 members Mstep: Class 2 contains 1126 members Entering Unmasked Estep Score: -635437.937500 Penalty: 868.140320 Iteration 60F: 3 clusters Score -635437.9 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12863 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -635468.750000 Penalty: 868.140320 Iteration 61Q: 3 clusters Score -635468.8 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12942 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -635499.187500 Penalty: 868.140320 Iteration 62Q: 3 clusters Score -635499.2 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13008 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -635522.187500 Penalty: 868.140320 Iteration 63Q: 3 clusters Score -635522.2 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13066 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -635541.937500 Penalty: 868.140320 Iteration 64Q: 3 clusters Score -635541.9 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13136 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -635566.125000 Penalty: 868.140320 Iteration 65Q: 3 clusters Score -635566.1 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13188 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -635582.937500 Penalty: 868.140320 Iteration 66Q: 3 clusters Score -635582.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13230 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -635593.375000 Penalty: 868.140320 Iteration 67Q: 3 clusters Score -635593.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13272 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -635605.750000 Penalty: 868.140320 Iteration 68Q: 3 clusters Score -635605.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13309 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -635618.062500 Penalty: 868.140320 Iteration 69Q: 3 clusters Score -635618.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13343 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -635628.187500 Penalty: 868.140320 Iteration 70Q: 3 clusters Score -635628.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13375 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -635636.437500 Penalty: 868.140320 Iteration 71Q: 3 clusters Score -635636.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13411 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -635650.062500 Penalty: 868.140320 Iteration 72Q: 3 clusters Score -635650.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13439 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -635659.750000 Penalty: 868.140320 Iteration 73Q: 3 clusters Score -635659.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13451 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -635661.562500 Penalty: 868.140320 Iteration 74Q: 3 clusters Score -635661.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13462 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -635665.750000 Penalty: 868.140320 Iteration 75Q: 3 clusters Score -635665.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13474 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -635669.812500 Penalty: 868.140320 Iteration 76Q: 3 clusters Score -635669.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13487 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -635674.937500 Penalty: 868.140320 Iteration 77Q: 3 clusters Score -635674.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13494 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -635677.375000 Penalty: 868.140320 Iteration 78Q: 3 clusters Score -635677.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13504 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -635679.250000 Penalty: 868.140320 Iteration 79Q: 3 clusters Score -635679.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13513 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -635680.500000 Penalty: 868.140320 Iteration 80F: 3 clusters Score -635680.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13522 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -635682.750000 Penalty: 868.140320 Iteration 81Q: 3 clusters Score -635682.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13531 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -635685.687500 Penalty: 868.140320 Iteration 82Q: 3 clusters Score -635685.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13541 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -635689.125000 Penalty: 868.140320 Iteration 83Q: 3 clusters Score -635689.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13548 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -635690.687500 Penalty: 868.140320 Iteration 84Q: 3 clusters Score -635690.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13551 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -635692.250000 Penalty: 868.140320 Iteration 85Q: 3 clusters Score -635692.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13554 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -635690.500000 Penalty: 868.140320 Iteration 86Q: 3 clusters Score -635690.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13557 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -635692.500000 Penalty: 868.140320 Iteration 87Q: 3 clusters Score -635692.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13561 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -635693.687500 Penalty: 868.140320 Iteration 88Q: 3 clusters Score -635693.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13565 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -635694.937500 Penalty: 868.140320 Iteration 89Q: 3 clusters Score -635694.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13566 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -635695.312500 Penalty: 868.140320 Iteration 90Q: 3 clusters Score -635695.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13567 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -635695.937500 Penalty: 868.140320 Iteration 91Q: 3 clusters Score -635695.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13567 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -635695.937500 Penalty: 868.140320 Iteration 92F: 3 clusters Score -635695.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (30701 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30701 members Entering Unmasked Estep Score: -1353023.000000 Penalty: 470.108276 Iteration 0F: 2 clusters Score -1353023 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15368 members Mstep: Class 2 contains 15333 members Entering Unmasked Estep Score: -1332684.500000 Penalty: 940.216553 Iteration 0F: 3 clusters Score -1332684 nChanged 14628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15616 members Mstep: Class 2 contains 15085 members Entering Unmasked Estep Score: -1340964.500000 Penalty: 940.216553 Iteration 1F: 3 clusters Score -1340964 nChanged 1105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15759 members Mstep: Class 2 contains 14942 members Entering Unmasked Estep Score: -1341240.625000 Penalty: 940.216553 Iteration 2Q: 3 clusters Score -1341241 nChanged 1135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16064 members Mstep: Class 2 contains 14637 members Entering Unmasked Estep Score: -1341565.250000 Penalty: 940.216553 Iteration 3Q: 3 clusters Score -1341565 nChanged 1327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16577 members Mstep: Class 2 contains 14124 members Entering Unmasked Estep Score: -1342033.125000 Penalty: 940.216553 Iteration 4Q: 3 clusters Score -1342033 nChanged 1549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17378 members Mstep: Class 2 contains 13323 members Entering Unmasked Estep Score: -1342673.250000 Penalty: 940.216553 Iteration 5F: 3 clusters Score -1342673 nChanged 1803 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18463 members Mstep: Class 2 contains 12238 members Entering Unmasked Estep Score: -1343522.000000 Penalty: 940.216553 Iteration 6F: 3 clusters Score -1343522 nChanged 1971 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19772 members Mstep: Class 2 contains 10929 members Entering Unmasked Estep Score: -1344493.000000 Penalty: 940.216553 Iteration 7F: 3 clusters Score -1344493 nChanged 1877 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21085 members Mstep: Class 2 contains 9616 members Entering Unmasked Estep Score: -1345500.500000 Penalty: 940.216553 Iteration 8F: 3 clusters Score -1345500 nChanged 1701 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22386 members Mstep: Class 2 contains 8315 members Entering Unmasked Estep Score: -1346370.625000 Penalty: 940.216553 Iteration 9F: 3 clusters Score -1346371 nChanged 1386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23538 members Mstep: Class 2 contains 7163 members Entering Unmasked Estep Score: -1347055.750000 Penalty: 940.216553 Iteration 10Q: 3 clusters Score -1347056 nChanged 1195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24635 members Mstep: Class 2 contains 6066 members Entering Unmasked Estep Score: -1347685.000000 Penalty: 940.216553 Iteration 11Q: 3 clusters Score -1347685 nChanged 1099 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25710 members Mstep: Class 2 contains 4991 members Entering Unmasked Estep Score: -1348328.250000 Penalty: 940.216553 Iteration 12Q: 3 clusters Score -1348328 nChanged 1074 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26782 members Mstep: Class 2 contains 3919 members Entering Unmasked Estep Score: -1349054.500000 Penalty: 940.216553 Iteration 13Q: 3 clusters Score -1349054 nChanged 1032 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27814 members Mstep: Class 2 contains 2887 members Entering Unmasked Estep Score: -1349827.250000 Penalty: 940.216553 Iteration 14Q: 3 clusters Score -1349827 nChanged 983 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28797 members Mstep: Class 2 contains 1904 members Entering Unmasked Estep Score: -1350683.125000 Penalty: 940.216553 Iteration 15Q: 3 clusters Score -1350683 nChanged 813 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29610 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -1351462.750000 Penalty: 940.216553 Iteration 16Q: 3 clusters Score -1351463 nChanged 601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30211 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -1352062.625000 Penalty: 940.216553 Iteration 17Q: 3 clusters Score -1352063 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30478 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -1352324.375000 Penalty: 940.216553 Iteration 18Q: 3 clusters Score -1352324 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30578 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -1352433.750000 Penalty: 940.216553 Iteration 19Q: 3 clusters Score -1352434 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30618 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -1352516.375000 Penalty: 940.216553 Iteration 20F: 3 clusters Score -1352516 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30664 members Mstep: Class 2 contains 37 members Entering Unmasked Estep Score: -1352575.375000 Penalty: 940.216553 Iteration 21Q: 3 clusters Score -1352575 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30674 members Mstep: Class 2 contains 27 members Entering Unmasked Estep Score: -1352608.500000 Penalty: 940.216553 Iteration 22Q: 3 clusters Score -1352608 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30672 members Mstep: Class 2 contains 29 members Entering Unmasked Estep Score: -1352610.625000 Penalty: 940.216553 Iteration 23Q: 3 clusters Score -1352611 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30672 members Mstep: Class 2 contains 29 members Entering Unmasked Estep Score: -1352610.625000 Penalty: 940.216553 Iteration 24F: 3 clusters Score -1352611 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (836 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Entering Unmasked Estep Score: -34187.769531 Penalty: 306.152588 Iteration 0F: 2 clusters Score -34187.77 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -33482.679688 Penalty: 612.305176 Iteration 0F: 3 clusters Score -33482.68 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -33679.988281 Penalty: 612.305176 Iteration 1F: 3 clusters Score -33679.99 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -33716.531250 Penalty: 612.305176 Iteration 2F: 3 clusters Score -33716.53 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -33744.968750 Penalty: 612.305176 Iteration 3Q: 3 clusters Score -33744.97 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -33769.898438 Penalty: 612.305176 Iteration 4Q: 3 clusters Score -33769.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -33786.714844 Penalty: 612.305176 Iteration 5Q: 3 clusters Score -33786.71 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -33799.308594 Penalty: 612.305176 Iteration 6Q: 3 clusters Score -33799.31 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -33812.484375 Penalty: 612.305176 Iteration 7Q: 3 clusters Score -33812.48 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -33819.121094 Penalty: 612.305176 Iteration 8Q: 3 clusters Score -33819.12 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -33823.972656 Penalty: 612.305176 Iteration 9Q: 3 clusters Score -33823.97 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -33826.898438 Penalty: 612.305176 Iteration 10Q: 3 clusters Score -33826.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -33828.687500 Penalty: 612.305176 Iteration 11Q: 3 clusters Score -33828.69 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -33831.289062 Penalty: 612.305176 Iteration 12Q: 3 clusters Score -33831.29 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -33832.761719 Penalty: 612.305176 Iteration 13Q: 3 clusters Score -33832.76 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -33834.199219 Penalty: 612.305176 Iteration 14Q: 3 clusters Score -33834.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -33835.593750 Penalty: 612.305176 Iteration 15Q: 3 clusters Score -33835.59 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -33837.503906 Penalty: 612.305176 Iteration 16Q: 3 clusters Score -33837.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -33838.046875 Penalty: 612.305176 Iteration 17Q: 3 clusters Score -33838.05 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -33838.179688 Penalty: 612.305176 Iteration 18Q: 3 clusters Score -33838.18 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -33838.667969 Penalty: 612.305176 Iteration 19Q: 3 clusters Score -33838.67 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -33839.000000 Penalty: 612.305176 Iteration 20F: 3 clusters Score -33839 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (256564 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256564 members Entering Unmasked Estep Score: -11060080.000000 Penalty: 566.708557 Iteration 0F: 2 clusters Score -1.106008e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128072 members Mstep: Class 2 contains 128492 members Entering Unmasked Estep Score: -10893747.000000 Penalty: 1133.417114 Iteration 0F: 3 clusters Score -1.089375e+07 nChanged 126553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115721 members Mstep: Class 2 contains 140843 members Entering Unmasked Estep Score: -10976655.000000 Penalty: 1133.417114 Iteration 1F: 3 clusters Score -1.097666e+07 nChanged 13543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108824 members Mstep: Class 2 contains 147740 members Entering Unmasked Estep Score: -10983827.000000 Penalty: 1133.417114 Iteration 2F: 3 clusters Score -1.098383e+07 nChanged 15983 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100753 members Mstep: Class 2 contains 155811 members Entering Unmasked Estep Score: -10995289.000000 Penalty: 1133.417114 Iteration 3F: 3 clusters Score -1.099529e+07 nChanged 17999 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92540 members Mstep: Class 2 contains 164024 members Entering Unmasked Estep Score: -11011007.000000 Penalty: 1133.417114 Iteration 4F: 3 clusters Score -1.101101e+07 nChanged 17305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86053 members Mstep: Class 2 contains 170511 members Entering Unmasked Estep Score: -11025431.000000 Penalty: 1133.417114 Iteration 5F: 3 clusters Score -1.102543e+07 nChanged 13343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81566 members Mstep: Class 2 contains 174998 members Entering Unmasked Estep Score: -11033104.000000 Penalty: 1133.417114 Iteration 6F: 3 clusters Score -1.10331e+07 nChanged 7994 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77876 members Mstep: Class 2 contains 178688 members Entering Unmasked Estep Score: -11035782.000000 Penalty: 1133.417114 Iteration 7Q: 3 clusters Score -1.103578e+07 nChanged 4913 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74111 members Mstep: Class 2 contains 182453 members Entering Unmasked Estep Score: -11037257.000000 Penalty: 1133.417114 Iteration 8Q: 3 clusters Score -1.103726e+07 nChanged 4077 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70176 members Mstep: Class 2 contains 186388 members Entering Unmasked Estep Score: -11038473.000000 Penalty: 1133.417114 Iteration 9Q: 3 clusters Score -1.103847e+07 nChanged 4131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66083 members Mstep: Class 2 contains 190481 members Entering Unmasked Estep Score: -11039803.000000 Penalty: 1133.417114 Iteration 10Q: 3 clusters Score -1.10398e+07 nChanged 4315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61782 members Mstep: Class 2 contains 194782 members Entering Unmasked Estep Score: -11041300.000000 Penalty: 1133.417114 Iteration 11Q: 3 clusters Score -1.10413e+07 nChanged 4512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57288 members Mstep: Class 2 contains 199276 members Entering Unmasked Estep Score: -11042915.000000 Penalty: 1133.417114 Iteration 12Q: 3 clusters Score -1.104292e+07 nChanged 4622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52680 members Mstep: Class 2 contains 203884 members Entering Unmasked Estep Score: -11044752.000000 Penalty: 1133.417114 Iteration 13Q: 3 clusters Score -1.104475e+07 nChanged 4760 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47924 members Mstep: Class 2 contains 208640 members Entering Unmasked Estep Score: -11046722.000000 Penalty: 1133.417114 Iteration 14Q: 3 clusters Score -1.104672e+07 nChanged 4805 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43127 members Mstep: Class 2 contains 213437 members Entering Unmasked Estep Score: -11048599.000000 Penalty: 1133.417114 Iteration 15Q: 3 clusters Score -1.10486e+07 nChanged 4783 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38362 members Mstep: Class 2 contains 218202 members Entering Unmasked Estep Score: -11050804.000000 Penalty: 1133.417114 Iteration 16Q: 3 clusters Score -1.10508e+07 nChanged 4644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33736 members Mstep: Class 2 contains 222828 members Entering Unmasked Estep Score: -11053181.000000 Penalty: 1133.417114 Iteration 17Q: 3 clusters Score -1.105318e+07 nChanged 4469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29327 members Mstep: Class 2 contains 227237 members Entering Unmasked Estep Score: -11055662.000000 Penalty: 1133.417114 Iteration 18Q: 3 clusters Score -1.105566e+07 nChanged 3990 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25439 members Mstep: Class 2 contains 231125 members Entering Unmasked Estep Score: -11058061.000000 Penalty: 1133.417114 Iteration 19Q: 3 clusters Score -1.105806e+07 nChanged 3460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22093 members Mstep: Class 2 contains 234471 members Entering Unmasked Estep Score: -11059911.000000 Penalty: 1133.417114 Iteration 20F: 3 clusters Score -1.105991e+07 nChanged 2916 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19321 members Mstep: Class 2 contains 237243 members Entering Unmasked Estep Score: -11061234.000000 Penalty: 1133.417114 Iteration 21Q: 3 clusters Score -1.106123e+07 nChanged 2315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17120 members Mstep: Class 2 contains 239444 members Entering Unmasked Estep Score: -11062116.000000 Penalty: 1133.417114 Iteration 22Q: 3 clusters Score -1.106212e+07 nChanged 1894 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15304 members Mstep: Class 2 contains 241260 members Entering Unmasked Estep Score: -11062658.000000 Penalty: 1133.417114 Iteration 23Q: 3 clusters Score -1.106266e+07 nChanged 1565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13773 members Mstep: Class 2 contains 242791 members Entering Unmasked Estep Score: -11062932.000000 Penalty: 1133.417114 Iteration 24Q: 3 clusters Score -1.106293e+07 nChanged 1288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12489 members Mstep: Class 2 contains 244075 members Entering Unmasked Estep Score: -11063075.000000 Penalty: 1133.417114 Iteration 25Q: 3 clusters Score -1.106308e+07 nChanged 1094 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11399 members Mstep: Class 2 contains 245165 members Entering Unmasked Estep Score: -11063172.000000 Penalty: 1133.417114 Iteration 26Q: 3 clusters Score -1.106317e+07 nChanged 913 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10486 members Mstep: Class 2 contains 246078 members Entering Unmasked Estep Score: -11063235.000000 Penalty: 1133.417114 Iteration 27Q: 3 clusters Score -1.106324e+07 nChanged 749 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9737 members Mstep: Class 2 contains 246827 members Entering Unmasked Estep Score: -11063226.000000 Penalty: 1133.417114 Iteration 28Q: 3 clusters Score -1.106323e+07 nChanged 633 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9104 members Mstep: Class 2 contains 247460 members Entering Unmasked Estep Score: -11063186.000000 Penalty: 1133.417114 Iteration 29Q: 3 clusters Score -1.106319e+07 nChanged 523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8581 members Mstep: Class 2 contains 247983 members Entering Unmasked Estep Score: -11063114.000000 Penalty: 1133.417114 Iteration 30Q: 3 clusters Score -1.106311e+07 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8156 members Mstep: Class 2 contains 248408 members Entering Unmasked Estep Score: -11063119.000000 Penalty: 1133.417114 Iteration 31Q: 3 clusters Score -1.106312e+07 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7782 members Mstep: Class 2 contains 248782 members Entering Unmasked Estep Score: -11063071.000000 Penalty: 1133.417114 Iteration 32Q: 3 clusters Score -1.106307e+07 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7462 members Mstep: Class 2 contains 249102 members Entering Unmasked Estep Score: -11062987.000000 Penalty: 1133.417114 Iteration 33Q: 3 clusters Score -1.106299e+07 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7174 members Mstep: Class 2 contains 249390 members Entering Unmasked Estep Score: -11062953.000000 Penalty: 1133.417114 Iteration 34Q: 3 clusters Score -1.106295e+07 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6911 members Mstep: Class 2 contains 249653 members Entering Unmasked Estep Score: -11062918.000000 Penalty: 1133.417114 Iteration 35Q: 3 clusters Score -1.106292e+07 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6689 members Mstep: Class 2 contains 249875 members Entering Unmasked Estep Score: -11062920.000000 Penalty: 1133.417114 Iteration 36Q: 3 clusters Score -1.106292e+07 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6494 members Mstep: Class 2 contains 250070 members Entering Unmasked Estep Score: -11062897.000000 Penalty: 1133.417114 Iteration 37Q: 3 clusters Score -1.10629e+07 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6308 members Mstep: Class 2 contains 250256 members Entering Unmasked Estep Score: -11062860.000000 Penalty: 1133.417114 Iteration 38Q: 3 clusters Score -1.106286e+07 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6141 members Mstep: Class 2 contains 250423 members Entering Unmasked Estep Score: -11062856.000000 Penalty: 1133.417114 Iteration 39Q: 3 clusters Score -1.106286e+07 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5981 members Mstep: Class 2 contains 250583 members Entering Unmasked Estep Score: -11062827.000000 Penalty: 1133.417114 Iteration 40F: 3 clusters Score -1.106283e+07 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5851 members Mstep: Class 2 contains 250713 members Entering Unmasked Estep Score: -11062811.000000 Penalty: 1133.417114 Iteration 41Q: 3 clusters Score -1.106281e+07 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5746 members Mstep: Class 2 contains 250818 members Entering Unmasked Estep Score: -11062781.000000 Penalty: 1133.417114 Iteration 42Q: 3 clusters Score -1.106278e+07 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5666 members Mstep: Class 2 contains 250898 members Entering Unmasked Estep Score: -11062790.000000 Penalty: 1133.417114 Iteration 43Q: 3 clusters Score -1.106279e+07 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5602 members Mstep: Class 2 contains 250962 members Entering Unmasked Estep Score: -11062796.000000 Penalty: 1133.417114 Iteration 44Q: 3 clusters Score -1.10628e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5560 members Mstep: Class 2 contains 251004 members Entering Unmasked Estep Score: -11062771.000000 Penalty: 1133.417114 Iteration 45Q: 3 clusters Score -1.106277e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5515 members Mstep: Class 2 contains 251049 members Entering Unmasked Estep Score: -11062765.000000 Penalty: 1133.417114 Iteration 46Q: 3 clusters Score -1.106276e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5476 members Mstep: Class 2 contains 251088 members Entering Unmasked Estep Score: -11062745.000000 Penalty: 1133.417114 Iteration 47Q: 3 clusters Score -1.106274e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5446 members Mstep: Class 2 contains 251118 members Entering Unmasked Estep Score: -11062756.000000 Penalty: 1133.417114 Iteration 48Q: 3 clusters Score -1.106276e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5404 members Mstep: Class 2 contains 251160 members Entering Unmasked Estep Score: -11062754.000000 Penalty: 1133.417114 Iteration 49Q: 3 clusters Score -1.106275e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5367 members Mstep: Class 2 contains 251197 members Entering Unmasked Estep Score: -11062723.000000 Penalty: 1133.417114 Iteration 50Q: 3 clusters Score -1.106272e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5334 members Mstep: Class 2 contains 251230 members Entering Unmasked Estep Score: -11062729.000000 Penalty: 1133.417114 Iteration 51Q: 3 clusters Score -1.106273e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5309 members Mstep: Class 2 contains 251255 members Entering Unmasked Estep Score: -11062738.000000 Penalty: 1133.417114 Iteration 52Q: 3 clusters Score -1.106274e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5294 members Mstep: Class 2 contains 251270 members Entering Unmasked Estep Score: -11062735.000000 Penalty: 1133.417114 Iteration 53Q: 3 clusters Score -1.106274e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5274 members Mstep: Class 2 contains 251290 members Entering Unmasked Estep Score: -11062723.000000 Penalty: 1133.417114 Iteration 54Q: 3 clusters Score -1.106272e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5257 members Mstep: Class 2 contains 251307 members Entering Unmasked Estep Score: -11062724.000000 Penalty: 1133.417114 Iteration 55Q: 3 clusters Score -1.106272e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5243 members Mstep: Class 2 contains 251321 members Entering Unmasked Estep Score: -11062721.000000 Penalty: 1133.417114 Iteration 56Q: 3 clusters Score -1.106272e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5226 members Mstep: Class 2 contains 251338 members Entering Unmasked Estep Score: -11062733.000000 Penalty: 1133.417114 Iteration 57Q: 3 clusters Score -1.106273e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5216 members Mstep: Class 2 contains 251348 members Entering Unmasked Estep Score: -11062727.000000 Penalty: 1133.417114 Iteration 58Q: 3 clusters Score -1.106273e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5203 members Mstep: Class 2 contains 251361 members Entering Unmasked Estep Score: -11062729.000000 Penalty: 1133.417114 Iteration 59Q: 3 clusters Score -1.106273e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5192 members Mstep: Class 2 contains 251372 members Entering Unmasked Estep Score: -11062723.000000 Penalty: 1133.417114 Iteration 60F: 3 clusters Score -1.106272e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5176 members Mstep: Class 2 contains 251388 members Entering Unmasked Estep Score: -11062725.000000 Penalty: 1133.417114 Iteration 61Q: 3 clusters Score -1.106272e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5160 members Mstep: Class 2 contains 251404 members Entering Unmasked Estep Score: -11062724.000000 Penalty: 1133.417114 Iteration 62Q: 3 clusters Score -1.106272e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5136 members Mstep: Class 2 contains 251428 members Entering Unmasked Estep Score: -11062722.000000 Penalty: 1133.417114 Iteration 63Q: 3 clusters Score -1.106272e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5113 members Mstep: Class 2 contains 251451 members Entering Unmasked Estep Score: -11062723.000000 Penalty: 1133.417114 Iteration 64Q: 3 clusters Score -1.106272e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5099 members Mstep: Class 2 contains 251465 members Entering Unmasked Estep Score: -11062714.000000 Penalty: 1133.417114 Iteration 65Q: 3 clusters Score -1.106271e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5089 members Mstep: Class 2 contains 251475 members Entering Unmasked Estep Score: -11062719.000000 Penalty: 1133.417114 Iteration 66Q: 3 clusters Score -1.106272e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5082 members Mstep: Class 2 contains 251482 members Entering Unmasked Estep Score: -11062698.000000 Penalty: 1133.417114 Iteration 67Q: 3 clusters Score -1.10627e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5073 members Mstep: Class 2 contains 251491 members Entering Unmasked Estep Score: -11062691.000000 Penalty: 1133.417114 Iteration 68Q: 3 clusters Score -1.106269e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5066 members Mstep: Class 2 contains 251498 members Entering Unmasked Estep Score: -11062684.000000 Penalty: 1133.417114 Iteration 69Q: 3 clusters Score -1.106268e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5060 members Mstep: Class 2 contains 251504 members Entering Unmasked Estep Score: -11062678.000000 Penalty: 1133.417114 Iteration 70Q: 3 clusters Score -1.106268e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5052 members Mstep: Class 2 contains 251512 members Entering Unmasked Estep Score: -11062677.000000 Penalty: 1133.417114 Iteration 71Q: 3 clusters Score -1.106268e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5046 members Mstep: Class 2 contains 251518 members Entering Unmasked Estep Score: -11062679.000000 Penalty: 1133.417114 Iteration 72Q: 3 clusters Score -1.106268e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5038 members Mstep: Class 2 contains 251526 members Entering Unmasked Estep Score: -11062674.000000 Penalty: 1133.417114 Iteration 73Q: 3 clusters Score -1.106267e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5033 members Mstep: Class 2 contains 251531 members Entering Unmasked Estep Score: -11062675.000000 Penalty: 1133.417114 Iteration 74Q: 3 clusters Score -1.106268e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5024 members Mstep: Class 2 contains 251540 members Entering Unmasked Estep Score: -11062673.000000 Penalty: 1133.417114 Iteration 75Q: 3 clusters Score -1.106267e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5011 members Mstep: Class 2 contains 251553 members Entering Unmasked Estep Score: -11062674.000000 Penalty: 1133.417114 Iteration 76Q: 3 clusters Score -1.106267e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4996 members Mstep: Class 2 contains 251568 members Entering Unmasked Estep Score: -11062672.000000 Penalty: 1133.417114 Iteration 77Q: 3 clusters Score -1.106267e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4988 members Mstep: Class 2 contains 251576 members Entering Unmasked Estep Score: -11062677.000000 Penalty: 1133.417114 Iteration 78Q: 3 clusters Score -1.106268e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4976 members Mstep: Class 2 contains 251588 members Entering Unmasked Estep Score: -11062673.000000 Penalty: 1133.417114 Iteration 79Q: 3 clusters Score -1.106267e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4968 members Mstep: Class 2 contains 251596 members Entering Unmasked Estep Score: -11062676.000000 Penalty: 1133.417114 Iteration 80F: 3 clusters Score -1.106268e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4961 members Mstep: Class 2 contains 251603 members Entering Unmasked Estep Score: -11062674.000000 Penalty: 1133.417114 Iteration 81Q: 3 clusters Score -1.106267e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4952 members Mstep: Class 2 contains 251612 members Entering Unmasked Estep Score: -11062672.000000 Penalty: 1133.417114 Iteration 82Q: 3 clusters Score -1.106267e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4940 members Mstep: Class 2 contains 251624 members Entering Unmasked Estep Score: -11062661.000000 Penalty: 1133.417114 Iteration 83Q: 3 clusters Score -1.106266e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4925 members Mstep: Class 2 contains 251639 members Entering Unmasked Estep Score: -11062652.000000 Penalty: 1133.417114 Iteration 84Q: 3 clusters Score -1.106265e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4908 members Mstep: Class 2 contains 251656 members Entering Unmasked Estep Score: -11062635.000000 Penalty: 1133.417114 Iteration 85Q: 3 clusters Score -1.106264e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4898 members Mstep: Class 2 contains 251666 members Entering Unmasked Estep Score: -11062635.000000 Penalty: 1133.417114 Iteration 86Q: 3 clusters Score -1.106264e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4895 members Mstep: Class 2 contains 251669 members Entering Unmasked Estep Score: -11062628.000000 Penalty: 1133.417114 Iteration 87Q: 3 clusters Score -1.106263e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4890 members Mstep: Class 2 contains 251674 members Entering Unmasked Estep Score: -11062627.000000 Penalty: 1133.417114 Iteration 88Q: 3 clusters Score -1.106263e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4886 members Mstep: Class 2 contains 251678 members Entering Unmasked Estep Score: -11062623.000000 Penalty: 1133.417114 Iteration 89Q: 3 clusters Score -1.106262e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4881 members Mstep: Class 2 contains 251683 members Entering Unmasked Estep Score: -11062626.000000 Penalty: 1133.417114 Iteration 90Q: 3 clusters Score -1.106263e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4878 members Mstep: Class 2 contains 251686 members Entering Unmasked Estep Score: -11062630.000000 Penalty: 1133.417114 Iteration 91Q: 3 clusters Score -1.106263e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4875 members Mstep: Class 2 contains 251689 members Entering Unmasked Estep Score: -11062631.000000 Penalty: 1133.417114 Iteration 92Q: 3 clusters Score -1.106263e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4873 members Mstep: Class 2 contains 251691 members Entering Unmasked Estep Score: -11062633.000000 Penalty: 1133.417114 Iteration 93Q: 3 clusters Score -1.106263e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4873 members Mstep: Class 2 contains 251691 members Entering Unmasked Estep Score: -11062633.000000 Penalty: 1133.417114 Iteration 94F: 3 clusters Score -1.106263e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 2139 members Mstep: Class 3 contains 19343 members Mstep: Class 4 contains 1621 members Mstep: Class 5 contains 513 members Mstep: Class 6 contains 7759 members Mstep: Class 7 contains 1043 members Mstep: Class 8 contains 3081 members Mstep: Class 9 contains 13905 members Mstep: Class 10 contains 30701 members Mstep: Class 11 contains 836 members Mstep: Class 12 contains 4873 members Mstep: Class 13 contains 988 members Mstep: Class 14 contains 1493 members Mstep: Class 15 contains 365 members Mstep: Class 16 contains 320 members Mstep: Class 17 contains 2962 members Mstep: Class 18 contains 5188 members Mstep: Class 19 contains 18760 members Mstep: Class 20 contains 966 members Mstep: Class 21 contains 251691 members Entering Unmasked Estep Score: -15543707.000000 Penalty: 12249.329102 Splitting cluster 12 changes total score from -15541212.000000 to -15543707.000000 So it's getting split into cluster 21. Entering ConstructFrom: Trying to split cluster 13 (988 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Entering Unmasked Estep Score: -37855.222656 Penalty: 313.753571 Iteration 0F: 2 clusters Score -37855.22 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -37096.312500 Penalty: 627.507141 Iteration 0F: 3 clusters Score -37096.31 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -37447.457031 Penalty: 627.507141 Iteration 1F: 3 clusters Score -37447.46 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -37536.492188 Penalty: 627.507141 Iteration 2F: 3 clusters Score -37536.49 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -37581.054688 Penalty: 627.507141 Iteration 3F: 3 clusters Score -37581.05 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -37616.160156 Penalty: 627.507141 Iteration 4Q: 3 clusters Score -37616.16 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -37656.386719 Penalty: 627.507141 Iteration 5Q: 3 clusters Score -37656.39 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -37700.933594 Penalty: 627.507141 Iteration 6F: 3 clusters Score -37700.93 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -37734.796875 Penalty: 627.507141 Iteration 7Q: 3 clusters Score -37734.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -37766.464844 Penalty: 627.507141 Iteration 8Q: 3 clusters Score -37766.46 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -37807.335938 Penalty: 627.507141 Iteration 9Q: 3 clusters Score -37807.34 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -37849.769531 Penalty: 627.507141 Iteration 10Q: 3 clusters Score -37849.77 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -37885.683594 Penalty: 627.507141 Iteration 11Q: 3 clusters Score -37885.68 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -37924.546875 Penalty: 627.507141 Iteration 12Q: 3 clusters Score -37924.55 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -37949.023438 Penalty: 627.507141 Iteration 13Q: 3 clusters Score -37949.02 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -37966.234375 Penalty: 627.507141 Iteration 14Q: 3 clusters Score -37966.23 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -37977.125000 Penalty: 627.507141 Iteration 15Q: 3 clusters Score -37977.12 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -37984.429688 Penalty: 627.507141 Iteration 16Q: 3 clusters Score -37984.43 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -37990.203125 Penalty: 627.507141 Iteration 17Q: 3 clusters Score -37990.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -37993.343750 Penalty: 627.507141 Iteration 18Q: 3 clusters Score -37993.34 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -37996.253906 Penalty: 627.507141 Iteration 19Q: 3 clusters Score -37996.25 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -37998.949219 Penalty: 627.507141 Iteration 20F: 3 clusters Score -37998.95 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -38000.976562 Penalty: 627.507141 Iteration 21Q: 3 clusters Score -38000.98 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -38001.890625 Penalty: 627.507141 Iteration 22Q: 3 clusters Score -38001.89 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -38002.824219 Penalty: 627.507141 Iteration 23Q: 3 clusters Score -38002.82 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -38005.585938 Penalty: 627.507141 Iteration 24Q: 3 clusters Score -38005.59 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -38009.183594 Penalty: 627.507141 Iteration 25Q: 3 clusters Score -38009.18 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -38013.175781 Penalty: 627.507141 Iteration 26Q: 3 clusters Score -38013.18 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -38024.769531 Penalty: 627.507141 Iteration 27Q: 3 clusters Score -38024.77 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -38042.535156 Penalty: 627.507141 Iteration 28Q: 3 clusters Score -38042.54 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -38054.437500 Penalty: 627.507141 Iteration 29Q: 3 clusters Score -38054.44 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -38067.546875 Penalty: 627.507141 Iteration 30Q: 3 clusters Score -38067.55 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -38081.289062 Penalty: 627.507141 Iteration 31Q: 3 clusters Score -38081.29 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -38108.207031 Penalty: 627.507141 Iteration 32Q: 3 clusters Score -38108.21 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -38135.375000 Penalty: 627.507141 Iteration 33Q: 3 clusters Score -38135.38 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -38170.855469 Penalty: 627.507141 Iteration 34Q: 3 clusters Score -38170.86 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -38215.957031 Penalty: 627.507141 Iteration 35Q: 3 clusters Score -38215.96 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -38285.550781 Penalty: 627.507141 Iteration 36Q: 3 clusters Score -38285.55 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -38327.863281 Penalty: 627.507141 Iteration 37Q: 3 clusters Score -38327.86 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -38328.562500 Penalty: 627.507141 Iteration 38Q: 3 clusters Score -38328.56 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -38328.562500 Penalty: 627.507141 Iteration 39F: 3 clusters Score -38328.56 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 2139 members Mstep: Class 3 contains 19343 members Mstep: Class 4 contains 1621 members Mstep: Class 5 contains 513 members Mstep: Class 6 contains 7759 members Mstep: Class 7 contains 1043 members Mstep: Class 8 contains 3081 members Mstep: Class 9 contains 13905 members Mstep: Class 10 contains 30701 members Mstep: Class 11 contains 836 members Mstep: Class 12 contains 4873 members Mstep: Class 13 contains 135 members Mstep: Class 14 contains 1493 members Mstep: Class 15 contains 365 members Mstep: Class 16 contains 320 members Mstep: Class 17 contains 2962 members Mstep: Class 18 contains 5188 members Mstep: Class 19 contains 18760 members Mstep: Class 20 contains 966 members Mstep: Class 21 contains 251691 members Mstep: Class 22 contains 853 members Entering Unmasked Estep Score: -15543912.000000 Penalty: 12832.630859 Splitting cluster 13 changes total score from -15541212.000000 to -15543912.000000 So it's getting split into cluster 22. Entering ConstructFrom: Trying to split cluster 14 (1493 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1493 members Entering Unmasked Estep Score: -62980.855469 Penalty: 332.538696 Iteration 0F: 2 clusters Score -62980.86 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -61855.437500 Penalty: 665.077393 Iteration 0F: 3 clusters Score -61855.44 nChanged 648 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -62221.300781 Penalty: 665.077393 Iteration 1F: 3 clusters Score -62221.3 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -62273.187500 Penalty: 665.077393 Iteration 2F: 3 clusters Score -62273.19 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -62313.042969 Penalty: 665.077393 Iteration 3F: 3 clusters Score -62313.04 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -62369.347656 Penalty: 665.077393 Iteration 4Q: 3 clusters Score -62369.35 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -62425.660156 Penalty: 665.077393 Iteration 5F: 3 clusters Score -62425.66 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -62485.644531 Penalty: 665.077393 Iteration 6F: 3 clusters Score -62485.64 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -62538.691406 Penalty: 665.077393 Iteration 7Q: 3 clusters Score -62538.69 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -62580.906250 Penalty: 665.077393 Iteration 8Q: 3 clusters Score -62580.91 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -62610.578125 Penalty: 665.077393 Iteration 9Q: 3 clusters Score -62610.58 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -62629.109375 Penalty: 665.077393 Iteration 10Q: 3 clusters Score -62629.11 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -62642.273438 Penalty: 665.077393 Iteration 11Q: 3 clusters Score -62642.27 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -62657.660156 Penalty: 665.077393 Iteration 12Q: 3 clusters Score -62657.66 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -62673.707031 Penalty: 665.077393 Iteration 13Q: 3 clusters Score -62673.71 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -62685.484375 Penalty: 665.077393 Iteration 14Q: 3 clusters Score -62685.48 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -62701.789062 Penalty: 665.077393 Iteration 15Q: 3 clusters Score -62701.79 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -62715.195312 Penalty: 665.077393 Iteration 16Q: 3 clusters Score -62715.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -62726.296875 Penalty: 665.077393 Iteration 17Q: 3 clusters Score -62726.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -62734.359375 Penalty: 665.077393 Iteration 18Q: 3 clusters Score -62734.36 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -62739.750000 Penalty: 665.077393 Iteration 19Q: 3 clusters Score -62739.75 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 967 members Entering Unmasked Estep Score: -62745.871094 Penalty: 665.077393 Iteration 20F: 3 clusters Score -62745.87 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -62752.636719 Penalty: 665.077393 Iteration 21Q: 3 clusters Score -62752.64 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -62759.410156 Penalty: 665.077393 Iteration 22Q: 3 clusters Score -62759.41 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -62763.683594 Penalty: 665.077393 Iteration 23Q: 3 clusters Score -62763.68 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -62765.210938 Penalty: 665.077393 Iteration 24Q: 3 clusters Score -62765.21 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -62766.691406 Penalty: 665.077393 Iteration 25Q: 3 clusters Score -62766.69 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -62767.929688 Penalty: 665.077393 Iteration 26Q: 3 clusters Score -62767.93 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -62768.183594 Penalty: 665.077393 Iteration 27Q: 3 clusters Score -62768.18 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -62768.910156 Penalty: 665.077393 Iteration 28Q: 3 clusters Score -62768.91 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 967 members Entering Unmasked Estep Score: -62769.226562 Penalty: 665.077393 Iteration 29Q: 3 clusters Score -62769.23 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 967 members Entering Unmasked Estep Score: -62769.226562 Penalty: 665.077393 Iteration 30F: 3 clusters Score -62769.23 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (365 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Entering Unmasked Estep Score: -14227.431641 Penalty: 268.445343 Iteration 0F: 2 clusters Score -14227.43 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -13832.572266 Penalty: 536.890686 Iteration 0F: 3 clusters Score -13832.57 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -13925.831055 Penalty: 536.890686 Iteration 1F: 3 clusters Score -13925.83 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -13965.962891 Penalty: 536.890686 Iteration 2F: 3 clusters Score -13965.96 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -13988.376953 Penalty: 536.890686 Iteration 3F: 3 clusters Score -13988.38 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -14010.494141 Penalty: 536.890686 Iteration 4Q: 3 clusters Score -14010.49 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -14025.697266 Penalty: 536.890686 Iteration 5Q: 3 clusters Score -14025.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -14033.447266 Penalty: 536.890686 Iteration 6Q: 3 clusters Score -14033.45 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -14041.330078 Penalty: 536.890686 Iteration 7Q: 3 clusters Score -14041.33 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 69 members Entering Unmasked Estep Score: -14045.350586 Penalty: 536.890686 Iteration 8Q: 3 clusters Score -14045.35 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -14048.964844 Penalty: 536.890686 Iteration 9Q: 3 clusters Score -14048.96 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 63 members Entering Unmasked Estep Score: -14055.129883 Penalty: 536.890686 Iteration 10Q: 3 clusters Score -14055.13 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -14055.511719 Penalty: 536.890686 Iteration 11Q: 3 clusters Score -14055.51 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 61 members Entering Unmasked Estep Score: -14059.075195 Penalty: 536.890686 Iteration 12Q: 3 clusters Score -14059.08 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 60 members Entering Unmasked Estep Score: -14060.392578 Penalty: 536.890686 Iteration 13Q: 3 clusters Score -14060.39 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -14064.473633 Penalty: 536.890686 Iteration 14Q: 3 clusters Score -14064.47 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 56 members Entering Unmasked Estep Score: -14065.871094 Penalty: 536.890686 Iteration 15Q: 3 clusters Score -14065.87 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -14068.882812 Penalty: 536.890686 Iteration 16Q: 3 clusters Score -14068.88 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -14068.882812 Penalty: 536.890686 Iteration 17F: 3 clusters Score -14068.88 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (320 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Entering Unmasked Estep Score: -12412.787109 Penalty: 262.458618 Iteration 0F: 2 clusters Score -12412.79 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -12038.852539 Penalty: 524.917236 Iteration 0F: 3 clusters Score -12038.85 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -12128.077148 Penalty: 524.917236 Iteration 1F: 3 clusters Score -12128.08 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -12168.642578 Penalty: 524.917236 Iteration 2F: 3 clusters Score -12168.64 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -12197.083984 Penalty: 524.917236 Iteration 3F: 3 clusters Score -12197.08 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -12209.597656 Penalty: 524.917236 Iteration 4Q: 3 clusters Score -12209.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -12223.027344 Penalty: 524.917236 Iteration 5Q: 3 clusters Score -12223.03 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -12232.007812 Penalty: 524.917236 Iteration 6Q: 3 clusters Score -12232.01 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -12238.713867 Penalty: 524.917236 Iteration 7Q: 3 clusters Score -12238.71 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -12247.015625 Penalty: 524.917236 Iteration 8Q: 3 clusters Score -12247.02 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -12259.290039 Penalty: 524.917236 Iteration 9Q: 3 clusters Score -12259.29 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -12267.775391 Penalty: 524.917236 Iteration 10Q: 3 clusters Score -12267.78 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -12275.655273 Penalty: 524.917236 Iteration 11Q: 3 clusters Score -12275.66 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -12278.483398 Penalty: 524.917236 Iteration 12Q: 3 clusters Score -12278.48 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -12282.459961 Penalty: 524.917236 Iteration 13Q: 3 clusters Score -12282.46 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -12284.767578 Penalty: 524.917236 Iteration 14Q: 3 clusters Score -12284.77 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -12293.494141 Penalty: 524.917236 Iteration 15Q: 3 clusters Score -12293.49 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -12302.295898 Penalty: 524.917236 Iteration 16Q: 3 clusters Score -12302.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -12324.613281 Penalty: 524.917236 Iteration 17Q: 3 clusters Score -12324.61 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -12422.814453 Penalty: 524.917236 Iteration 18Q: 3 clusters Score -12422.81 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -12553.525391 Penalty: 524.917236 Iteration 19Q: 3 clusters Score -12553.53 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -12573.889648 Penalty: 524.917236 Iteration 20F: 3 clusters Score -12573.89 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -12579.333008 Penalty: 524.917236 Iteration 21Q: 3 clusters Score -12579.33 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -12589.237305 Penalty: 524.917236 Iteration 22Q: 3 clusters Score -12589.24 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -12591.834961 Penalty: 524.917236 Iteration 23Q: 3 clusters Score -12591.83 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -12595.720703 Penalty: 524.917236 Iteration 24Q: 3 clusters Score -12595.72 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -12602.761719 Penalty: 524.917236 Iteration 25Q: 3 clusters Score -12602.76 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -12602.761719 Penalty: 524.917236 Iteration 26F: 3 clusters Score -12602.76 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 2139 members Mstep: Class 3 contains 19343 members Mstep: Class 4 contains 1621 members Mstep: Class 5 contains 513 members Mstep: Class 6 contains 7759 members Mstep: Class 7 contains 1043 members Mstep: Class 8 contains 3081 members Mstep: Class 9 contains 13905 members Mstep: Class 10 contains 30701 members Mstep: Class 11 contains 836 members Mstep: Class 12 contains 4873 members Mstep: Class 13 contains 135 members Mstep: Class 14 contains 1493 members Mstep: Class 15 contains 365 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 2962 members Mstep: Class 18 contains 5188 members Mstep: Class 19 contains 18760 members Mstep: Class 20 contains 966 members Mstep: Class 21 contains 251691 members Mstep: Class 22 contains 853 members Mstep: Class 23 contains 132 members Entering Unmasked Estep Score: -15543784.000000 Penalty: 13415.931641 Splitting cluster 16 changes total score from -15541212.000000 to -15543784.000000 So it's getting split into cluster 23. Entering ConstructFrom: Trying to split cluster 17 (2962 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2962 members Entering Unmasked Estep Score: -127357.085938 Penalty: 363.709717 Iteration 0F: 2 clusters Score -127357.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1494 members Mstep: Class 2 contains 1468 members Entering Unmasked Estep Score: -125282.718750 Penalty: 727.419434 Iteration 0F: 3 clusters Score -125282.7 nChanged 1288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 1516 members Entering Unmasked Estep Score: -125938.210938 Penalty: 727.419434 Iteration 1F: 3 clusters Score -125938.2 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1426 members Mstep: Class 2 contains 1536 members Entering Unmasked Estep Score: -126024.875000 Penalty: 727.419434 Iteration 2F: 3 clusters Score -126024.9 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1408 members Mstep: Class 2 contains 1554 members Entering Unmasked Estep Score: -126125.242188 Penalty: 727.419434 Iteration 3F: 3 clusters Score -126125.2 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1379 members Mstep: Class 2 contains 1583 members Entering Unmasked Estep Score: -126232.187500 Penalty: 727.419434 Iteration 4F: 3 clusters Score -126232.2 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1352 members Mstep: Class 2 contains 1610 members Entering Unmasked Estep Score: -126344.937500 Penalty: 727.419434 Iteration 5F: 3 clusters Score -126344.9 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1336 members Mstep: Class 2 contains 1626 members Entering Unmasked Estep Score: -126461.187500 Penalty: 727.419434 Iteration 6F: 3 clusters Score -126461.2 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1323 members Mstep: Class 2 contains 1639 members Entering Unmasked Estep Score: -126545.656250 Penalty: 727.419434 Iteration 7Q: 3 clusters Score -126545.7 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1312 members Mstep: Class 2 contains 1650 members Entering Unmasked Estep Score: -126624.414062 Penalty: 727.419434 Iteration 8Q: 3 clusters Score -126624.4 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 1645 members Entering Unmasked Estep Score: -126688.937500 Penalty: 727.419434 Iteration 9Q: 3 clusters Score -126688.9 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1327 members Mstep: Class 2 contains 1635 members Entering Unmasked Estep Score: -126732.546875 Penalty: 727.419434 Iteration 10Q: 3 clusters Score -126732.5 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1334 members Mstep: Class 2 contains 1628 members Entering Unmasked Estep Score: -126756.742188 Penalty: 727.419434 Iteration 11Q: 3 clusters Score -126756.7 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 1624 members Entering Unmasked Estep Score: -126768.289062 Penalty: 727.419434 Iteration 12Q: 3 clusters Score -126768.3 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1341 members Mstep: Class 2 contains 1621 members Entering Unmasked Estep Score: -126775.523438 Penalty: 727.419434 Iteration 13Q: 3 clusters Score -126775.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 1634 members Entering Unmasked Estep Score: -126789.414062 Penalty: 727.419434 Iteration 14Q: 3 clusters Score -126789.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1314 members Mstep: Class 2 contains 1648 members Entering Unmasked Estep Score: -126797.851562 Penalty: 727.419434 Iteration 15Q: 3 clusters Score -126797.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1297 members Mstep: Class 2 contains 1665 members Entering Unmasked Estep Score: -126807.820312 Penalty: 727.419434 Iteration 16Q: 3 clusters Score -126807.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 1682 members Entering Unmasked Estep Score: -126819.695312 Penalty: 727.419434 Iteration 17Q: 3 clusters Score -126819.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1266 members Mstep: Class 2 contains 1696 members Entering Unmasked Estep Score: -126828.054688 Penalty: 727.419434 Iteration 18Q: 3 clusters Score -126828.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1253 members Mstep: Class 2 contains 1709 members Entering Unmasked Estep Score: -126835.828125 Penalty: 727.419434 Iteration 19Q: 3 clusters Score -126835.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 1732 members Entering Unmasked Estep Score: -126853.531250 Penalty: 727.419434 Iteration 20F: 3 clusters Score -126853.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 1762 members Entering Unmasked Estep Score: -126875.117188 Penalty: 727.419434 Iteration 21Q: 3 clusters Score -126875.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 1794 members Entering Unmasked Estep Score: -126892.265625 Penalty: 727.419434 Iteration 22Q: 3 clusters Score -126892.3 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 1829 members Entering Unmasked Estep Score: -126905.453125 Penalty: 727.419434 Iteration 23Q: 3 clusters Score -126905.5 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 1868 members Entering Unmasked Estep Score: -126919.289062 Penalty: 727.419434 Iteration 24Q: 3 clusters Score -126919.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 1902 members Entering Unmasked Estep Score: -126929.851562 Penalty: 727.419434 Iteration 25Q: 3 clusters Score -126929.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 1932 members Entering Unmasked Estep Score: -126941.515625 Penalty: 727.419434 Iteration 26Q: 3 clusters Score -126941.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 1957 members Entering Unmasked Estep Score: -126949.656250 Penalty: 727.419434 Iteration 27Q: 3 clusters Score -126949.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 1978 members Entering Unmasked Estep Score: -126955.039062 Penalty: 727.419434 Iteration 28Q: 3 clusters Score -126955 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 1999 members Entering Unmasked Estep Score: -126959.554688 Penalty: 727.419434 Iteration 29Q: 3 clusters Score -126959.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 2013 members Entering Unmasked Estep Score: -126962.507812 Penalty: 727.419434 Iteration 30Q: 3 clusters Score -126962.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 2027 members Entering Unmasked Estep Score: -126965.945312 Penalty: 727.419434 Iteration 31Q: 3 clusters Score -126965.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 2044 members Entering Unmasked Estep Score: -126971.218750 Penalty: 727.419434 Iteration 32Q: 3 clusters Score -126971.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 2062 members Entering Unmasked Estep Score: -126975.671875 Penalty: 727.419434 Iteration 33Q: 3 clusters Score -126975.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 2080 members Entering Unmasked Estep Score: -126981.492188 Penalty: 727.419434 Iteration 34Q: 3 clusters Score -126981.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 2093 members Entering Unmasked Estep Score: -126985.312500 Penalty: 727.419434 Iteration 35Q: 3 clusters Score -126985.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 2106 members Entering Unmasked Estep Score: -126988.765625 Penalty: 727.419434 Iteration 36Q: 3 clusters Score -126988.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 2115 members Entering Unmasked Estep Score: -126989.734375 Penalty: 727.419434 Iteration 37Q: 3 clusters Score -126989.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 2121 members Entering Unmasked Estep Score: -126990.390625 Penalty: 727.419434 Iteration 38Q: 3 clusters Score -126990.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 2125 members Entering Unmasked Estep Score: -126990.875000 Penalty: 727.419434 Iteration 39Q: 3 clusters Score -126990.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 2129 members Entering Unmasked Estep Score: -126991.632812 Penalty: 727.419434 Iteration 40F: 3 clusters Score -126991.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 2134 members Entering Unmasked Estep Score: -126992.242188 Penalty: 727.419434 Iteration 41Q: 3 clusters Score -126992.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 2138 members Entering Unmasked Estep Score: -126992.648438 Penalty: 727.419434 Iteration 42Q: 3 clusters Score -126992.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 2140 members Entering Unmasked Estep Score: -126992.945312 Penalty: 727.419434 Iteration 43Q: 3 clusters Score -126992.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 2145 members Entering Unmasked Estep Score: -126993.281250 Penalty: 727.419434 Iteration 44Q: 3 clusters Score -126993.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 2148 members Entering Unmasked Estep Score: -126993.617188 Penalty: 727.419434 Iteration 45Q: 3 clusters Score -126993.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 2152 members Entering Unmasked Estep Score: -126993.601562 Penalty: 727.419434 Iteration 46Q: 3 clusters Score -126993.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 2153 members Entering Unmasked Estep Score: -126994.007812 Penalty: 727.419434 Iteration 47Q: 3 clusters Score -126994 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 2156 members Entering Unmasked Estep Score: -126994.265625 Penalty: 727.419434 Iteration 48Q: 3 clusters Score -126994.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 2157 members Entering Unmasked Estep Score: -126994.320312 Penalty: 727.419434 Iteration 49Q: 3 clusters Score -126994.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 2157 members Entering Unmasked Estep Score: -126994.320312 Penalty: 727.419434 Iteration 50F: 3 clusters Score -126994.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (5188 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5188 members Entering Unmasked Estep Score: -215016.921875 Penalty: 389.211731 Iteration 0F: 2 clusters Score -215016.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2630 members Mstep: Class 2 contains 2558 members Entering Unmasked Estep Score: -211465.078125 Penalty: 778.423462 Iteration 0F: 3 clusters Score -211465.1 nChanged 2359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2845 members Mstep: Class 2 contains 2343 members Entering Unmasked Estep Score: -212798.562500 Penalty: 778.423462 Iteration 1F: 3 clusters Score -212798.6 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2973 members Mstep: Class 2 contains 2215 members Entering Unmasked Estep Score: -212927.453125 Penalty: 778.423462 Iteration 2F: 3 clusters Score -212927.5 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3144 members Mstep: Class 2 contains 2044 members Entering Unmasked Estep Score: -213076.390625 Penalty: 778.423462 Iteration 3F: 3 clusters Score -213076.4 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3343 members Mstep: Class 2 contains 1845 members Entering Unmasked Estep Score: -213248.718750 Penalty: 778.423462 Iteration 4F: 3 clusters Score -213248.7 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3560 members Mstep: Class 2 contains 1628 members Entering Unmasked Estep Score: -213463.546875 Penalty: 778.423462 Iteration 5F: 3 clusters Score -213463.5 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3757 members Mstep: Class 2 contains 1431 members Entering Unmasked Estep Score: -213672.078125 Penalty: 778.423462 Iteration 6F: 3 clusters Score -213672.1 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3921 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -213843.406250 Penalty: 778.423462 Iteration 7Q: 3 clusters Score -213843.4 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4053 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -213973.640625 Penalty: 778.423462 Iteration 8Q: 3 clusters Score -213973.6 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4175 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -214077.765625 Penalty: 778.423462 Iteration 9Q: 3 clusters Score -214077.8 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4271 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -214138.828125 Penalty: 778.423462 Iteration 10Q: 3 clusters Score -214138.8 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4344 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -214174.062500 Penalty: 778.423462 Iteration 11Q: 3 clusters Score -214174.1 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4407 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -214200.796875 Penalty: 778.423462 Iteration 12Q: 3 clusters Score -214200.8 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4472 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -214227.718750 Penalty: 778.423462 Iteration 13Q: 3 clusters Score -214227.7 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4538 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -214259.375000 Penalty: 778.423462 Iteration 14Q: 3 clusters Score -214259.4 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4602 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -214293.218750 Penalty: 778.423462 Iteration 15Q: 3 clusters Score -214293.2 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4674 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -214333.750000 Penalty: 778.423462 Iteration 16Q: 3 clusters Score -214333.8 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4735 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -214371.390625 Penalty: 778.423462 Iteration 17Q: 3 clusters Score -214371.4 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4797 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -214411.968750 Penalty: 778.423462 Iteration 18Q: 3 clusters Score -214412 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4835 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -214436.203125 Penalty: 778.423462 Iteration 19Q: 3 clusters Score -214436.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4867 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -214458.312500 Penalty: 778.423462 Iteration 20F: 3 clusters Score -214458.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4901 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -214488.515625 Penalty: 778.423462 Iteration 21Q: 3 clusters Score -214488.5 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4943 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -214521.093750 Penalty: 778.423462 Iteration 22Q: 3 clusters Score -214521.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4972 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -214544.062500 Penalty: 778.423462 Iteration 23Q: 3 clusters Score -214544.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5006 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -214566.312500 Penalty: 778.423462 Iteration 24Q: 3 clusters Score -214566.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5033 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -214586.734375 Penalty: 778.423462 Iteration 25Q: 3 clusters Score -214586.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5057 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -214614.343750 Penalty: 778.423462 Iteration 26Q: 3 clusters Score -214614.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5081 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -214644.468750 Penalty: 778.423462 Iteration 27Q: 3 clusters Score -214644.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5091 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -214662.703125 Penalty: 778.423462 Iteration 28Q: 3 clusters Score -214662.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5100 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -214673.984375 Penalty: 778.423462 Iteration 29Q: 3 clusters Score -214674 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5103 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -214676.281250 Penalty: 778.423462 Iteration 30Q: 3 clusters Score -214676.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5106 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -214680.656250 Penalty: 778.423462 Iteration 31Q: 3 clusters Score -214680.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5108 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -214682.109375 Penalty: 778.423462 Iteration 32Q: 3 clusters Score -214682.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5108 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -214682.109375 Penalty: 778.423462 Iteration 33F: 3 clusters Score -214682.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (18760 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18760 members Entering Unmasked Estep Score: -880006.187500 Penalty: 447.696442 Iteration 0F: 2 clusters Score -880006.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9293 members Mstep: Class 2 contains 9467 members Entering Unmasked Estep Score: -867480.500000 Penalty: 895.392883 Iteration 0F: 3 clusters Score -867480.5 nChanged 8806 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9183 members Mstep: Class 2 contains 9577 members Entering Unmasked Estep Score: -873022.937500 Penalty: 895.392883 Iteration 1F: 3 clusters Score -873022.9 nChanged 1087 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9106 members Mstep: Class 2 contains 9654 members Entering Unmasked Estep Score: -873598.812500 Penalty: 895.392883 Iteration 2F: 3 clusters Score -873598.8 nChanged 1172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9036 members Mstep: Class 2 contains 9724 members Entering Unmasked Estep Score: -874328.875000 Penalty: 895.392883 Iteration 3F: 3 clusters Score -874328.9 nChanged 1281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8993 members Mstep: Class 2 contains 9767 members Entering Unmasked Estep Score: -875292.062500 Penalty: 895.392883 Iteration 4F: 3 clusters Score -875292.1 nChanged 1322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9039 members Mstep: Class 2 contains 9721 members Entering Unmasked Estep Score: -876356.375000 Penalty: 895.392883 Iteration 5F: 3 clusters Score -876356.4 nChanged 1262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9113 members Mstep: Class 2 contains 9647 members Entering Unmasked Estep Score: -877221.312500 Penalty: 895.392883 Iteration 6F: 3 clusters Score -877221.3 nChanged 924 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9197 members Mstep: Class 2 contains 9563 members Entering Unmasked Estep Score: -877579.687500 Penalty: 895.392883 Iteration 7Q: 3 clusters Score -877579.7 nChanged 483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9274 members Mstep: Class 2 contains 9486 members Entering Unmasked Estep Score: -877681.125000 Penalty: 895.392883 Iteration 8Q: 3 clusters Score -877681.1 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9334 members Mstep: Class 2 contains 9426 members Entering Unmasked Estep Score: -877728.875000 Penalty: 895.392883 Iteration 9Q: 3 clusters Score -877728.9 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9394 members Mstep: Class 2 contains 9366 members Entering Unmasked Estep Score: -877760.312500 Penalty: 895.392883 Iteration 10Q: 3 clusters Score -877760.3 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9458 members Mstep: Class 2 contains 9302 members Entering Unmasked Estep Score: -877787.687500 Penalty: 895.392883 Iteration 11Q: 3 clusters Score -877787.7 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9520 members Mstep: Class 2 contains 9240 members Entering Unmasked Estep Score: -877816.750000 Penalty: 895.392883 Iteration 12Q: 3 clusters Score -877816.8 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9594 members Mstep: Class 2 contains 9166 members Entering Unmasked Estep Score: -877845.062500 Penalty: 895.392883 Iteration 13Q: 3 clusters Score -877845.1 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9662 members Mstep: Class 2 contains 9098 members Entering Unmasked Estep Score: -877869.562500 Penalty: 895.392883 Iteration 14Q: 3 clusters Score -877869.6 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9739 members Mstep: Class 2 contains 9021 members Entering Unmasked Estep Score: -877882.687500 Penalty: 895.392883 Iteration 15Q: 3 clusters Score -877882.7 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9801 members Mstep: Class 2 contains 8959 members Entering Unmasked Estep Score: -877894.437500 Penalty: 895.392883 Iteration 16Q: 3 clusters Score -877894.4 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9855 members Mstep: Class 2 contains 8905 members Entering Unmasked Estep Score: -877907.125000 Penalty: 895.392883 Iteration 17Q: 3 clusters Score -877907.1 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9909 members Mstep: Class 2 contains 8851 members Entering Unmasked Estep Score: -877916.687500 Penalty: 895.392883 Iteration 18Q: 3 clusters Score -877916.7 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9965 members Mstep: Class 2 contains 8795 members Entering Unmasked Estep Score: -877925.937500 Penalty: 895.392883 Iteration 19Q: 3 clusters Score -877925.9 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10012 members Mstep: Class 2 contains 8748 members Entering Unmasked Estep Score: -877932.250000 Penalty: 895.392883 Iteration 20F: 3 clusters Score -877932.2 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10062 members Mstep: Class 2 contains 8698 members Entering Unmasked Estep Score: -877940.625000 Penalty: 895.392883 Iteration 21Q: 3 clusters Score -877940.6 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10112 members Mstep: Class 2 contains 8648 members Entering Unmasked Estep Score: -877949.187500 Penalty: 895.392883 Iteration 22Q: 3 clusters Score -877949.2 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10155 members Mstep: Class 2 contains 8605 members Entering Unmasked Estep Score: -877960.875000 Penalty: 895.392883 Iteration 23Q: 3 clusters Score -877960.9 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10217 members Mstep: Class 2 contains 8543 members Entering Unmasked Estep Score: -877970.250000 Penalty: 895.392883 Iteration 24Q: 3 clusters Score -877970.2 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10265 members Mstep: Class 2 contains 8495 members Entering Unmasked Estep Score: -877984.250000 Penalty: 895.392883 Iteration 25Q: 3 clusters Score -877984.2 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10323 members Mstep: Class 2 contains 8437 members Entering Unmasked Estep Score: -877998.812500 Penalty: 895.392883 Iteration 26Q: 3 clusters Score -877998.8 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10400 members Mstep: Class 2 contains 8360 members Entering Unmasked Estep Score: -878013.687500 Penalty: 895.392883 Iteration 27Q: 3 clusters Score -878013.7 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10468 members Mstep: Class 2 contains 8292 members Entering Unmasked Estep Score: -878026.375000 Penalty: 895.392883 Iteration 28Q: 3 clusters Score -878026.4 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10530 members Mstep: Class 2 contains 8230 members Entering Unmasked Estep Score: -878037.000000 Penalty: 895.392883 Iteration 29Q: 3 clusters Score -878037 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10587 members Mstep: Class 2 contains 8173 members Entering Unmasked Estep Score: -878045.250000 Penalty: 895.392883 Iteration 30Q: 3 clusters Score -878045.2 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10645 members Mstep: Class 2 contains 8115 members Entering Unmasked Estep Score: -878059.375000 Penalty: 895.392883 Iteration 31Q: 3 clusters Score -878059.4 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10700 members Mstep: Class 2 contains 8060 members Entering Unmasked Estep Score: -878067.875000 Penalty: 895.392883 Iteration 32Q: 3 clusters Score -878067.9 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10759 members Mstep: Class 2 contains 8001 members Entering Unmasked Estep Score: -878077.750000 Penalty: 895.392883 Iteration 33Q: 3 clusters Score -878077.8 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10808 members Mstep: Class 2 contains 7952 members Entering Unmasked Estep Score: -878084.312500 Penalty: 895.392883 Iteration 34Q: 3 clusters Score -878084.3 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10866 members Mstep: Class 2 contains 7894 members Entering Unmasked Estep Score: -878093.437500 Penalty: 895.392883 Iteration 35Q: 3 clusters Score -878093.4 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10919 members Mstep: Class 2 contains 7841 members Entering Unmasked Estep Score: -878101.375000 Penalty: 895.392883 Iteration 36Q: 3 clusters Score -878101.4 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10972 members Mstep: Class 2 contains 7788 members Entering Unmasked Estep Score: -878107.437500 Penalty: 895.392883 Iteration 37Q: 3 clusters Score -878107.4 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11026 members Mstep: Class 2 contains 7734 members Entering Unmasked Estep Score: -878115.750000 Penalty: 895.392883 Iteration 38Q: 3 clusters Score -878115.8 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11087 members Mstep: Class 2 contains 7673 members Entering Unmasked Estep Score: -878124.500000 Penalty: 895.392883 Iteration 39Q: 3 clusters Score -878124.5 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11162 members Mstep: Class 2 contains 7598 members Entering Unmasked Estep Score: -878134.812500 Penalty: 895.392883 Iteration 40F: 3 clusters Score -878134.8 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11247 members Mstep: Class 2 contains 7513 members Entering Unmasked Estep Score: -878148.000000 Penalty: 895.392883 Iteration 41Q: 3 clusters Score -878148 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11327 members Mstep: Class 2 contains 7433 members Entering Unmasked Estep Score: -878156.812500 Penalty: 895.392883 Iteration 42Q: 3 clusters Score -878156.8 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11409 members Mstep: Class 2 contains 7351 members Entering Unmasked Estep Score: -878169.937500 Penalty: 895.392883 Iteration 43Q: 3 clusters Score -878169.9 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11493 members Mstep: Class 2 contains 7267 members Entering Unmasked Estep Score: -878178.437500 Penalty: 895.392883 Iteration 44Q: 3 clusters Score -878178.4 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11595 members Mstep: Class 2 contains 7165 members Entering Unmasked Estep Score: -878196.125000 Penalty: 895.392883 Iteration 45Q: 3 clusters Score -878196.1 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11691 members Mstep: Class 2 contains 7069 members Entering Unmasked Estep Score: -878204.687500 Penalty: 895.392883 Iteration 46Q: 3 clusters Score -878204.7 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11796 members Mstep: Class 2 contains 6964 members Entering Unmasked Estep Score: -878223.812500 Penalty: 895.392883 Iteration 47Q: 3 clusters Score -878223.8 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11902 members Mstep: Class 2 contains 6858 members Entering Unmasked Estep Score: -878239.500000 Penalty: 895.392883 Iteration 48Q: 3 clusters Score -878239.5 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12037 members Mstep: Class 2 contains 6723 members Entering Unmasked Estep Score: -878263.750000 Penalty: 895.392883 Iteration 49Q: 3 clusters Score -878263.8 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12194 members Mstep: Class 2 contains 6566 members Entering Unmasked Estep Score: -878294.062500 Penalty: 895.392883 Iteration 50Q: 3 clusters Score -878294.1 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12353 members Mstep: Class 2 contains 6407 members Entering Unmasked Estep Score: -878323.687500 Penalty: 895.392883 Iteration 51Q: 3 clusters Score -878323.7 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12514 members Mstep: Class 2 contains 6246 members Entering Unmasked Estep Score: -878348.937500 Penalty: 895.392883 Iteration 52Q: 3 clusters Score -878348.9 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12676 members Mstep: Class 2 contains 6084 members Entering Unmasked Estep Score: -878378.687500 Penalty: 895.392883 Iteration 53Q: 3 clusters Score -878378.7 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12827 members Mstep: Class 2 contains 5933 members Entering Unmasked Estep Score: -878413.250000 Penalty: 895.392883 Iteration 54Q: 3 clusters Score -878413.2 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12997 members Mstep: Class 2 contains 5763 members Entering Unmasked Estep Score: -878451.312500 Penalty: 895.392883 Iteration 55Q: 3 clusters Score -878451.3 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13183 members Mstep: Class 2 contains 5577 members Entering Unmasked Estep Score: -878495.437500 Penalty: 895.392883 Iteration 56Q: 3 clusters Score -878495.4 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13359 members Mstep: Class 2 contains 5401 members Entering Unmasked Estep Score: -878538.375000 Penalty: 895.392883 Iteration 57Q: 3 clusters Score -878538.4 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13520 members Mstep: Class 2 contains 5240 members Entering Unmasked Estep Score: -878563.750000 Penalty: 895.392883 Iteration 58Q: 3 clusters Score -878563.8 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13690 members Mstep: Class 2 contains 5070 members Entering Unmasked Estep Score: -878604.062500 Penalty: 895.392883 Iteration 59Q: 3 clusters Score -878604.1 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13868 members Mstep: Class 2 contains 4892 members Entering Unmasked Estep Score: -878643.312500 Penalty: 895.392883 Iteration 60F: 3 clusters Score -878643.3 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14029 members Mstep: Class 2 contains 4731 members Entering Unmasked Estep Score: -878672.937500 Penalty: 895.392883 Iteration 61Q: 3 clusters Score -878672.9 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14198 members Mstep: Class 2 contains 4562 members Entering Unmasked Estep Score: -878706.875000 Penalty: 895.392883 Iteration 62Q: 3 clusters Score -878706.9 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14369 members Mstep: Class 2 contains 4391 members Entering Unmasked Estep Score: -878749.750000 Penalty: 895.392883 Iteration 63Q: 3 clusters Score -878749.8 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14571 members Mstep: Class 2 contains 4189 members Entering Unmasked Estep Score: -878803.625000 Penalty: 895.392883 Iteration 64Q: 3 clusters Score -878803.6 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14781 members Mstep: Class 2 contains 3979 members Entering Unmasked Estep Score: -878851.312500 Penalty: 895.392883 Iteration 65Q: 3 clusters Score -878851.3 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14977 members Mstep: Class 2 contains 3783 members Entering Unmasked Estep Score: -878902.750000 Penalty: 895.392883 Iteration 66Q: 3 clusters Score -878902.8 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15173 members Mstep: Class 2 contains 3587 members Entering Unmasked Estep Score: -878960.062500 Penalty: 895.392883 Iteration 67Q: 3 clusters Score -878960.1 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15360 members Mstep: Class 2 contains 3400 members Entering Unmasked Estep Score: -879009.625000 Penalty: 895.392883 Iteration 68Q: 3 clusters Score -879009.6 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15528 members Mstep: Class 2 contains 3232 members Entering Unmasked Estep Score: -879049.937500 Penalty: 895.392883 Iteration 69Q: 3 clusters Score -879049.9 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15679 members Mstep: Class 2 contains 3081 members Entering Unmasked Estep Score: -879084.437500 Penalty: 895.392883 Iteration 70Q: 3 clusters Score -879084.4 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15813 members Mstep: Class 2 contains 2947 members Entering Unmasked Estep Score: -879115.500000 Penalty: 895.392883 Iteration 71Q: 3 clusters Score -879115.5 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15936 members Mstep: Class 2 contains 2824 members Entering Unmasked Estep Score: -879142.875000 Penalty: 895.392883 Iteration 72Q: 3 clusters Score -879142.9 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16079 members Mstep: Class 2 contains 2681 members Entering Unmasked Estep Score: -879175.875000 Penalty: 895.392883 Iteration 73Q: 3 clusters Score -879175.9 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16222 members Mstep: Class 2 contains 2538 members Entering Unmasked Estep Score: -879213.125000 Penalty: 895.392883 Iteration 74Q: 3 clusters Score -879213.1 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16360 members Mstep: Class 2 contains 2400 members Entering Unmasked Estep Score: -879246.125000 Penalty: 895.392883 Iteration 75Q: 3 clusters Score -879246.1 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16483 members Mstep: Class 2 contains 2277 members Entering Unmasked Estep Score: -879269.937500 Penalty: 895.392883 Iteration 76Q: 3 clusters Score -879269.9 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16597 members Mstep: Class 2 contains 2163 members Entering Unmasked Estep Score: -879299.125000 Penalty: 895.392883 Iteration 77Q: 3 clusters Score -879299.1 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16703 members Mstep: Class 2 contains 2057 members Entering Unmasked Estep Score: -879321.500000 Penalty: 895.392883 Iteration 78Q: 3 clusters Score -879321.5 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16804 members Mstep: Class 2 contains 1956 members Entering Unmasked Estep Score: -879345.250000 Penalty: 895.392883 Iteration 79Q: 3 clusters Score -879345.2 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16889 members Mstep: Class 2 contains 1871 members Entering Unmasked Estep Score: -879362.375000 Penalty: 895.392883 Iteration 80F: 3 clusters Score -879362.4 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16972 members Mstep: Class 2 contains 1788 members Entering Unmasked Estep Score: -879376.812500 Penalty: 895.392883 Iteration 81Q: 3 clusters Score -879376.8 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17047 members Mstep: Class 2 contains 1713 members Entering Unmasked Estep Score: -879395.937500 Penalty: 895.392883 Iteration 82Q: 3 clusters Score -879395.9 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17124 members Mstep: Class 2 contains 1636 members Entering Unmasked Estep Score: -879411.062500 Penalty: 895.392883 Iteration 83Q: 3 clusters Score -879411.1 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17203 members Mstep: Class 2 contains 1557 members Entering Unmasked Estep Score: -879431.937500 Penalty: 895.392883 Iteration 84Q: 3 clusters Score -879431.9 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17284 members Mstep: Class 2 contains 1476 members Entering Unmasked Estep Score: -879459.562500 Penalty: 895.392883 Iteration 85Q: 3 clusters Score -879459.6 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17369 members Mstep: Class 2 contains 1391 members Entering Unmasked Estep Score: -879480.375000 Penalty: 895.392883 Iteration 86Q: 3 clusters Score -879480.4 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17435 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -879494.062500 Penalty: 895.392883 Iteration 87Q: 3 clusters Score -879494.1 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17496 members Mstep: Class 2 contains 1264 members Entering Unmasked Estep Score: -879513.000000 Penalty: 895.392883 Iteration 88Q: 3 clusters Score -879513 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17559 members Mstep: Class 2 contains 1201 members Entering Unmasked Estep Score: -879527.750000 Penalty: 895.392883 Iteration 89Q: 3 clusters Score -879527.8 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17610 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -879540.125000 Penalty: 895.392883 Iteration 90Q: 3 clusters Score -879540.1 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17662 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -879549.375000 Penalty: 895.392883 Iteration 91Q: 3 clusters Score -879549.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17701 members Mstep: Class 2 contains 1059 members Entering Unmasked Estep Score: -879558.812500 Penalty: 895.392883 Iteration 92Q: 3 clusters Score -879558.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17740 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -879567.687500 Penalty: 895.392883 Iteration 93Q: 3 clusters Score -879567.7 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17782 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -879579.125000 Penalty: 895.392883 Iteration 94Q: 3 clusters Score -879579.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17821 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -879585.625000 Penalty: 895.392883 Iteration 95Q: 3 clusters Score -879585.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17862 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -879595.562500 Penalty: 895.392883 Iteration 96Q: 3 clusters Score -879595.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17902 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -879605.375000 Penalty: 895.392883 Iteration 97Q: 3 clusters Score -879605.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17943 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -879618.187500 Penalty: 895.392883 Iteration 98Q: 3 clusters Score -879618.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17987 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -879630.562500 Penalty: 895.392883 Iteration 99Q: 3 clusters Score -879630.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18025 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -879642.250000 Penalty: 895.392883 Iteration 100F: 3 clusters Score -879642.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18055 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -879651.875000 Penalty: 895.392883 Iteration 101Q: 3 clusters Score -879651.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18088 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -879660.562500 Penalty: 895.392883 Iteration 102Q: 3 clusters Score -879660.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18116 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -879668.437500 Penalty: 895.392883 Iteration 103Q: 3 clusters Score -879668.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18140 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -879675.312500 Penalty: 895.392883 Iteration 104Q: 3 clusters Score -879675.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18161 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -879681.437500 Penalty: 895.392883 Iteration 105Q: 3 clusters Score -879681.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18175 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -879685.250000 Penalty: 895.392883 Iteration 106Q: 3 clusters Score -879685.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18187 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -879687.375000 Penalty: 895.392883 Iteration 107Q: 3 clusters Score -879687.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18202 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -879689.187500 Penalty: 895.392883 Iteration 108Q: 3 clusters Score -879689.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18220 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -879694.375000 Penalty: 895.392883 Iteration 109Q: 3 clusters Score -879694.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18233 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -879697.187500 Penalty: 895.392883 Iteration 110Q: 3 clusters Score -879697.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18246 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -879700.812500 Penalty: 895.392883 Iteration 111Q: 3 clusters Score -879700.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18256 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -879704.000000 Penalty: 895.392883 Iteration 112Q: 3 clusters Score -879704 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18261 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -879704.375000 Penalty: 895.392883 Iteration 113Q: 3 clusters Score -879704.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18266 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -879705.812500 Penalty: 895.392883 Iteration 114Q: 3 clusters Score -879705.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18271 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -879708.812500 Penalty: 895.392883 Iteration 115Q: 3 clusters Score -879708.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18274 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -879710.375000 Penalty: 895.392883 Iteration 116Q: 3 clusters Score -879710.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18280 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -879711.812500 Penalty: 895.392883 Iteration 117Q: 3 clusters Score -879711.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18284 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -879711.875000 Penalty: 895.392883 Iteration 118Q: 3 clusters Score -879711.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18289 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -879711.125000 Penalty: 895.392883 Iteration 119Q: 3 clusters Score -879711.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18292 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -879711.125000 Penalty: 895.392883 Iteration 120F: 3 clusters Score -879711.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18298 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -879711.125000 Penalty: 895.392883 Iteration 121Q: 3 clusters Score -879711.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18305 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -879713.062500 Penalty: 895.392883 Iteration 122Q: 3 clusters Score -879713.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18307 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -879715.937500 Penalty: 895.392883 Iteration 123Q: 3 clusters Score -879715.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18311 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -879714.875000 Penalty: 895.392883 Iteration 124Q: 3 clusters Score -879714.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18312 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -879714.437500 Penalty: 895.392883 Iteration 125Q: 3 clusters Score -879714.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18313 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -879713.562500 Penalty: 895.392883 Iteration 126Q: 3 clusters Score -879713.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18314 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -879714.812500 Penalty: 895.392883 Iteration 127Q: 3 clusters Score -879714.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18315 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -879714.250000 Penalty: 895.392883 Iteration 128Q: 3 clusters Score -879714.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18317 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -879714.375000 Penalty: 895.392883 Iteration 129Q: 3 clusters Score -879714.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18318 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -879714.437500 Penalty: 895.392883 Iteration 130Q: 3 clusters Score -879714.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18318 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -879714.437500 Penalty: 895.392883 Iteration 131F: 3 clusters Score -879714.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (966 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Entering Unmasked Estep Score: -37341.789062 Penalty: 312.728943 Iteration 0F: 2 clusters Score -37341.79 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -36580.589844 Penalty: 625.457886 Iteration 0F: 3 clusters Score -36580.59 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -36973.820312 Penalty: 625.457886 Iteration 1F: 3 clusters Score -36973.82 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -37179.750000 Penalty: 625.457886 Iteration 2F: 3 clusters Score -37179.75 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -37387.628906 Penalty: 625.457886 Iteration 3F: 3 clusters Score -37387.63 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -37614.941406 Penalty: 625.457886 Iteration 4F: 3 clusters Score -37614.94 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -37732.113281 Penalty: 625.457886 Iteration 5F: 3 clusters Score -37732.11 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -37782.234375 Penalty: 625.457886 Iteration 6Q: 3 clusters Score -37782.23 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -37794.113281 Penalty: 625.457886 Iteration 7Q: 3 clusters Score -37794.11 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -37796.699219 Penalty: 625.457886 Iteration 8Q: 3 clusters Score -37796.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -37796.699219 Penalty: 625.457886 Iteration 9F: 3 clusters Score -37796.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 2139 members Mstep: Class 3 contains 19343 members Mstep: Class 4 contains 1621 members Mstep: Class 5 contains 513 members Mstep: Class 6 contains 7759 members Mstep: Class 7 contains 1043 members Mstep: Class 8 contains 3081 members Mstep: Class 9 contains 13905 members Mstep: Class 10 contains 30701 members Mstep: Class 11 contains 836 members Mstep: Class 12 contains 4873 members Mstep: Class 13 contains 135 members Mstep: Class 14 contains 1493 members Mstep: Class 15 contains 365 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 2962 members Mstep: Class 18 contains 5188 members Mstep: Class 19 contains 18760 members Mstep: Class 20 contains 212 members Mstep: Class 21 contains 251691 members Mstep: Class 22 contains 853 members Mstep: Class 23 contains 132 members Mstep: Class 24 contains 754 members Entering Unmasked Estep Score: -15543978.000000 Penalty: 13999.233398 Splitting cluster 20 changes total score from -15541212.000000 to -15543978.000000 So it's getting split into cluster 24. Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 2139 members Mstep: Class 3 contains 19343 members Mstep: Class 4 contains 1621 members Mstep: Class 5 contains 513 members Mstep: Class 6 contains 7759 members Mstep: Class 7 contains 1043 members Mstep: Class 8 contains 3081 members Mstep: Class 9 contains 13905 members Mstep: Class 10 contains 30701 members Mstep: Class 11 contains 836 members Mstep: Class 12 contains 4873 members Mstep: Class 13 contains 135 members Mstep: Class 14 contains 1493 members Mstep: Class 15 contains 365 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 2962 members Mstep: Class 18 contains 5188 members Mstep: Class 19 contains 18760 members Mstep: Class 20 contains 212 members Entering Unmasked Estep ConsiderDeletion Score: -15544032.000000 Penalty: 13999.233398 Iteration 79Q: 25 clusters Score -1.554403e+07 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 2137 members Mstep: Class 3 contains 19418 members Mstep: Class 4 contains 1591 members Mstep: Class 5 contains 525 members Mstep: Class 6 contains 7770 members Mstep: Class 7 contains 1040 members Mstep: Class 8 contains 3082 members Mstep: Class 9 contains 13945 members Mstep: Class 10 contains 30741 members Mstep: Class 11 contains 839 members Mstep: Class 12 contains 4879 members Mstep: Class 13 contains 135 members Mstep: Class 14 contains 1522 members Mstep: Class 15 contains 366 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 2935 members Mstep: Class 18 contains 5198 members Mstep: Class 19 contains 18795 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 251489 members Mstep: Class 22 contains 852 members Mstep: Class 23 contains 132 members Mstep: Class 24 contains 754 members Entering Unmasked Estep ConsiderDeletion Score: -15544177.000000 Penalty: 13999.233398 Iteration 80F: 25 clusters Score -1.554418e+07 nChanged 880 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 2134 members Mstep: Class 3 contains 19337 members Mstep: Class 4 contains 1565 members Mstep: Class 5 contains 536 members Mstep: Class 6 contains 7691 members Mstep: Class 7 contains 1034 members Mstep: Class 8 contains 3085 members Mstep: Class 9 contains 13938 members Mstep: Class 10 contains 30607 members Mstep: Class 11 contains 838 members Mstep: Class 12 contains 4878 members Mstep: Class 13 contains 135 members Mstep: Class 14 contains 1529 members Mstep: Class 15 contains 365 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 2841 members Mstep: Class 18 contains 5207 members Mstep: Class 19 contains 18653 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 252037 members Mstep: Class 22 contains 853 members Mstep: Class 23 contains 132 members Mstep: Class 24 contains 754 members Entering Unmasked Estep ConsiderDeletion Score: -15544217.000000 Penalty: 13999.233398 Iteration 81Q: 25 clusters Score -1.554422e+07 nChanged 649 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 2129 members Mstep: Class 3 contains 19285 members Mstep: Class 4 contains 1540 members Mstep: Class 5 contains 541 members Mstep: Class 6 contains 7613 members Mstep: Class 7 contains 1020 members Mstep: Class 8 contains 3085 members Mstep: Class 9 contains 13958 members Mstep: Class 10 contains 30543 members Mstep: Class 11 contains 844 members Mstep: Class 12 contains 4882 members Mstep: Class 13 contains 135 members Mstep: Class 14 contains 1532 members Mstep: Class 15 contains 365 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 2764 members Mstep: Class 18 contains 5211 members Mstep: Class 19 contains 18542 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 252423 members Mstep: Class 22 contains 853 members Mstep: Class 23 contains 132 members Mstep: Class 24 contains 754 members Entering Unmasked Estep ConsiderDeletion Score: -15544188.000000 Penalty: 13999.233398 Iteration 82Q: 25 clusters Score -1.554419e+07 nChanged 499 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 2129 members Mstep: Class 3 contains 19266 members Mstep: Class 4 contains 1518 members Mstep: Class 5 contains 548 members Mstep: Class 6 contains 7550 members Mstep: Class 7 contains 1011 members Mstep: Class 8 contains 3087 members Mstep: Class 9 contains 13970 members Mstep: Class 10 contains 30514 members Mstep: Class 11 contains 849 members Mstep: Class 12 contains 4892 members Mstep: Class 13 contains 135 members Mstep: Class 14 contains 1533 members Mstep: Class 15 contains 365 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 2701 members Mstep: Class 18 contains 5216 members Mstep: Class 19 contains 18443 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 252686 members Mstep: Class 22 contains 853 members Mstep: Class 23 contains 132 members Mstep: Class 24 contains 754 members Entering Unmasked Estep ConsiderDeletion Score: -15544167.000000 Penalty: 13999.233398 Iteration 83Q: 25 clusters Score -1.554417e+07 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 2127 members Mstep: Class 3 contains 19295 members Mstep: Class 4 contains 1491 members Mstep: Class 5 contains 550 members Mstep: Class 6 contains 7491 members Mstep: Class 7 contains 1005 members Mstep: Class 8 contains 3087 members Mstep: Class 9 contains 13992 members Mstep: Class 10 contains 30499 members Mstep: Class 11 contains 859 members Mstep: Class 12 contains 4896 members Mstep: Class 13 contains 135 members Mstep: Class 14 contains 1538 members Mstep: Class 15 contains 365 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 2644 members Mstep: Class 18 contains 5206 members Mstep: Class 19 contains 18382 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 252852 members Mstep: Class 22 contains 853 members Mstep: Class 23 contains 132 members Mstep: Class 24 contains 754 members Entering Unmasked Estep ConsiderDeletion Score: -15544163.000000 Penalty: 13999.233398 Iteration 84Q: 25 clusters Score -1.554416e+07 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 2119 members Mstep: Class 3 contains 19337 members Mstep: Class 4 contains 1472 members Mstep: Class 5 contains 558 members Mstep: Class 6 contains 7451 members Mstep: Class 7 contains 1000 members Mstep: Class 8 contains 3087 members Mstep: Class 9 contains 14001 members Mstep: Class 10 contains 30492 members Mstep: Class 11 contains 867 members Mstep: Class 12 contains 4902 members Mstep: Class 13 contains 135 members Mstep: Class 14 contains 1545 members Mstep: Class 15 contains 365 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 2598 members Mstep: Class 18 contains 5189 members Mstep: Class 19 contains 18351 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 252945 members Mstep: Class 22 contains 853 members Mstep: Class 23 contains 132 members Mstep: Class 24 contains 754 members Entering Unmasked Estep ConsiderDeletion Score: -15544230.000000 Penalty: 13999.233398 Iteration 85Q: 25 clusters Score -1.554423e+07 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 2108 members Mstep: Class 3 contains 19382 members Mstep: Class 4 contains 1451 members Mstep: Class 5 contains 565 members Mstep: Class 6 contains 7415 members Mstep: Class 7 contains 991 members Mstep: Class 8 contains 3086 members Mstep: Class 9 contains 14022 members Mstep: Class 10 contains 30486 members Mstep: Class 11 contains 882 members Mstep: Class 12 contains 4911 members Mstep: Class 13 contains 135 members Mstep: Class 14 contains 1547 members Mstep: Class 15 contains 365 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 2561 members Mstep: Class 18 contains 5179 members Mstep: Class 19 contains 18321 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 253009 members Mstep: Class 22 contains 853 members Mstep: Class 23 contains 132 members Mstep: Class 24 contains 754 members Entering Unmasked Estep ConsiderDeletion Score: -15544267.000000 Penalty: 13999.233398 Iteration 86Q: 25 clusters Score -1.554427e+07 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 2098 members Mstep: Class 3 contains 19432 members Mstep: Class 4 contains 1428 members Mstep: Class 5 contains 573 members Mstep: Class 6 contains 7380 members Mstep: Class 7 contains 983 members Mstep: Class 8 contains 3086 members Mstep: Class 9 contains 14031 members Mstep: Class 10 contains 30484 members Mstep: Class 11 contains 898 members Mstep: Class 12 contains 4921 members Mstep: Class 13 contains 135 members Mstep: Class 14 contains 1547 members Mstep: Class 15 contains 365 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 2535 members Mstep: Class 18 contains 5162 members Mstep: Class 19 contains 18296 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 253062 members Mstep: Class 22 contains 853 members Mstep: Class 23 contains 132 members Mstep: Class 24 contains 754 members Entering Unmasked Estep ConsiderDeletion Score: -15544294.000000 Penalty: 13999.233398 Iteration 87Q: 25 clusters Score -1.554429e+07 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 2082 members Mstep: Class 3 contains 19485 members Mstep: Class 4 contains 1406 members Mstep: Class 5 contains 582 members Mstep: Class 6 contains 7347 members Mstep: Class 7 contains 975 members Mstep: Class 8 contains 3086 members Mstep: Class 9 contains 14050 members Mstep: Class 10 contains 30480 members Mstep: Class 11 contains 912 members Mstep: Class 12 contains 4927 members Mstep: Class 13 contains 135 members Mstep: Class 14 contains 1547 members Mstep: Class 15 contains 365 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 2510 members Mstep: Class 18 contains 5152 members Mstep: Class 19 contains 18281 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 253094 members Mstep: Class 22 contains 853 members Mstep: Class 23 contains 132 members Mstep: Class 24 contains 754 members Entering Unmasked Estep ConsiderDeletion Score: -15544318.000000 Penalty: 13999.233398 Iteration 88Q: 25 clusters Score -1.554432e+07 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 2064 members Mstep: Class 3 contains 19549 members Mstep: Class 4 contains 1381 members Mstep: Class 5 contains 595 members Mstep: Class 6 contains 7325 members Mstep: Class 7 contains 966 members Mstep: Class 8 contains 3086 members Mstep: Class 9 contains 14066 members Mstep: Class 10 contains 30480 members Mstep: Class 11 contains 924 members Mstep: Class 12 contains 4932 members Mstep: Class 13 contains 135 members Mstep: Class 14 contains 1547 members Mstep: Class 15 contains 365 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 2485 members Mstep: Class 18 contains 5141 members Mstep: Class 19 contains 18271 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 253105 members Mstep: Class 22 contains 853 members Mstep: Class 23 contains 132 members Mstep: Class 24 contains 754 members Entering Unmasked Estep ConsiderDeletion Score: -15544320.000000 Penalty: 13999.233398 Iteration 89Q: 25 clusters Score -1.554432e+07 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 2048 members Mstep: Class 3 contains 19596 members Mstep: Class 4 contains 1357 members Mstep: Class 5 contains 605 members Mstep: Class 6 contains 7309 members Mstep: Class 7 contains 961 members Mstep: Class 8 contains 3086 members Mstep: Class 9 contains 14072 members Mstep: Class 10 contains 30482 members Mstep: Class 11 contains 932 members Mstep: Class 12 contains 4935 members Mstep: Class 13 contains 135 members Mstep: Class 14 contains 1546 members Mstep: Class 15 contains 365 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 2462 members Mstep: Class 18 contains 5131 members Mstep: Class 19 contains 18265 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 253128 members Mstep: Class 22 contains 853 members Mstep: Class 23 contains 132 members Mstep: Class 24 contains 754 members Entering Unmasked Estep ConsiderDeletion Score: -15544333.000000 Penalty: 13999.233398 Iteration 90Q: 25 clusters Score -1.554433e+07 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 2037 members Mstep: Class 3 contains 19643 members Mstep: Class 4 contains 1336 members Mstep: Class 5 contains 613 members Mstep: Class 6 contains 7276 members Mstep: Class 7 contains 950 members Mstep: Class 8 contains 3086 members Mstep: Class 9 contains 14089 members Mstep: Class 10 contains 30484 members Mstep: Class 11 contains 941 members Mstep: Class 12 contains 4939 members Mstep: Class 13 contains 135 members Mstep: Class 14 contains 1546 members Mstep: Class 15 contains 365 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 2438 members Mstep: Class 18 contains 5128 members Mstep: Class 19 contains 18259 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 253151 members Mstep: Class 22 contains 853 members Mstep: Class 23 contains 132 members Mstep: Class 24 contains 754 members Entering Unmasked Estep ConsiderDeletion Score: -15544315.000000 Penalty: 13999.233398 Iteration 91Q: 25 clusters Score -1.554432e+07 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 2022 members Mstep: Class 3 contains 19692 members Mstep: Class 4 contains 1310 members Mstep: Class 5 contains 620 members Mstep: Class 6 contains 7247 members Mstep: Class 7 contains 938 members Mstep: Class 8 contains 3086 members Mstep: Class 9 contains 14101 members Mstep: Class 10 contains 30487 members Mstep: Class 11 contains 947 members Mstep: Class 12 contains 4946 members Mstep: Class 13 contains 135 members Mstep: Class 14 contains 1545 members Mstep: Class 15 contains 365 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 2419 members Mstep: Class 18 contains 5131 members Mstep: Class 19 contains 18255 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 253170 members Mstep: Class 22 contains 853 members Mstep: Class 23 contains 132 members Mstep: Class 24 contains 754 members Entering Unmasked Estep ConsiderDeletion Score: -15544332.000000 Penalty: 13999.233398 Iteration 92Q: 25 clusters Score -1.554433e+07 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 2002 members Mstep: Class 3 contains 19735 members Mstep: Class 4 contains 1289 members Mstep: Class 5 contains 626 members Mstep: Class 6 contains 7220 members Mstep: Class 7 contains 928 members Mstep: Class 8 contains 3086 members Mstep: Class 9 contains 14110 members Mstep: Class 10 contains 30490 members Mstep: Class 11 contains 950 members Mstep: Class 12 contains 4950 members Mstep: Class 13 contains 135 members Mstep: Class 14 contains 1545 members Mstep: Class 15 contains 365 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 2390 members Mstep: Class 18 contains 5145 members Mstep: Class 19 contains 18253 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 253197 members Mstep: Class 22 contains 853 members Mstep: Class 23 contains 132 members Mstep: Class 24 contains 754 members Entering Unmasked Estep ConsiderDeletion Score: -15544341.000000 Penalty: 13999.233398 Iteration 93Q: 25 clusters Score -1.554434e+07 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 1982 members Mstep: Class 3 contains 19791 members Mstep: Class 4 contains 1269 members Mstep: Class 5 contains 632 members Mstep: Class 6 contains 7195 members Mstep: Class 7 contains 923 members Mstep: Class 8 contains 3084 members Mstep: Class 9 contains 14120 members Mstep: Class 10 contains 30493 members Mstep: Class 11 contains 947 members Mstep: Class 12 contains 4954 members Mstep: Class 13 contains 135 members Mstep: Class 14 contains 1545 members Mstep: Class 15 contains 365 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 2351 members Mstep: Class 18 contains 5167 members Mstep: Class 19 contains 18252 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 253211 members Mstep: Class 22 contains 853 members Mstep: Class 23 contains 132 members Mstep: Class 24 contains 754 members Entering Unmasked Estep ConsiderDeletion Score: -15544351.000000 Penalty: 13999.233398 Iteration 94Q: 25 clusters Score -1.554435e+07 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 1966 members Mstep: Class 3 contains 19842 members Mstep: Class 4 contains 1250 members Mstep: Class 5 contains 637 members Mstep: Class 6 contains 7163 members Mstep: Class 7 contains 915 members Mstep: Class 8 contains 3082 members Mstep: Class 9 contains 14133 members Mstep: Class 10 contains 30494 members Mstep: Class 11 contains 943 members Mstep: Class 12 contains 4955 members Mstep: Class 13 contains 135 members Mstep: Class 14 contains 1545 members Mstep: Class 15 contains 365 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 2321 members Mstep: Class 18 contains 5194 members Mstep: Class 19 contains 18252 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 253224 members Mstep: Class 22 contains 853 members Mstep: Class 23 contains 132 members Mstep: Class 24 contains 754 members Entering Unmasked Estep ConsiderDeletion Score: -15544374.000000 Penalty: 13999.233398 Iteration 95Q: 25 clusters Score -1.554437e+07 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 1950 members Mstep: Class 3 contains 19890 members Mstep: Class 4 contains 1237 members Mstep: Class 5 contains 643 members Mstep: Class 6 contains 7141 members Mstep: Class 7 contains 908 members Mstep: Class 8 contains 3086 members Mstep: Class 9 contains 14142 members Mstep: Class 10 contains 30490 members Mstep: Class 11 contains 943 members Mstep: Class 12 contains 4955 members Mstep: Class 13 contains 135 members Mstep: Class 14 contains 1545 members Mstep: Class 15 contains 365 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 2295 members Mstep: Class 18 contains 5221 members Mstep: Class 19 contains 18252 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 253218 members Mstep: Class 22 contains 853 members Mstep: Class 23 contains 132 members Mstep: Class 24 contains 754 members Entering Unmasked Estep ConsiderDeletion Score: -15544399.000000 Penalty: 13999.233398 Iteration 96Q: 25 clusters Score -1.55444e+07 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 1942 members Mstep: Class 3 contains 19935 members Mstep: Class 4 contains 1218 members Mstep: Class 5 contains 648 members Mstep: Class 6 contains 7116 members Mstep: Class 7 contains 900 members Mstep: Class 8 contains 3092 members Mstep: Class 9 contains 14159 members Mstep: Class 10 contains 30486 members Mstep: Class 11 contains 946 members Mstep: Class 12 contains 4955 members Mstep: Class 13 contains 135 members Mstep: Class 14 contains 1545 members Mstep: Class 15 contains 365 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 2260 members Mstep: Class 18 contains 5247 members Mstep: Class 19 contains 18251 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 253216 members Mstep: Class 22 contains 853 members Mstep: Class 23 contains 132 members Mstep: Class 24 contains 754 members Entering Unmasked Estep ConsiderDeletion Score: -15544469.000000 Penalty: 13999.233398 Iteration 97Q: 25 clusters Score -1.554447e+07 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 1933 members Mstep: Class 3 contains 20017 members Mstep: Class 4 contains 1204 members Mstep: Class 5 contains 653 members Mstep: Class 6 contains 7088 members Mstep: Class 7 contains 891 members Mstep: Class 8 contains 3093 members Mstep: Class 9 contains 14180 members Mstep: Class 10 contains 30485 members Mstep: Class 11 contains 947 members Mstep: Class 12 contains 4955 members Mstep: Class 13 contains 135 members Mstep: Class 14 contains 1546 members Mstep: Class 15 contains 365 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 2219 members Mstep: Class 18 contains 5254 members Mstep: Class 19 contains 18251 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 253200 members Mstep: Class 22 contains 853 members Mstep: Class 23 contains 132 members Mstep: Class 24 contains 754 members Entering Unmasked Estep ConsiderDeletion Score: -15544471.000000 Penalty: 13999.233398 Iteration 98Q: 25 clusters Score -1.554447e+07 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 1926 members Mstep: Class 3 contains 20085 members Mstep: Class 4 contains 1185 members Mstep: Class 5 contains 658 members Mstep: Class 6 contains 7061 members Mstep: Class 7 contains 880 members Mstep: Class 8 contains 3094 members Mstep: Class 9 contains 14201 members Mstep: Class 10 contains 30487 members Mstep: Class 11 contains 952 members Mstep: Class 12 contains 4955 members Mstep: Class 13 contains 135 members Mstep: Class 14 contains 1546 members Mstep: Class 15 contains 365 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 2179 members Mstep: Class 18 contains 5258 members Mstep: Class 19 contains 18251 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 253198 members Mstep: Class 22 contains 853 members Mstep: Class 23 contains 132 members Mstep: Class 24 contains 754 members Entering Unmasked Estep ConsiderDeletion Score: -15544495.000000 Penalty: 13999.233398 Iteration 99Q: 25 clusters Score -1.55445e+07 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 1921 members Mstep: Class 3 contains 20144 members Mstep: Class 4 contains 1171 members Mstep: Class 5 contains 664 members Mstep: Class 6 contains 7034 members Mstep: Class 7 contains 861 members Mstep: Class 8 contains 3094 members Mstep: Class 9 contains 14226 members Mstep: Class 10 contains 30489 members Mstep: Class 11 contains 955 members Mstep: Class 12 contains 4955 members Mstep: Class 13 contains 135 members Mstep: Class 14 contains 1546 members Mstep: Class 15 contains 365 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 2140 members Mstep: Class 18 contains 5256 members Mstep: Class 19 contains 18251 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 253209 members Mstep: Class 22 contains 853 members Mstep: Class 23 contains 132 members Mstep: Class 24 contains 754 members Entering Unmasked Estep ConsiderDeletion Score: -15544503.000000 Penalty: 13999.233398 Iteration 100F: 25 clusters Score -1.55445e+07 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 1915 members Mstep: Class 3 contains 20208 members Mstep: Class 4 contains 1154 members Mstep: Class 5 contains 674 members Mstep: Class 6 contains 7003 members Mstep: Class 7 contains 845 members Mstep: Class 8 contains 3092 members Mstep: Class 9 contains 14239 members Mstep: Class 10 contains 30491 members Mstep: Class 11 contains 960 members Mstep: Class 12 contains 4955 members Mstep: Class 13 contains 135 members Mstep: Class 14 contains 1547 members Mstep: Class 15 contains 365 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 2106 members Mstep: Class 18 contains 5267 members Mstep: Class 19 contains 18252 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 253208 members Mstep: Class 22 contains 853 members Mstep: Class 23 contains 132 members Mstep: Class 24 contains 754 members Entering Unmasked Estep ConsiderDeletion Score: -15544511.000000 Penalty: 13999.233398 Iteration 101Q: 25 clusters Score -1.554451e+07 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 1908 members Mstep: Class 3 contains 20281 members Mstep: Class 4 contains 1138 members Mstep: Class 5 contains 682 members Mstep: Class 6 contains 6983 members Mstep: Class 7 contains 827 members Mstep: Class 8 contains 3092 members Mstep: Class 9 contains 14252 members Mstep: Class 10 contains 30492 members Mstep: Class 11 contains 964 members Mstep: Class 12 contains 4956 members Mstep: Class 13 contains 135 members Mstep: Class 14 contains 1549 members Mstep: Class 15 contains 365 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 2070 members Mstep: Class 18 contains 5269 members Mstep: Class 19 contains 18253 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 253201 members Mstep: Class 22 contains 853 members Mstep: Class 23 contains 132 members Mstep: Class 24 contains 754 members Entering Unmasked Estep ConsiderDeletion Score: -15544509.000000 Penalty: 13999.233398 Iteration 102Q: 25 clusters Score -1.554451e+07 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 1904 members Mstep: Class 3 contains 20351 members Mstep: Class 4 contains 1112 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 6971 members Mstep: Class 7 contains 811 members Mstep: Class 8 contains 3092 members Mstep: Class 9 contains 14266 members Mstep: Class 10 contains 30492 members Mstep: Class 11 contains 968 members Mstep: Class 12 contains 4959 members Mstep: Class 13 contains 135 members Mstep: Class 14 contains 1550 members Mstep: Class 15 contains 365 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 2032 members Mstep: Class 18 contains 5285 members Mstep: Class 19 contains 18254 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 253175 members Mstep: Class 22 contains 853 members Mstep: Class 23 contains 132 members Mstep: Class 24 contains 754 members Entering Unmasked Estep ConsiderDeletion Score: -15544530.000000 Penalty: 13999.233398 Iteration 103Q: 25 clusters Score -1.554453e+07 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 1898 members Mstep: Class 3 contains 20423 members Mstep: Class 4 contains 1085 members Mstep: Class 5 contains 703 members Mstep: Class 6 contains 6958 members Mstep: Class 7 contains 800 members Mstep: Class 8 contains 3093 members Mstep: Class 9 contains 14297 members Mstep: Class 10 contains 30497 members Mstep: Class 11 contains 967 members Mstep: Class 12 contains 4960 members Mstep: Class 13 contains 135 members Mstep: Class 14 contains 1552 members Mstep: Class 15 contains 365 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 1996 members Mstep: Class 18 contains 5305 members Mstep: Class 19 contains 18255 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 253128 members Mstep: Class 22 contains 853 members Mstep: Class 23 contains 132 members Mstep: Class 24 contains 754 members Entering Unmasked Estep ConsiderDeletion Score: -15544624.000000 Penalty: 13999.233398 Iteration 104Q: 25 clusters Score -1.554462e+07 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 1892 members Mstep: Class 3 contains 20494 members Mstep: Class 4 contains 1056 members Mstep: Class 5 contains 716 members Mstep: Class 6 contains 6939 members Mstep: Class 7 contains 785 members Mstep: Class 8 contains 3094 members Mstep: Class 9 contains 14335 members Mstep: Class 10 contains 30499 members Mstep: Class 11 contains 975 members Mstep: Class 12 contains 4961 members Mstep: Class 13 contains 135 members Mstep: Class 14 contains 1555 members Mstep: Class 15 contains 365 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 1957 members Mstep: Class 18 contains 5322 members Mstep: Class 19 contains 18254 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 253083 members Mstep: Class 22 contains 853 members Mstep: Class 23 contains 132 members Mstep: Class 24 contains 754 members Entering Unmasked Estep ConsiderDeletion Score: -15544637.000000 Penalty: 13999.233398 Iteration 105Q: 25 clusters Score -1.554464e+07 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 1885 members Mstep: Class 3 contains 20532 members Mstep: Class 4 contains 1029 members Mstep: Class 5 contains 728 members Mstep: Class 6 contains 6924 members Mstep: Class 7 contains 771 members Mstep: Class 8 contains 3096 members Mstep: Class 9 contains 14389 members Mstep: Class 10 contains 30503 members Mstep: Class 11 contains 990 members Mstep: Class 12 contains 4962 members Mstep: Class 13 contains 135 members Mstep: Class 14 contains 1554 members Mstep: Class 15 contains 365 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 1930 members Mstep: Class 18 contains 5355 members Mstep: Class 19 contains 18253 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 253016 members Mstep: Class 22 contains 853 members Mstep: Class 23 contains 132 members Mstep: Class 24 contains 754 members Entering Unmasked Estep ConsiderDeletion Score: -15544605.000000 Penalty: 13999.233398 Iteration 106Q: 25 clusters Score -1.55446e+07 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 1886 members Mstep: Class 3 contains 20559 members Mstep: Class 4 contains 1009 members Mstep: Class 5 contains 739 members Mstep: Class 6 contains 6907 members Mstep: Class 7 contains 757 members Mstep: Class 8 contains 3091 members Mstep: Class 9 contains 14430 members Mstep: Class 10 contains 30507 members Mstep: Class 11 contains 1005 members Mstep: Class 12 contains 4962 members Mstep: Class 13 contains 135 members Mstep: Class 14 contains 1556 members Mstep: Class 15 contains 365 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 1895 members Mstep: Class 18 contains 5390 members Mstep: Class 19 contains 18250 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 252975 members Mstep: Class 22 contains 853 members Mstep: Class 23 contains 132 members Mstep: Class 24 contains 754 members Entering Unmasked Estep ConsiderDeletion Score: -15544659.000000 Penalty: 13999.233398 Iteration 107Q: 25 clusters Score -1.554466e+07 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 1882 members Mstep: Class 3 contains 20607 members Mstep: Class 4 contains 989 members Mstep: Class 5 contains 757 members Mstep: Class 6 contains 6893 members Mstep: Class 7 contains 751 members Mstep: Class 8 contains 3091 members Mstep: Class 9 contains 14452 members Mstep: Class 10 contains 30503 members Mstep: Class 11 contains 1016 members Mstep: Class 12 contains 4963 members Mstep: Class 13 contains 135 members Mstep: Class 14 contains 1564 members Mstep: Class 15 contains 365 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 1861 members Mstep: Class 18 contains 5419 members Mstep: Class 19 contains 18249 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 252920 members Mstep: Class 22 contains 853 members Mstep: Class 23 contains 132 members Mstep: Class 24 contains 754 members Entering Unmasked Estep ConsiderDeletion Score: -15544733.000000 Penalty: 13999.233398 Iteration 108Q: 25 clusters Score -1.554473e+07 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 1880 members Mstep: Class 3 contains 20635 members Mstep: Class 4 contains 977 members Mstep: Class 5 contains 773 members Mstep: Class 6 contains 6882 members Mstep: Class 7 contains 748 members Mstep: Class 8 contains 3090 members Mstep: Class 9 contains 14467 members Mstep: Class 10 contains 30501 members Mstep: Class 11 contains 1015 members Mstep: Class 12 contains 4964 members Mstep: Class 13 contains 135 members Mstep: Class 14 contains 1569 members Mstep: Class 15 contains 365 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 1831 members Mstep: Class 18 contains 5456 members Mstep: Class 19 contains 18249 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 252880 members Mstep: Class 22 contains 853 members Mstep: Class 23 contains 132 members Mstep: Class 24 contains 754 members Entering Unmasked Estep ConsiderDeletion Score: -15544798.000000 Penalty: 13999.233398 Iteration 109Q: 25 clusters Score -1.55448e+07 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 1876 members Mstep: Class 3 contains 20666 members Mstep: Class 4 contains 962 members Mstep: Class 5 contains 788 members Mstep: Class 6 contains 6875 members Mstep: Class 7 contains 740 members Mstep: Class 8 contains 3089 members Mstep: Class 9 contains 14491 members Mstep: Class 10 contains 30507 members Mstep: Class 11 contains 1018 members Mstep: Class 12 contains 4964 members Mstep: Class 13 contains 135 members Mstep: Class 14 contains 1571 members Mstep: Class 15 contains 365 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 1810 members Mstep: Class 18 contains 5483 members Mstep: Class 19 contains 18250 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 252827 members Mstep: Class 22 contains 853 members Mstep: Class 23 contains 132 members Mstep: Class 24 contains 754 members Entering Unmasked Estep ConsiderDeletion Score: -15544837.000000 Penalty: 13999.233398 Iteration 110Q: 25 clusters Score -1.554484e+07 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 1871 members Mstep: Class 3 contains 20690 members Mstep: Class 4 contains 952 members Mstep: Class 5 contains 805 members Mstep: Class 6 contains 6866 members Mstep: Class 7 contains 732 members Mstep: Class 8 contains 3090 members Mstep: Class 9 contains 14494 members Mstep: Class 10 contains 30514 members Mstep: Class 11 contains 1024 members Mstep: Class 12 contains 4964 members Mstep: Class 13 contains 135 members Mstep: Class 14 contains 1575 members Mstep: Class 15 contains 365 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 1789 members Mstep: Class 18 contains 5505 members Mstep: Class 19 contains 18248 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 252798 members Mstep: Class 22 contains 853 members Mstep: Class 23 contains 132 members Mstep: Class 24 contains 754 members Entering Unmasked Estep ConsiderDeletion Score: -15544900.000000 Penalty: 13999.233398 Iteration 111Q: 25 clusters Score -1.55449e+07 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 1869 members Mstep: Class 3 contains 20739 members Mstep: Class 4 contains 934 members Mstep: Class 5 contains 832 members Mstep: Class 6 contains 6850 members Mstep: Class 7 contains 724 members Mstep: Class 8 contains 3087 members Mstep: Class 9 contains 14496 members Mstep: Class 10 contains 30519 members Mstep: Class 11 contains 1036 members Mstep: Class 12 contains 4964 members Mstep: Class 13 contains 135 members Mstep: Class 14 contains 1577 members Mstep: Class 15 contains 365 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 1764 members Mstep: Class 18 contains 5521 members Mstep: Class 19 contains 18248 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 252756 members Mstep: Class 22 contains 853 members Mstep: Class 23 contains 132 members Mstep: Class 24 contains 754 members Entering Unmasked Estep ConsiderDeletion Score: -15544899.000000 Penalty: 13999.233398 Iteration 112Q: 25 clusters Score -1.55449e+07 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 1867 members Mstep: Class 3 contains 20774 members Mstep: Class 4 contains 918 members Mstep: Class 5 contains 874 members Mstep: Class 6 contains 6838 members Mstep: Class 7 contains 718 members Mstep: Class 8 contains 3090 members Mstep: Class 9 contains 14494 members Mstep: Class 10 contains 30513 members Mstep: Class 11 contains 1042 members Mstep: Class 12 contains 4964 members Mstep: Class 13 contains 135 members Mstep: Class 14 contains 1579 members Mstep: Class 15 contains 365 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 1740 members Mstep: Class 18 contains 5541 members Mstep: Class 19 contains 18247 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 252718 members Mstep: Class 22 contains 853 members Mstep: Class 23 contains 132 members Mstep: Class 24 contains 754 members Entering Unmasked Estep ConsiderDeletion Score: -15544917.000000 Penalty: 13999.233398 Iteration 113Q: 25 clusters Score -1.554492e+07 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 1871 members Mstep: Class 3 contains 20816 members Mstep: Class 4 contains 896 members Mstep: Class 5 contains 911 members Mstep: Class 6 contains 6823 members Mstep: Class 7 contains 712 members Mstep: Class 8 contains 3091 members Mstep: Class 9 contains 14497 members Mstep: Class 10 contains 30519 members Mstep: Class 11 contains 1047 members Mstep: Class 12 contains 4965 members Mstep: Class 13 contains 135 members Mstep: Class 14 contains 1579 members Mstep: Class 15 contains 365 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 1716 members Mstep: Class 18 contains 5561 members Mstep: Class 19 contains 18248 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 252665 members Mstep: Class 22 contains 853 members Mstep: Class 23 contains 132 members Mstep: Class 24 contains 754 members Entering Unmasked Estep ConsiderDeletion Score: -15544913.000000 Penalty: 13999.233398 Iteration 114Q: 25 clusters Score -1.554491e+07 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 1870 members Mstep: Class 3 contains 20855 members Mstep: Class 4 contains 866 members Mstep: Class 5 contains 956 members Mstep: Class 6 contains 6808 members Mstep: Class 7 contains 706 members Mstep: Class 8 contains 3093 members Mstep: Class 9 contains 14493 members Mstep: Class 10 contains 30526 members Mstep: Class 11 contains 1055 members Mstep: Class 12 contains 4967 members Mstep: Class 13 contains 135 members Mstep: Class 14 contains 1579 members Mstep: Class 15 contains 365 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 1696 members Mstep: Class 18 contains 5588 members Mstep: Class 19 contains 18246 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 252613 members Mstep: Class 22 contains 853 members Mstep: Class 23 contains 132 members Mstep: Class 24 contains 754 members Entering Unmasked Estep ConsiderDeletion Score: -15544966.000000 Penalty: 13999.233398 Iteration 115Q: 25 clusters Score -1.554497e+07 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 1874 members Mstep: Class 3 contains 20881 members Mstep: Class 4 contains 836 members Mstep: Class 5 contains 1005 members Mstep: Class 6 contains 6799 members Mstep: Class 7 contains 701 members Mstep: Class 8 contains 3097 members Mstep: Class 9 contains 14490 members Mstep: Class 10 contains 30524 members Mstep: Class 11 contains 1059 members Mstep: Class 12 contains 4970 members Mstep: Class 13 contains 135 members Mstep: Class 14 contains 1577 members Mstep: Class 15 contains 365 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 1680 members Mstep: Class 18 contains 5620 members Mstep: Class 19 contains 18242 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 252562 members Mstep: Class 22 contains 853 members Mstep: Class 23 contains 132 members Mstep: Class 24 contains 754 members Entering Unmasked Estep ConsiderDeletion Score: -15545055.000000 Penalty: 13999.233398 Iteration 116Q: 25 clusters Score -1.554506e+07 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 1875 members Mstep: Class 3 contains 20900 members Mstep: Class 4 contains 814 members Mstep: Class 5 contains 1048 members Mstep: Class 6 contains 6791 members Mstep: Class 7 contains 696 members Mstep: Class 8 contains 3096 members Mstep: Class 9 contains 14490 members Mstep: Class 10 contains 30528 members Mstep: Class 11 contains 1062 members Mstep: Class 12 contains 4972 members Mstep: Class 13 contains 135 members Mstep: Class 14 contains 1577 members Mstep: Class 15 contains 365 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 1667 members Mstep: Class 18 contains 5650 members Mstep: Class 19 contains 18237 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 252514 members Mstep: Class 22 contains 853 members Mstep: Class 23 contains 132 members Mstep: Class 24 contains 754 members Entering Unmasked Estep ConsiderDeletion Score: -15545098.000000 Penalty: 13999.233398 Iteration 117Q: 25 clusters Score -1.55451e+07 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 1876 members Mstep: Class 3 contains 20925 members Mstep: Class 4 contains 797 members Mstep: Class 5 contains 1095 members Mstep: Class 6 contains 6777 members Mstep: Class 7 contains 692 members Mstep: Class 8 contains 3097 members Mstep: Class 9 contains 14470 members Mstep: Class 10 contains 30529 members Mstep: Class 11 contains 1063 members Mstep: Class 12 contains 4974 members Mstep: Class 13 contains 135 members Mstep: Class 14 contains 1577 members Mstep: Class 15 contains 365 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 1653 members Mstep: Class 18 contains 5676 members Mstep: Class 19 contains 18231 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 252485 members Mstep: Class 22 contains 853 members Mstep: Class 23 contains 132 members Mstep: Class 24 contains 754 members Entering Unmasked Estep ConsiderDeletion Score: -15545144.000000 Penalty: 13999.233398 Iteration 118Q: 25 clusters Score -1.554514e+07 nChanged 285 Entering ConstructFrom: Score: -15545144.000000 Penalty: 13999.233398 Entering ConstructFrom: Trying to split cluster 1 (894 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Entering Unmasked Estep Score: -42168.523438 Penalty: 309.204620 Iteration 0F: 2 clusters Score -42168.52 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -41429.351562 Penalty: 618.409241 Iteration 0F: 3 clusters Score -41429.35 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -41622.082031 Penalty: 618.409241 Iteration 1F: 3 clusters Score -41622.08 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -41654.421875 Penalty: 618.409241 Iteration 2F: 3 clusters Score -41654.42 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -41666.910156 Penalty: 618.409241 Iteration 3Q: 3 clusters Score -41666.91 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -41678.250000 Penalty: 618.409241 Iteration 4Q: 3 clusters Score -41678.25 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -41688.484375 Penalty: 618.409241 Iteration 5Q: 3 clusters Score -41688.48 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -41691.460938 Penalty: 618.409241 Iteration 6Q: 3 clusters Score -41691.46 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -41695.585938 Penalty: 618.409241 Iteration 7Q: 3 clusters Score -41695.59 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -41698.671875 Penalty: 618.409241 Iteration 8Q: 3 clusters Score -41698.67 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -41699.980469 Penalty: 618.409241 Iteration 9Q: 3 clusters Score -41699.98 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -41702.531250 Penalty: 618.409241 Iteration 10Q: 3 clusters Score -41702.53 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -41703.171875 Penalty: 618.409241 Iteration 11Q: 3 clusters Score -41703.17 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -41703.171875 Penalty: 618.409241 Iteration 12F: 3 clusters Score -41703.17 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (1883 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1883 members Entering Unmasked Estep Score: -79557.210938 Penalty: 343.098297 Iteration 0F: 2 clusters Score -79557.21 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -78175.367188 Penalty: 686.196594 Iteration 0F: 3 clusters Score -78175.37 nChanged 800 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -78703.875000 Penalty: 686.196594 Iteration 1F: 3 clusters Score -78703.88 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -78871.359375 Penalty: 686.196594 Iteration 2F: 3 clusters Score -78871.36 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 1248 members Entering Unmasked Estep Score: -79004.460938 Penalty: 686.196594 Iteration 3F: 3 clusters Score -79004.46 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 1327 members Entering Unmasked Estep Score: -79124.875000 Penalty: 686.196594 Iteration 4F: 3 clusters Score -79124.88 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 1379 members Entering Unmasked Estep Score: -79211.796875 Penalty: 686.196594 Iteration 5Q: 3 clusters Score -79211.8 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 1405 members Entering Unmasked Estep Score: -79263.164062 Penalty: 686.196594 Iteration 6Q: 3 clusters Score -79263.16 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 1424 members Entering Unmasked Estep Score: -79285.875000 Penalty: 686.196594 Iteration 7Q: 3 clusters Score -79285.88 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 1441 members Entering Unmasked Estep Score: -79300.984375 Penalty: 686.196594 Iteration 8Q: 3 clusters Score -79300.98 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 1455 members Entering Unmasked Estep Score: -79313.023438 Penalty: 686.196594 Iteration 9Q: 3 clusters Score -79313.02 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 1470 members Entering Unmasked Estep Score: -79322.953125 Penalty: 686.196594 Iteration 10Q: 3 clusters Score -79322.95 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 1481 members Entering Unmasked Estep Score: -79332.789062 Penalty: 686.196594 Iteration 11Q: 3 clusters Score -79332.79 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 1497 members Entering Unmasked Estep Score: -79342.328125 Penalty: 686.196594 Iteration 12Q: 3 clusters Score -79342.33 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 1508 members Entering Unmasked Estep Score: -79351.242188 Penalty: 686.196594 Iteration 13Q: 3 clusters Score -79351.24 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 1517 members Entering Unmasked Estep Score: -79357.085938 Penalty: 686.196594 Iteration 14Q: 3 clusters Score -79357.09 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 1525 members Entering Unmasked Estep Score: -79361.734375 Penalty: 686.196594 Iteration 15Q: 3 clusters Score -79361.73 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 1533 members Entering Unmasked Estep Score: -79364.640625 Penalty: 686.196594 Iteration 16Q: 3 clusters Score -79364.64 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 1538 members Entering Unmasked Estep Score: -79365.531250 Penalty: 686.196594 Iteration 17Q: 3 clusters Score -79365.53 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 1542 members Entering Unmasked Estep Score: -79366.531250 Penalty: 686.196594 Iteration 18Q: 3 clusters Score -79366.53 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 1544 members Entering Unmasked Estep Score: -79367.007812 Penalty: 686.196594 Iteration 19Q: 3 clusters Score -79367.01 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 1546 members Entering Unmasked Estep Score: -79367.500000 Penalty: 686.196594 Iteration 20F: 3 clusters Score -79367.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (20946 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20946 members Entering Unmasked Estep Score: -881875.437500 Penalty: 452.711487 Iteration 0F: 2 clusters Score -881875.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10476 members Mstep: Class 2 contains 10470 members Entering Unmasked Estep Score: -867974.562500 Penalty: 905.422974 Iteration 0F: 3 clusters Score -867974.6 nChanged 9926 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10452 members Mstep: Class 2 contains 10494 members Entering Unmasked Estep Score: -873692.375000 Penalty: 905.422974 Iteration 1F: 3 clusters Score -873692.4 nChanged 903 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10327 members Mstep: Class 2 contains 10619 members Entering Unmasked Estep Score: -873997.687500 Penalty: 905.422974 Iteration 2Q: 3 clusters Score -873997.7 nChanged 974 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10217 members Mstep: Class 2 contains 10729 members Entering Unmasked Estep Score: -874412.250000 Penalty: 905.422974 Iteration 3Q: 3 clusters Score -874412.2 nChanged 1098 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10101 members Mstep: Class 2 contains 10845 members Entering Unmasked Estep Score: -874990.312500 Penalty: 905.422974 Iteration 4F: 3 clusters Score -874990.3 nChanged 1208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10077 members Mstep: Class 2 contains 10869 members Entering Unmasked Estep Score: -875852.250000 Penalty: 905.422974 Iteration 5F: 3 clusters Score -875852.2 nChanged 1352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10023 members Mstep: Class 2 contains 10923 members Entering Unmasked Estep Score: -876967.437500 Penalty: 905.422974 Iteration 6F: 3 clusters Score -876967.4 nChanged 1285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10004 members Mstep: Class 2 contains 10942 members Entering Unmasked Estep Score: -877858.812500 Penalty: 905.422974 Iteration 7F: 3 clusters Score -877858.8 nChanged 954 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9966 members Mstep: Class 2 contains 10980 members Entering Unmasked Estep Score: -878296.312500 Penalty: 905.422974 Iteration 8Q: 3 clusters Score -878296.3 nChanged 580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9896 members Mstep: Class 2 contains 11050 members Entering Unmasked Estep Score: -878535.312500 Penalty: 905.422974 Iteration 9Q: 3 clusters Score -878535.3 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9765 members Mstep: Class 2 contains 11181 members Entering Unmasked Estep Score: -878735.000000 Penalty: 905.422974 Iteration 10Q: 3 clusters Score -878735 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9574 members Mstep: Class 2 contains 11372 members Entering Unmasked Estep Score: -878950.750000 Penalty: 905.422974 Iteration 11Q: 3 clusters Score -878950.8 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9350 members Mstep: Class 2 contains 11596 members Entering Unmasked Estep Score: -879133.187500 Penalty: 905.422974 Iteration 12Q: 3 clusters Score -879133.2 nChanged 432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9106 members Mstep: Class 2 contains 11840 members Entering Unmasked Estep Score: -879332.125000 Penalty: 905.422974 Iteration 13Q: 3 clusters Score -879332.1 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8854 members Mstep: Class 2 contains 12092 members Entering Unmasked Estep Score: -879532.812500 Penalty: 905.422974 Iteration 14Q: 3 clusters Score -879532.8 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8572 members Mstep: Class 2 contains 12374 members Entering Unmasked Estep Score: -879755.000000 Penalty: 905.422974 Iteration 15Q: 3 clusters Score -879755 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8280 members Mstep: Class 2 contains 12666 members Entering Unmasked Estep Score: -879956.125000 Penalty: 905.422974 Iteration 16Q: 3 clusters Score -879956.1 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8020 members Mstep: Class 2 contains 12926 members Entering Unmasked Estep Score: -880121.625000 Penalty: 905.422974 Iteration 17Q: 3 clusters Score -880121.6 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7774 members Mstep: Class 2 contains 13172 members Entering Unmasked Estep Score: -880258.625000 Penalty: 905.422974 Iteration 18Q: 3 clusters Score -880258.6 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7528 members Mstep: Class 2 contains 13418 members Entering Unmasked Estep Score: -880367.125000 Penalty: 905.422974 Iteration 19Q: 3 clusters Score -880367.1 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7300 members Mstep: Class 2 contains 13646 members Entering Unmasked Estep Score: -880459.250000 Penalty: 905.422974 Iteration 20F: 3 clusters Score -880459.2 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7077 members Mstep: Class 2 contains 13869 members Entering Unmasked Estep Score: -880534.687500 Penalty: 905.422974 Iteration 21Q: 3 clusters Score -880534.7 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6863 members Mstep: Class 2 contains 14083 members Entering Unmasked Estep Score: -880589.312500 Penalty: 905.422974 Iteration 22Q: 3 clusters Score -880589.3 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6697 members Mstep: Class 2 contains 14249 members Entering Unmasked Estep Score: -880625.062500 Penalty: 905.422974 Iteration 23Q: 3 clusters Score -880625.1 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6524 members Mstep: Class 2 contains 14422 members Entering Unmasked Estep Score: -880668.187500 Penalty: 905.422974 Iteration 24Q: 3 clusters Score -880668.2 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6359 members Mstep: Class 2 contains 14587 members Entering Unmasked Estep Score: -880710.937500 Penalty: 905.422974 Iteration 25Q: 3 clusters Score -880710.9 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6203 members Mstep: Class 2 contains 14743 members Entering Unmasked Estep Score: -880743.812500 Penalty: 905.422974 Iteration 26Q: 3 clusters Score -880743.8 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6050 members Mstep: Class 2 contains 14896 members Entering Unmasked Estep Score: -880771.875000 Penalty: 905.422974 Iteration 27Q: 3 clusters Score -880771.9 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5908 members Mstep: Class 2 contains 15038 members Entering Unmasked Estep Score: -880802.375000 Penalty: 905.422974 Iteration 28Q: 3 clusters Score -880802.4 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5773 members Mstep: Class 2 contains 15173 members Entering Unmasked Estep Score: -880829.437500 Penalty: 905.422974 Iteration 29Q: 3 clusters Score -880829.4 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5639 members Mstep: Class 2 contains 15307 members Entering Unmasked Estep Score: -880855.562500 Penalty: 905.422974 Iteration 30Q: 3 clusters Score -880855.6 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5514 members Mstep: Class 2 contains 15432 members Entering Unmasked Estep Score: -880881.625000 Penalty: 905.422974 Iteration 31Q: 3 clusters Score -880881.6 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5386 members Mstep: Class 2 contains 15560 members Entering Unmasked Estep Score: -880904.187500 Penalty: 905.422974 Iteration 32Q: 3 clusters Score -880904.2 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5257 members Mstep: Class 2 contains 15689 members Entering Unmasked Estep Score: -880928.687500 Penalty: 905.422974 Iteration 33Q: 3 clusters Score -880928.7 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5138 members Mstep: Class 2 contains 15808 members Entering Unmasked Estep Score: -880949.875000 Penalty: 905.422974 Iteration 34Q: 3 clusters Score -880949.9 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5016 members Mstep: Class 2 contains 15930 members Entering Unmasked Estep Score: -880970.250000 Penalty: 905.422974 Iteration 35Q: 3 clusters Score -880970.2 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4907 members Mstep: Class 2 contains 16039 members Entering Unmasked Estep Score: -880990.562500 Penalty: 905.422974 Iteration 36Q: 3 clusters Score -880990.6 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4799 members Mstep: Class 2 contains 16147 members Entering Unmasked Estep Score: -881004.625000 Penalty: 905.422974 Iteration 37Q: 3 clusters Score -881004.6 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4691 members Mstep: Class 2 contains 16255 members Entering Unmasked Estep Score: -881026.875000 Penalty: 905.422974 Iteration 38Q: 3 clusters Score -881026.9 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4581 members Mstep: Class 2 contains 16365 members Entering Unmasked Estep Score: -881042.875000 Penalty: 905.422974 Iteration 39Q: 3 clusters Score -881042.9 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4476 members Mstep: Class 2 contains 16470 members Entering Unmasked Estep Score: -881065.437500 Penalty: 905.422974 Iteration 40F: 3 clusters Score -881065.4 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4371 members Mstep: Class 2 contains 16575 members Entering Unmasked Estep Score: -881084.375000 Penalty: 905.422974 Iteration 41Q: 3 clusters Score -881084.4 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4258 members Mstep: Class 2 contains 16688 members Entering Unmasked Estep Score: -881103.250000 Penalty: 905.422974 Iteration 42Q: 3 clusters Score -881103.2 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4174 members Mstep: Class 2 contains 16772 members Entering Unmasked Estep Score: -881116.125000 Penalty: 905.422974 Iteration 43Q: 3 clusters Score -881116.1 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4091 members Mstep: Class 2 contains 16855 members Entering Unmasked Estep Score: -881130.375000 Penalty: 905.422974 Iteration 44Q: 3 clusters Score -881130.4 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4008 members Mstep: Class 2 contains 16938 members Entering Unmasked Estep Score: -881139.875000 Penalty: 905.422974 Iteration 45Q: 3 clusters Score -881139.9 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3939 members Mstep: Class 2 contains 17007 members Entering Unmasked Estep Score: -881153.062500 Penalty: 905.422974 Iteration 46Q: 3 clusters Score -881153.1 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3858 members Mstep: Class 2 contains 17088 members Entering Unmasked Estep Score: -881168.437500 Penalty: 905.422974 Iteration 47Q: 3 clusters Score -881168.4 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3775 members Mstep: Class 2 contains 17171 members Entering Unmasked Estep Score: -881181.312500 Penalty: 905.422974 Iteration 48Q: 3 clusters Score -881181.3 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3700 members Mstep: Class 2 contains 17246 members Entering Unmasked Estep Score: -881189.750000 Penalty: 905.422974 Iteration 49Q: 3 clusters Score -881189.8 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3626 members Mstep: Class 2 contains 17320 members Entering Unmasked Estep Score: -881200.375000 Penalty: 905.422974 Iteration 50Q: 3 clusters Score -881200.4 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3553 members Mstep: Class 2 contains 17393 members Entering Unmasked Estep Score: -881215.437500 Penalty: 905.422974 Iteration 51Q: 3 clusters Score -881215.4 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3484 members Mstep: Class 2 contains 17462 members Entering Unmasked Estep Score: -881224.125000 Penalty: 905.422974 Iteration 52Q: 3 clusters Score -881224.1 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3418 members Mstep: Class 2 contains 17528 members Entering Unmasked Estep Score: -881233.375000 Penalty: 905.422974 Iteration 53Q: 3 clusters Score -881233.4 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3353 members Mstep: Class 2 contains 17593 members Entering Unmasked Estep Score: -881245.750000 Penalty: 905.422974 Iteration 54Q: 3 clusters Score -881245.8 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3285 members Mstep: Class 2 contains 17661 members Entering Unmasked Estep Score: -881255.000000 Penalty: 905.422974 Iteration 55Q: 3 clusters Score -881255 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3226 members Mstep: Class 2 contains 17720 members Entering Unmasked Estep Score: -881265.000000 Penalty: 905.422974 Iteration 56Q: 3 clusters Score -881265 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3166 members Mstep: Class 2 contains 17780 members Entering Unmasked Estep Score: -881272.875000 Penalty: 905.422974 Iteration 57Q: 3 clusters Score -881272.9 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3114 members Mstep: Class 2 contains 17832 members Entering Unmasked Estep Score: -881280.187500 Penalty: 905.422974 Iteration 58Q: 3 clusters Score -881280.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3070 members Mstep: Class 2 contains 17876 members Entering Unmasked Estep Score: -881286.312500 Penalty: 905.422974 Iteration 59Q: 3 clusters Score -881286.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3033 members Mstep: Class 2 contains 17913 members Entering Unmasked Estep Score: -881288.125000 Penalty: 905.422974 Iteration 60F: 3 clusters Score -881288.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3001 members Mstep: Class 2 contains 17945 members Entering Unmasked Estep Score: -881292.187500 Penalty: 905.422974 Iteration 61Q: 3 clusters Score -881292.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2972 members Mstep: Class 2 contains 17974 members Entering Unmasked Estep Score: -881296.625000 Penalty: 905.422974 Iteration 62Q: 3 clusters Score -881296.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2949 members Mstep: Class 2 contains 17997 members Entering Unmasked Estep Score: -881298.187500 Penalty: 905.422974 Iteration 63Q: 3 clusters Score -881298.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2937 members Mstep: Class 2 contains 18009 members Entering Unmasked Estep Score: -881300.000000 Penalty: 905.422974 Iteration 64Q: 3 clusters Score -881300 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2932 members Mstep: Class 2 contains 18014 members Entering Unmasked Estep Score: -881300.562500 Penalty: 905.422974 Iteration 65Q: 3 clusters Score -881300.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2926 members Mstep: Class 2 contains 18020 members Entering Unmasked Estep Score: -881299.437500 Penalty: 905.422974 Iteration 66Q: 3 clusters Score -881299.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2920 members Mstep: Class 2 contains 18026 members Entering Unmasked Estep Score: -881300.687500 Penalty: 905.422974 Iteration 67Q: 3 clusters Score -881300.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2911 members Mstep: Class 2 contains 18035 members Entering Unmasked Estep Score: -881302.562500 Penalty: 905.422974 Iteration 68Q: 3 clusters Score -881302.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2905 members Mstep: Class 2 contains 18041 members Entering Unmasked Estep Score: -881304.437500 Penalty: 905.422974 Iteration 69Q: 3 clusters Score -881304.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2900 members Mstep: Class 2 contains 18046 members Entering Unmasked Estep Score: -881303.750000 Penalty: 905.422974 Iteration 70Q: 3 clusters Score -881303.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2896 members Mstep: Class 2 contains 18050 members Entering Unmasked Estep Score: -881303.062500 Penalty: 905.422974 Iteration 71Q: 3 clusters Score -881303.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2892 members Mstep: Class 2 contains 18054 members Entering Unmasked Estep Score: -881303.687500 Penalty: 905.422974 Iteration 72Q: 3 clusters Score -881303.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2887 members Mstep: Class 2 contains 18059 members Entering Unmasked Estep Score: -881302.187500 Penalty: 905.422974 Iteration 73Q: 3 clusters Score -881302.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2878 members Mstep: Class 2 contains 18068 members Entering Unmasked Estep Score: -881302.125000 Penalty: 905.422974 Iteration 74Q: 3 clusters Score -881302.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2868 members Mstep: Class 2 contains 18078 members Entering Unmasked Estep Score: -881304.187500 Penalty: 905.422974 Iteration 75Q: 3 clusters Score -881304.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2861 members Mstep: Class 2 contains 18085 members Entering Unmasked Estep Score: -881303.000000 Penalty: 905.422974 Iteration 76Q: 3 clusters Score -881303 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2856 members Mstep: Class 2 contains 18090 members Entering Unmasked Estep Score: -881303.687500 Penalty: 905.422974 Iteration 77Q: 3 clusters Score -881303.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2848 members Mstep: Class 2 contains 18098 members Entering Unmasked Estep Score: -881304.375000 Penalty: 905.422974 Iteration 78Q: 3 clusters Score -881304.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2841 members Mstep: Class 2 contains 18105 members Entering Unmasked Estep Score: -881304.437500 Penalty: 905.422974 Iteration 79Q: 3 clusters Score -881304.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2831 members Mstep: Class 2 contains 18115 members Entering Unmasked Estep Score: -881304.062500 Penalty: 905.422974 Iteration 80F: 3 clusters Score -881304.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2818 members Mstep: Class 2 contains 18128 members Entering Unmasked Estep Score: -881303.250000 Penalty: 905.422974 Iteration 81Q: 3 clusters Score -881303.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2807 members Mstep: Class 2 contains 18139 members Entering Unmasked Estep Score: -881305.062500 Penalty: 905.422974 Iteration 82Q: 3 clusters Score -881305.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2796 members Mstep: Class 2 contains 18150 members Entering Unmasked Estep Score: -881304.250000 Penalty: 905.422974 Iteration 83Q: 3 clusters Score -881304.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2783 members Mstep: Class 2 contains 18163 members Entering Unmasked Estep Score: -881306.437500 Penalty: 905.422974 Iteration 84Q: 3 clusters Score -881306.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2765 members Mstep: Class 2 contains 18181 members Entering Unmasked Estep Score: -881307.437500 Penalty: 905.422974 Iteration 85Q: 3 clusters Score -881307.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2742 members Mstep: Class 2 contains 18204 members Entering Unmasked Estep Score: -881308.750000 Penalty: 905.422974 Iteration 86Q: 3 clusters Score -881308.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2721 members Mstep: Class 2 contains 18225 members Entering Unmasked Estep Score: -881310.875000 Penalty: 905.422974 Iteration 87Q: 3 clusters Score -881310.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2697 members Mstep: Class 2 contains 18249 members Entering Unmasked Estep Score: -881312.812500 Penalty: 905.422974 Iteration 88Q: 3 clusters Score -881312.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2670 members Mstep: Class 2 contains 18276 members Entering Unmasked Estep Score: -881316.500000 Penalty: 905.422974 Iteration 89Q: 3 clusters Score -881316.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2646 members Mstep: Class 2 contains 18300 members Entering Unmasked Estep Score: -881317.812500 Penalty: 905.422974 Iteration 90Q: 3 clusters Score -881317.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2622 members Mstep: Class 2 contains 18324 members Entering Unmasked Estep Score: -881319.562500 Penalty: 905.422974 Iteration 91Q: 3 clusters Score -881319.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2599 members Mstep: Class 2 contains 18347 members Entering Unmasked Estep Score: -881320.062500 Penalty: 905.422974 Iteration 92Q: 3 clusters Score -881320.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2579 members Mstep: Class 2 contains 18367 members Entering Unmasked Estep Score: -881322.562500 Penalty: 905.422974 Iteration 93Q: 3 clusters Score -881322.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2555 members Mstep: Class 2 contains 18391 members Entering Unmasked Estep Score: -881325.437500 Penalty: 905.422974 Iteration 94Q: 3 clusters Score -881325.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2537 members Mstep: Class 2 contains 18409 members Entering Unmasked Estep Score: -881327.187500 Penalty: 905.422974 Iteration 95Q: 3 clusters Score -881327.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2516 members Mstep: Class 2 contains 18430 members Entering Unmasked Estep Score: -881329.375000 Penalty: 905.422974 Iteration 96Q: 3 clusters Score -881329.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2502 members Mstep: Class 2 contains 18444 members Entering Unmasked Estep Score: -881330.500000 Penalty: 905.422974 Iteration 97Q: 3 clusters Score -881330.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2483 members Mstep: Class 2 contains 18463 members Entering Unmasked Estep Score: -881332.687500 Penalty: 905.422974 Iteration 98Q: 3 clusters Score -881332.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2474 members Mstep: Class 2 contains 18472 members Entering Unmasked Estep Score: -881333.937500 Penalty: 905.422974 Iteration 99Q: 3 clusters Score -881333.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2466 members Mstep: Class 2 contains 18480 members Entering Unmasked Estep Score: -881335.437500 Penalty: 905.422974 Iteration 100F: 3 clusters Score -881335.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2452 members Mstep: Class 2 contains 18494 members Entering Unmasked Estep Score: -881337.375000 Penalty: 905.422974 Iteration 101Q: 3 clusters Score -881337.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2441 members Mstep: Class 2 contains 18505 members Entering Unmasked Estep Score: -881335.000000 Penalty: 905.422974 Iteration 102Q: 3 clusters Score -881335 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2432 members Mstep: Class 2 contains 18514 members Entering Unmasked Estep Score: -881335.437500 Penalty: 905.422974 Iteration 103Q: 3 clusters Score -881335.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2425 members Mstep: Class 2 contains 18521 members Entering Unmasked Estep Score: -881339.500000 Penalty: 905.422974 Iteration 104Q: 3 clusters Score -881339.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2416 members Mstep: Class 2 contains 18530 members Entering Unmasked Estep Score: -881339.937500 Penalty: 905.422974 Iteration 105Q: 3 clusters Score -881339.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2410 members Mstep: Class 2 contains 18536 members Entering Unmasked Estep Score: -881339.562500 Penalty: 905.422974 Iteration 106Q: 3 clusters Score -881339.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2407 members Mstep: Class 2 contains 18539 members Entering Unmasked Estep Score: -881340.312500 Penalty: 905.422974 Iteration 107Q: 3 clusters Score -881340.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2403 members Mstep: Class 2 contains 18543 members Entering Unmasked Estep Score: -881340.125000 Penalty: 905.422974 Iteration 108Q: 3 clusters Score -881340.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2399 members Mstep: Class 2 contains 18547 members Entering Unmasked Estep Score: -881339.812500 Penalty: 905.422974 Iteration 109Q: 3 clusters Score -881339.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2399 members Mstep: Class 2 contains 18547 members Entering Unmasked Estep Score: -881339.812500 Penalty: 905.422974 Iteration 110F: 3 clusters Score -881339.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (777 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Entering Unmasked Estep Score: -28151.255859 Penalty: 302.822540 Iteration 0F: 2 clusters Score -28151.26 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -27512.087891 Penalty: 605.645081 Iteration 0F: 3 clusters Score -27512.09 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -27737.472656 Penalty: 605.645081 Iteration 1F: 3 clusters Score -27737.47 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -27827.419922 Penalty: 605.645081 Iteration 2F: 3 clusters Score -27827.42 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -27927.912109 Penalty: 605.645081 Iteration 3F: 3 clusters Score -27927.91 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -28032.029297 Penalty: 605.645081 Iteration 4F: 3 clusters Score -28032.03 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -28134.626953 Penalty: 605.645081 Iteration 5F: 3 clusters Score -28134.63 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -28203.005859 Penalty: 605.645081 Iteration 6Q: 3 clusters Score -28203.01 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -28238.199219 Penalty: 605.645081 Iteration 7Q: 3 clusters Score -28238.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -28253.162109 Penalty: 605.645081 Iteration 8Q: 3 clusters Score -28253.16 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -28256.960938 Penalty: 605.645081 Iteration 9Q: 3 clusters Score -28256.96 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -28257.783203 Penalty: 605.645081 Iteration 10Q: 3 clusters Score -28257.78 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -28257.783203 Penalty: 605.645081 Iteration 11F: 3 clusters Score -28257.78 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 1883 members Mstep: Class 3 contains 20946 members Mstep: Class 4 contains 160 members Mstep: Class 5 contains 1133 members Mstep: Class 6 contains 6773 members Mstep: Class 7 contains 687 members Mstep: Class 8 contains 3099 members Mstep: Class 9 contains 14459 members Mstep: Class 10 contains 30527 members Mstep: Class 11 contains 1072 members Mstep: Class 12 contains 4976 members Mstep: Class 13 contains 135 members Mstep: Class 14 contains 1577 members Mstep: Class 15 contains 365 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 1637 members Mstep: Class 18 contains 5700 members Mstep: Class 19 contains 18229 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 252441 members Mstep: Class 22 contains 853 members Mstep: Class 23 contains 132 members Mstep: Class 24 contains 754 members Mstep: Class 25 contains 617 members Entering Unmasked Estep Score: -15544954.000000 Penalty: 14582.535156 Splitting cluster 4 changes total score from -15545144.000000 to -15544954.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 5 (1133 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Entering Unmasked Estep Score: -48264.539062 Penalty: 319.984406 Iteration 0F: 2 clusters Score -48264.54 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -47404.187500 Penalty: 639.968811 Iteration 0F: 3 clusters Score -47404.19 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -47828.312500 Penalty: 639.968811 Iteration 1F: 3 clusters Score -47828.31 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -48144.707031 Penalty: 639.968811 Iteration 2F: 3 clusters Score -48144.71 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -48465.367188 Penalty: 639.968811 Iteration 3F: 3 clusters Score -48465.37 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -48826.714844 Penalty: 639.968811 Iteration 4F: 3 clusters Score -48826.71 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -49314.304688 Penalty: 639.968811 Iteration 5F: 3 clusters Score -49314.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -49500.859375 Penalty: 639.968811 Iteration 6Q: 3 clusters Score -49500.86 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -49511.050781 Penalty: 639.968811 Iteration 7Q: 3 clusters Score -49511.05 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -49514.781250 Penalty: 639.968811 Iteration 8Q: 3 clusters Score -49514.78 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -49515.937500 Penalty: 639.968811 Iteration 9Q: 3 clusters Score -49515.94 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -49516.468750 Penalty: 639.968811 Iteration 10Q: 3 clusters Score -49516.47 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -49516.468750 Penalty: 639.968811 Iteration 11F: 3 clusters Score -49516.47 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 1883 members Mstep: Class 3 contains 20946 members Mstep: Class 4 contains 777 members Mstep: Class 5 contains 741 members Mstep: Class 6 contains 6773 members Mstep: Class 7 contains 687 members Mstep: Class 8 contains 3099 members Mstep: Class 9 contains 14459 members Mstep: Class 10 contains 30527 members Mstep: Class 11 contains 1072 members Mstep: Class 12 contains 4976 members Mstep: Class 13 contains 135 members Mstep: Class 14 contains 1577 members Mstep: Class 15 contains 365 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 1637 members Mstep: Class 18 contains 5700 members Mstep: Class 19 contains 18229 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 252441 members Mstep: Class 22 contains 853 members Mstep: Class 23 contains 132 members Mstep: Class 24 contains 754 members Mstep: Class 25 contains 392 members Entering Unmasked Estep Score: -15546121.000000 Penalty: 14582.535156 Splitting cluster 5 changes total score from -15545144.000000 to -15546121.000000 So it's getting split into cluster 25. Entering ConstructFrom: Trying to split cluster 6 (6773 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6773 members Entering Unmasked Estep Score: -295349.187500 Penalty: 401.341827 Iteration 0F: 2 clusters Score -295349.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3395 members Mstep: Class 2 contains 3378 members Entering Unmasked Estep Score: -290790.718750 Penalty: 802.683655 Iteration 0F: 3 clusters Score -290790.7 nChanged 3108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3491 members Mstep: Class 2 contains 3282 members Entering Unmasked Estep Score: -292570.937500 Penalty: 802.683655 Iteration 1F: 3 clusters Score -292570.9 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3574 members Mstep: Class 2 contains 3199 members Entering Unmasked Estep Score: -292665.875000 Penalty: 802.683655 Iteration 2Q: 3 clusters Score -292665.9 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3686 members Mstep: Class 2 contains 3087 members Entering Unmasked Estep Score: -292778.156250 Penalty: 802.683655 Iteration 3Q: 3 clusters Score -292778.2 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3839 members Mstep: Class 2 contains 2934 members Entering Unmasked Estep Score: -292897.500000 Penalty: 802.683655 Iteration 4Q: 3 clusters Score -292897.5 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4014 members Mstep: Class 2 contains 2759 members Entering Unmasked Estep Score: -293051.156250 Penalty: 802.683655 Iteration 5Q: 3 clusters Score -293051.2 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4225 members Mstep: Class 2 contains 2548 members Entering Unmasked Estep Score: -293249.468750 Penalty: 802.683655 Iteration 6Q: 3 clusters Score -293249.5 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4499 members Mstep: Class 2 contains 2274 members Entering Unmasked Estep Score: -293549.156250 Penalty: 802.683655 Iteration 7F: 3 clusters Score -293549.2 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4769 members Mstep: Class 2 contains 2004 members Entering Unmasked Estep Score: -293878.843750 Penalty: 802.683655 Iteration 8F: 3 clusters Score -293878.8 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4965 members Mstep: Class 2 contains 1808 members Entering Unmasked Estep Score: -294098.531250 Penalty: 802.683655 Iteration 9Q: 3 clusters Score -294098.5 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5133 members Mstep: Class 2 contains 1640 members Entering Unmasked Estep Score: -294222.156250 Penalty: 802.683655 Iteration 10Q: 3 clusters Score -294222.2 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5270 members Mstep: Class 2 contains 1503 members Entering Unmasked Estep Score: -294296.375000 Penalty: 802.683655 Iteration 11Q: 3 clusters Score -294296.4 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5397 members Mstep: Class 2 contains 1376 members Entering Unmasked Estep Score: -294357.593750 Penalty: 802.683655 Iteration 12Q: 3 clusters Score -294357.6 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5511 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -294404.906250 Penalty: 802.683655 Iteration 13Q: 3 clusters Score -294404.9 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5617 members Mstep: Class 2 contains 1156 members Entering Unmasked Estep Score: -294452.750000 Penalty: 802.683655 Iteration 14Q: 3 clusters Score -294452.8 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5719 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -294507.125000 Penalty: 802.683655 Iteration 15Q: 3 clusters Score -294507.1 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5829 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -294565.500000 Penalty: 802.683655 Iteration 16Q: 3 clusters Score -294565.5 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5935 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -294633.468750 Penalty: 802.683655 Iteration 17Q: 3 clusters Score -294633.5 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6031 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -294693.718750 Penalty: 802.683655 Iteration 18Q: 3 clusters Score -294693.7 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6126 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -294757.937500 Penalty: 802.683655 Iteration 19Q: 3 clusters Score -294757.9 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6195 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -294804.062500 Penalty: 802.683655 Iteration 20F: 3 clusters Score -294804.1 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6266 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -294851.875000 Penalty: 802.683655 Iteration 21Q: 3 clusters Score -294851.9 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6323 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -294889.031250 Penalty: 802.683655 Iteration 22Q: 3 clusters Score -294889 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6363 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -294909.468750 Penalty: 802.683655 Iteration 23Q: 3 clusters Score -294909.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6390 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -294920.468750 Penalty: 802.683655 Iteration 24Q: 3 clusters Score -294920.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6408 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -294926.125000 Penalty: 802.683655 Iteration 25Q: 3 clusters Score -294926.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6421 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -294931.937500 Penalty: 802.683655 Iteration 26Q: 3 clusters Score -294931.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6442 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -294941.375000 Penalty: 802.683655 Iteration 27Q: 3 clusters Score -294941.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6458 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -294951.906250 Penalty: 802.683655 Iteration 28Q: 3 clusters Score -294951.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6472 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -294959.750000 Penalty: 802.683655 Iteration 29Q: 3 clusters Score -294959.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6486 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -294968.093750 Penalty: 802.683655 Iteration 30Q: 3 clusters Score -294968.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6503 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -294979.093750 Penalty: 802.683655 Iteration 31Q: 3 clusters Score -294979.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6514 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -294985.187500 Penalty: 802.683655 Iteration 32Q: 3 clusters Score -294985.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6524 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -294990.218750 Penalty: 802.683655 Iteration 33Q: 3 clusters Score -294990.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6538 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -294998.937500 Penalty: 802.683655 Iteration 34Q: 3 clusters Score -294998.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6545 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -295000.968750 Penalty: 802.683655 Iteration 35Q: 3 clusters Score -295001 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6547 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -295002.687500 Penalty: 802.683655 Iteration 36Q: 3 clusters Score -295002.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6549 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -295003.343750 Penalty: 802.683655 Iteration 37Q: 3 clusters Score -295003.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6550 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -295004.375000 Penalty: 802.683655 Iteration 38Q: 3 clusters Score -295004.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6552 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -295004.593750 Penalty: 802.683655 Iteration 39Q: 3 clusters Score -295004.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6553 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -295004.687500 Penalty: 802.683655 Iteration 40F: 3 clusters Score -295004.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6555 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -295005.718750 Penalty: 802.683655 Iteration 41Q: 3 clusters Score -295005.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6558 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -295006.718750 Penalty: 802.683655 Iteration 42Q: 3 clusters Score -295006.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6562 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -295008.250000 Penalty: 802.683655 Iteration 43Q: 3 clusters Score -295008.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6564 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -295008.906250 Penalty: 802.683655 Iteration 44Q: 3 clusters Score -295008.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6565 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -295009.468750 Penalty: 802.683655 Iteration 45Q: 3 clusters Score -295009.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6566 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -295009.843750 Penalty: 802.683655 Iteration 46Q: 3 clusters Score -295009.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6566 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -295009.843750 Penalty: 802.683655 Iteration 47F: 3 clusters Score -295009.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (687 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Entering Unmasked Estep Score: -34250.433594 Penalty: 297.221222 Iteration 0F: 2 clusters Score -34250.43 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -33627.183594 Penalty: 594.442444 Iteration 0F: 3 clusters Score -33627.18 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -33779.320312 Penalty: 594.442444 Iteration 1F: 3 clusters Score -33779.32 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -33809.859375 Penalty: 594.442444 Iteration 2F: 3 clusters Score -33809.86 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -33826.593750 Penalty: 594.442444 Iteration 3Q: 3 clusters Score -33826.59 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -33839.304688 Penalty: 594.442444 Iteration 4Q: 3 clusters Score -33839.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -33848.191406 Penalty: 594.442444 Iteration 5Q: 3 clusters Score -33848.19 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -33859.089844 Penalty: 594.442444 Iteration 6Q: 3 clusters Score -33859.09 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -33874.492188 Penalty: 594.442444 Iteration 7Q: 3 clusters Score -33874.49 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -33885.105469 Penalty: 594.442444 Iteration 8Q: 3 clusters Score -33885.11 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -33895.492188 Penalty: 594.442444 Iteration 9Q: 3 clusters Score -33895.49 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -33903.964844 Penalty: 594.442444 Iteration 10Q: 3 clusters Score -33903.96 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -33911.746094 Penalty: 594.442444 Iteration 11Q: 3 clusters Score -33911.75 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -33922.632812 Penalty: 594.442444 Iteration 12Q: 3 clusters Score -33922.63 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -33928.292969 Penalty: 594.442444 Iteration 13Q: 3 clusters Score -33928.29 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -33933.347656 Penalty: 594.442444 Iteration 14Q: 3 clusters Score -33933.35 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -33939.207031 Penalty: 594.442444 Iteration 15Q: 3 clusters Score -33939.21 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -33946.468750 Penalty: 594.442444 Iteration 16Q: 3 clusters Score -33946.47 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -33954.390625 Penalty: 594.442444 Iteration 17Q: 3 clusters Score -33954.39 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -33959.636719 Penalty: 594.442444 Iteration 18Q: 3 clusters Score -33959.64 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -33964.398438 Penalty: 594.442444 Iteration 19Q: 3 clusters Score -33964.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -33970.285156 Penalty: 594.442444 Iteration 20F: 3 clusters Score -33970.29 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -33975.136719 Penalty: 594.442444 Iteration 21Q: 3 clusters Score -33975.14 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -33978.628906 Penalty: 594.442444 Iteration 22Q: 3 clusters Score -33978.63 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -33979.597656 Penalty: 594.442444 Iteration 23Q: 3 clusters Score -33979.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -33985.515625 Penalty: 594.442444 Iteration 24Q: 3 clusters Score -33985.52 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -33988.035156 Penalty: 594.442444 Iteration 25Q: 3 clusters Score -33988.04 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -33990.625000 Penalty: 594.442444 Iteration 26Q: 3 clusters Score -33990.62 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -33994.019531 Penalty: 594.442444 Iteration 27Q: 3 clusters Score -33994.02 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -33995.628906 Penalty: 594.442444 Iteration 28Q: 3 clusters Score -33995.63 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -33995.628906 Penalty: 594.442444 Iteration 29F: 3 clusters Score -33995.63 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (3099 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3099 members Entering Unmasked Estep Score: -128757.867188 Penalty: 365.766968 Iteration 0F: 2 clusters Score -128757.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1513 members Mstep: Class 2 contains 1586 members Entering Unmasked Estep Score: -126652.476562 Penalty: 731.533936 Iteration 0F: 3 clusters Score -126652.5 nChanged 1356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1455 members Mstep: Class 2 contains 1644 members Entering Unmasked Estep Score: -127398.257812 Penalty: 731.533936 Iteration 1F: 3 clusters Score -127398.3 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1413 members Mstep: Class 2 contains 1686 members Entering Unmasked Estep Score: -127473.945312 Penalty: 731.533936 Iteration 2F: 3 clusters Score -127473.9 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1359 members Mstep: Class 2 contains 1740 members Entering Unmasked Estep Score: -127545.531250 Penalty: 731.533936 Iteration 3Q: 3 clusters Score -127545.5 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Mstep: Class 2 contains 1799 members Entering Unmasked Estep Score: -127607.492188 Penalty: 731.533936 Iteration 4Q: 3 clusters Score -127607.5 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 1864 members Entering Unmasked Estep Score: -127673.140625 Penalty: 731.533936 Iteration 5Q: 3 clusters Score -127673.1 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 1961 members Entering Unmasked Estep Score: -127745.468750 Penalty: 731.533936 Iteration 6Q: 3 clusters Score -127745.5 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 2054 members Entering Unmasked Estep Score: -127815.101562 Penalty: 731.533936 Iteration 7Q: 3 clusters Score -127815.1 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 2153 members Entering Unmasked Estep Score: -127893.257812 Penalty: 731.533936 Iteration 8Q: 3 clusters Score -127893.3 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 2270 members Entering Unmasked Estep Score: -127985.359375 Penalty: 731.533936 Iteration 9Q: 3 clusters Score -127985.4 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 2381 members Entering Unmasked Estep Score: -128067.468750 Penalty: 731.533936 Iteration 10Q: 3 clusters Score -128067.5 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 2476 members Entering Unmasked Estep Score: -128123.804688 Penalty: 731.533936 Iteration 11Q: 3 clusters Score -128123.8 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 2569 members Entering Unmasked Estep Score: -128183.750000 Penalty: 731.533936 Iteration 12Q: 3 clusters Score -128183.8 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 2651 members Entering Unmasked Estep Score: -128249.835938 Penalty: 731.533936 Iteration 13Q: 3 clusters Score -128249.8 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 2727 members Entering Unmasked Estep Score: -128307.960938 Penalty: 731.533936 Iteration 14Q: 3 clusters Score -128308 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 2786 members Entering Unmasked Estep Score: -128342.359375 Penalty: 731.533936 Iteration 15Q: 3 clusters Score -128342.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 2826 members Entering Unmasked Estep Score: -128362.429688 Penalty: 731.533936 Iteration 16Q: 3 clusters Score -128362.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 2861 members Entering Unmasked Estep Score: -128380.109375 Penalty: 731.533936 Iteration 17Q: 3 clusters Score -128380.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 2888 members Entering Unmasked Estep Score: -128396.046875 Penalty: 731.533936 Iteration 18Q: 3 clusters Score -128396 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 2916 members Entering Unmasked Estep Score: -128412.960938 Penalty: 731.533936 Iteration 19Q: 3 clusters Score -128413 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 2934 members Entering Unmasked Estep Score: -128426.921875 Penalty: 731.533936 Iteration 20F: 3 clusters Score -128426.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 2951 members Entering Unmasked Estep Score: -128438.757812 Penalty: 731.533936 Iteration 21Q: 3 clusters Score -128438.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 2963 members Entering Unmasked Estep Score: -128446.757812 Penalty: 731.533936 Iteration 22Q: 3 clusters Score -128446.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 2970 members Entering Unmasked Estep Score: -128451.367188 Penalty: 731.533936 Iteration 23Q: 3 clusters Score -128451.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 2975 members Entering Unmasked Estep Score: -128453.906250 Penalty: 731.533936 Iteration 24Q: 3 clusters Score -128453.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 2979 members Entering Unmasked Estep Score: -128456.789062 Penalty: 731.533936 Iteration 25Q: 3 clusters Score -128456.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 2980 members Entering Unmasked Estep Score: -128457.953125 Penalty: 731.533936 Iteration 26Q: 3 clusters Score -128458 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 2981 members Entering Unmasked Estep Score: -128458.382812 Penalty: 731.533936 Iteration 27Q: 3 clusters Score -128458.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 2982 members Entering Unmasked Estep Score: -128459.593750 Penalty: 731.533936 Iteration 28Q: 3 clusters Score -128459.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 2984 members Entering Unmasked Estep Score: -128460.992188 Penalty: 731.533936 Iteration 29Q: 3 clusters Score -128461 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 2986 members Entering Unmasked Estep Score: -128462.906250 Penalty: 731.533936 Iteration 30Q: 3 clusters Score -128462.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 2987 members Entering Unmasked Estep Score: -128465.101562 Penalty: 731.533936 Iteration 31Q: 3 clusters Score -128465.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 2989 members Entering Unmasked Estep Score: -128466.351562 Penalty: 731.533936 Iteration 32Q: 3 clusters Score -128466.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 2991 members Entering Unmasked Estep Score: -128467.843750 Penalty: 731.533936 Iteration 33Q: 3 clusters Score -128467.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 2993 members Entering Unmasked Estep Score: -128469.625000 Penalty: 731.533936 Iteration 34Q: 3 clusters Score -128469.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 2994 members Entering Unmasked Estep Score: -128470.492188 Penalty: 731.533936 Iteration 35Q: 3 clusters Score -128470.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 2995 members Entering Unmasked Estep Score: -128470.703125 Penalty: 731.533936 Iteration 36Q: 3 clusters Score -128470.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 2995 members Entering Unmasked Estep Score: -128470.703125 Penalty: 731.533936 Iteration 37F: 3 clusters Score -128470.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (14459 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14459 members Entering Unmasked Estep Score: -664193.937500 Penalty: 435.847778 Iteration 0F: 2 clusters Score -664193.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7173 members Mstep: Class 2 contains 7286 members Entering Unmasked Estep Score: -654726.000000 Penalty: 871.695557 Iteration 0F: 3 clusters Score -654726 nChanged 6668 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6585 members Mstep: Class 2 contains 7874 members Entering Unmasked Estep Score: -658539.625000 Penalty: 871.695557 Iteration 1F: 3 clusters Score -658539.6 nChanged 820 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6275 members Mstep: Class 2 contains 8184 members Entering Unmasked Estep Score: -659079.312500 Penalty: 871.695557 Iteration 2F: 3 clusters Score -659079.3 nChanged 923 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5934 members Mstep: Class 2 contains 8525 members Entering Unmasked Estep Score: -659815.187500 Penalty: 871.695557 Iteration 3F: 3 clusters Score -659815.2 nChanged 970 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5610 members Mstep: Class 2 contains 8849 members Entering Unmasked Estep Score: -660679.500000 Penalty: 871.695557 Iteration 4F: 3 clusters Score -660679.5 nChanged 882 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5372 members Mstep: Class 2 contains 9087 members Entering Unmasked Estep Score: -661351.875000 Penalty: 871.695557 Iteration 5F: 3 clusters Score -661351.9 nChanged 670 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5218 members Mstep: Class 2 contains 9241 members Entering Unmasked Estep Score: -661718.562500 Penalty: 871.695557 Iteration 6Q: 3 clusters Score -661718.6 nChanged 494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5102 members Mstep: Class 2 contains 9357 members Entering Unmasked Estep Score: -661916.125000 Penalty: 871.695557 Iteration 7Q: 3 clusters Score -661916.1 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4991 members Mstep: Class 2 contains 9468 members Entering Unmasked Estep Score: -662031.312500 Penalty: 871.695557 Iteration 8Q: 3 clusters Score -662031.3 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4881 members Mstep: Class 2 contains 9578 members Entering Unmasked Estep Score: -662119.750000 Penalty: 871.695557 Iteration 9Q: 3 clusters Score -662119.8 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4769 members Mstep: Class 2 contains 9690 members Entering Unmasked Estep Score: -662188.187500 Penalty: 871.695557 Iteration 10Q: 3 clusters Score -662188.2 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4677 members Mstep: Class 2 contains 9782 members Entering Unmasked Estep Score: -662251.500000 Penalty: 871.695557 Iteration 11Q: 3 clusters Score -662251.5 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4571 members Mstep: Class 2 contains 9888 members Entering Unmasked Estep Score: -662312.125000 Penalty: 871.695557 Iteration 12Q: 3 clusters Score -662312.1 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4472 members Mstep: Class 2 contains 9987 members Entering Unmasked Estep Score: -662361.187500 Penalty: 871.695557 Iteration 13Q: 3 clusters Score -662361.2 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4366 members Mstep: Class 2 contains 10093 members Entering Unmasked Estep Score: -662409.375000 Penalty: 871.695557 Iteration 14Q: 3 clusters Score -662409.4 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4260 members Mstep: Class 2 contains 10199 members Entering Unmasked Estep Score: -662449.500000 Penalty: 871.695557 Iteration 15Q: 3 clusters Score -662449.5 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4159 members Mstep: Class 2 contains 10300 members Entering Unmasked Estep Score: -662484.000000 Penalty: 871.695557 Iteration 16Q: 3 clusters Score -662484 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4054 members Mstep: Class 2 contains 10405 members Entering Unmasked Estep Score: -662513.687500 Penalty: 871.695557 Iteration 17Q: 3 clusters Score -662513.7 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3953 members Mstep: Class 2 contains 10506 members Entering Unmasked Estep Score: -662539.187500 Penalty: 871.695557 Iteration 18Q: 3 clusters Score -662539.2 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3850 members Mstep: Class 2 contains 10609 members Entering Unmasked Estep Score: -662564.000000 Penalty: 871.695557 Iteration 19Q: 3 clusters Score -662564 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3745 members Mstep: Class 2 contains 10714 members Entering Unmasked Estep Score: -662593.687500 Penalty: 871.695557 Iteration 20F: 3 clusters Score -662593.7 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3631 members Mstep: Class 2 contains 10828 members Entering Unmasked Estep Score: -662621.062500 Penalty: 871.695557 Iteration 21Q: 3 clusters Score -662621.1 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3510 members Mstep: Class 2 contains 10949 members Entering Unmasked Estep Score: -662647.875000 Penalty: 871.695557 Iteration 22Q: 3 clusters Score -662647.9 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3389 members Mstep: Class 2 contains 11070 members Entering Unmasked Estep Score: -662676.625000 Penalty: 871.695557 Iteration 23Q: 3 clusters Score -662676.6 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3256 members Mstep: Class 2 contains 11203 members Entering Unmasked Estep Score: -662712.250000 Penalty: 871.695557 Iteration 24Q: 3 clusters Score -662712.2 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3123 members Mstep: Class 2 contains 11336 members Entering Unmasked Estep Score: -662742.312500 Penalty: 871.695557 Iteration 25Q: 3 clusters Score -662742.3 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3006 members Mstep: Class 2 contains 11453 members Entering Unmasked Estep Score: -662765.687500 Penalty: 871.695557 Iteration 26Q: 3 clusters Score -662765.7 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2890 members Mstep: Class 2 contains 11569 members Entering Unmasked Estep Score: -662792.375000 Penalty: 871.695557 Iteration 27Q: 3 clusters Score -662792.4 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2780 members Mstep: Class 2 contains 11679 members Entering Unmasked Estep Score: -662819.000000 Penalty: 871.695557 Iteration 28Q: 3 clusters Score -662819 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2655 members Mstep: Class 2 contains 11804 members Entering Unmasked Estep Score: -662847.437500 Penalty: 871.695557 Iteration 29Q: 3 clusters Score -662847.4 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2539 members Mstep: Class 2 contains 11920 members Entering Unmasked Estep Score: -662874.375000 Penalty: 871.695557 Iteration 30Q: 3 clusters Score -662874.4 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2417 members Mstep: Class 2 contains 12042 members Entering Unmasked Estep Score: -662903.875000 Penalty: 871.695557 Iteration 31Q: 3 clusters Score -662903.9 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2289 members Mstep: Class 2 contains 12170 members Entering Unmasked Estep Score: -662937.312500 Penalty: 871.695557 Iteration 32Q: 3 clusters Score -662937.3 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2163 members Mstep: Class 2 contains 12296 members Entering Unmasked Estep Score: -662974.937500 Penalty: 871.695557 Iteration 33Q: 3 clusters Score -662974.9 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2027 members Mstep: Class 2 contains 12432 members Entering Unmasked Estep Score: -663018.687500 Penalty: 871.695557 Iteration 34Q: 3 clusters Score -663018.7 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1909 members Mstep: Class 2 contains 12550 members Entering Unmasked Estep Score: -663054.750000 Penalty: 871.695557 Iteration 35Q: 3 clusters Score -663054.8 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1787 members Mstep: Class 2 contains 12672 members Entering Unmasked Estep Score: -663091.187500 Penalty: 871.695557 Iteration 36Q: 3 clusters Score -663091.2 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1670 members Mstep: Class 2 contains 12789 members Entering Unmasked Estep Score: -663125.312500 Penalty: 871.695557 Iteration 37Q: 3 clusters Score -663125.3 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1553 members Mstep: Class 2 contains 12906 members Entering Unmasked Estep Score: -663165.687500 Penalty: 871.695557 Iteration 38Q: 3 clusters Score -663165.7 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1441 members Mstep: Class 2 contains 13018 members Entering Unmasked Estep Score: -663200.500000 Penalty: 871.695557 Iteration 39Q: 3 clusters Score -663200.5 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 13120 members Entering Unmasked Estep Score: -663233.000000 Penalty: 871.695557 Iteration 40F: 3 clusters Score -663233 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 13216 members Entering Unmasked Estep Score: -663263.000000 Penalty: 871.695557 Iteration 41Q: 3 clusters Score -663263 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 13323 members Entering Unmasked Estep Score: -663298.000000 Penalty: 871.695557 Iteration 42Q: 3 clusters Score -663298 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 13430 members Entering Unmasked Estep Score: -663336.312500 Penalty: 871.695557 Iteration 43Q: 3 clusters Score -663336.3 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 13547 members Entering Unmasked Estep Score: -663387.062500 Penalty: 871.695557 Iteration 44Q: 3 clusters Score -663387.1 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 13665 members Entering Unmasked Estep Score: -663443.375000 Penalty: 871.695557 Iteration 45Q: 3 clusters Score -663443.4 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 13783 members Entering Unmasked Estep Score: -663503.625000 Penalty: 871.695557 Iteration 46Q: 3 clusters Score -663503.6 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 13877 members Entering Unmasked Estep Score: -663543.687500 Penalty: 871.695557 Iteration 47Q: 3 clusters Score -663543.7 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 13964 members Entering Unmasked Estep Score: -663590.187500 Penalty: 871.695557 Iteration 48Q: 3 clusters Score -663590.2 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 14039 members Entering Unmasked Estep Score: -663636.625000 Penalty: 871.695557 Iteration 49Q: 3 clusters Score -663636.6 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 14098 members Entering Unmasked Estep Score: -663682.437500 Penalty: 871.695557 Iteration 50Q: 3 clusters Score -663682.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 14141 members Entering Unmasked Estep Score: -663708.312500 Penalty: 871.695557 Iteration 51Q: 3 clusters Score -663708.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 14170 members Entering Unmasked Estep Score: -663725.812500 Penalty: 871.695557 Iteration 52Q: 3 clusters Score -663725.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 14191 members Entering Unmasked Estep Score: -663740.562500 Penalty: 871.695557 Iteration 53Q: 3 clusters Score -663740.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 14213 members Entering Unmasked Estep Score: -663754.000000 Penalty: 871.695557 Iteration 54Q: 3 clusters Score -663754 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 14237 members Entering Unmasked Estep Score: -663765.750000 Penalty: 871.695557 Iteration 55Q: 3 clusters Score -663765.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 14247 members Entering Unmasked Estep Score: -663771.375000 Penalty: 871.695557 Iteration 56Q: 3 clusters Score -663771.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 14253 members Entering Unmasked Estep Score: -663773.875000 Penalty: 871.695557 Iteration 57Q: 3 clusters Score -663773.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 14261 members Entering Unmasked Estep Score: -663779.437500 Penalty: 871.695557 Iteration 58Q: 3 clusters Score -663779.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 14268 members Entering Unmasked Estep Score: -663781.500000 Penalty: 871.695557 Iteration 59Q: 3 clusters Score -663781.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 14272 members Entering Unmasked Estep Score: -663785.562500 Penalty: 871.695557 Iteration 60F: 3 clusters Score -663785.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 14275 members Entering Unmasked Estep Score: -663787.625000 Penalty: 871.695557 Iteration 61Q: 3 clusters Score -663787.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 14275 members Entering Unmasked Estep Score: -663787.625000 Penalty: 871.695557 Iteration 62F: 3 clusters Score -663787.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (30527 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30527 members Entering Unmasked Estep Score: -1345468.625000 Penalty: 469.849670 Iteration 0F: 2 clusters Score -1345469 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15223 members Mstep: Class 2 contains 15304 members Entering Unmasked Estep Score: -1325124.875000 Penalty: 939.699341 Iteration 0F: 3 clusters Score -1325125 nChanged 14632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15209 members Mstep: Class 2 contains 15318 members Entering Unmasked Estep Score: -1333628.625000 Penalty: 939.699341 Iteration 1F: 3 clusters Score -1333629 nChanged 1257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15290 members Mstep: Class 2 contains 15237 members Entering Unmasked Estep Score: -1334027.250000 Penalty: 939.699341 Iteration 2Q: 3 clusters Score -1334027 nChanged 1306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15356 members Mstep: Class 2 contains 15171 members Entering Unmasked Estep Score: -1334447.750000 Penalty: 939.699341 Iteration 3Q: 3 clusters Score -1334448 nChanged 1317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15341 members Mstep: Class 2 contains 15186 members Entering Unmasked Estep Score: -1334915.125000 Penalty: 939.699341 Iteration 4Q: 3 clusters Score -1334915 nChanged 1247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15166 members Mstep: Class 2 contains 15361 members Entering Unmasked Estep Score: -1335384.250000 Penalty: 939.699341 Iteration 5Q: 3 clusters Score -1335384 nChanged 1230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14892 members Mstep: Class 2 contains 15635 members Entering Unmasked Estep Score: -1335905.375000 Penalty: 939.699341 Iteration 6Q: 3 clusters Score -1335905 nChanged 1354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14436 members Mstep: Class 2 contains 16091 members Entering Unmasked Estep Score: -1336537.250000 Penalty: 939.699341 Iteration 7Q: 3 clusters Score -1336537 nChanged 1439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13863 members Mstep: Class 2 contains 16664 members Entering Unmasked Estep Score: -1337247.625000 Penalty: 939.699341 Iteration 8Q: 3 clusters Score -1337248 nChanged 1425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13260 members Mstep: Class 2 contains 17267 members Entering Unmasked Estep Score: -1338009.750000 Penalty: 939.699341 Iteration 9Q: 3 clusters Score -1338010 nChanged 1373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12663 members Mstep: Class 2 contains 17864 members Entering Unmasked Estep Score: -1338720.875000 Penalty: 939.699341 Iteration 10Q: 3 clusters Score -1338721 nChanged 1244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12109 members Mstep: Class 2 contains 18418 members Entering Unmasked Estep Score: -1339226.625000 Penalty: 939.699341 Iteration 11Q: 3 clusters Score -1339227 nChanged 993 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11622 members Mstep: Class 2 contains 18905 members Entering Unmasked Estep Score: -1339578.375000 Penalty: 939.699341 Iteration 12Q: 3 clusters Score -1339578 nChanged 779 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11189 members Mstep: Class 2 contains 19338 members Entering Unmasked Estep Score: -1339785.625000 Penalty: 939.699341 Iteration 13Q: 3 clusters Score -1339786 nChanged 610 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10785 members Mstep: Class 2 contains 19742 members Entering Unmasked Estep Score: -1339924.875000 Penalty: 939.699341 Iteration 14Q: 3 clusters Score -1339925 nChanged 519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10352 members Mstep: Class 2 contains 20175 members Entering Unmasked Estep Score: -1340060.500000 Penalty: 939.699341 Iteration 15Q: 3 clusters Score -1340060 nChanged 493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9903 members Mstep: Class 2 contains 20624 members Entering Unmasked Estep Score: -1340188.125000 Penalty: 939.699341 Iteration 16Q: 3 clusters Score -1340188 nChanged 491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9418 members Mstep: Class 2 contains 21109 members Entering Unmasked Estep Score: -1340324.375000 Penalty: 939.699341 Iteration 17Q: 3 clusters Score -1340324 nChanged 523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8895 members Mstep: Class 2 contains 21632 members Entering Unmasked Estep Score: -1340476.125000 Penalty: 939.699341 Iteration 18Q: 3 clusters Score -1340476 nChanged 501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8394 members Mstep: Class 2 contains 22133 members Entering Unmasked Estep Score: -1340622.000000 Penalty: 939.699341 Iteration 19Q: 3 clusters Score -1340622 nChanged 510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7884 members Mstep: Class 2 contains 22643 members Entering Unmasked Estep Score: -1340779.875000 Penalty: 939.699341 Iteration 20F: 3 clusters Score -1340780 nChanged 539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7347 members Mstep: Class 2 contains 23180 members Entering Unmasked Estep Score: -1340953.750000 Penalty: 939.699341 Iteration 21Q: 3 clusters Score -1340954 nChanged 555 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6792 members Mstep: Class 2 contains 23735 members Entering Unmasked Estep Score: -1341143.875000 Penalty: 939.699341 Iteration 22Q: 3 clusters Score -1341144 nChanged 594 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6198 members Mstep: Class 2 contains 24329 members Entering Unmasked Estep Score: -1341379.750000 Penalty: 939.699341 Iteration 23Q: 3 clusters Score -1341380 nChanged 629 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5569 members Mstep: Class 2 contains 24958 members Entering Unmasked Estep Score: -1341634.125000 Penalty: 939.699341 Iteration 24Q: 3 clusters Score -1341634 nChanged 673 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4896 members Mstep: Class 2 contains 25631 members Entering Unmasked Estep Score: -1341923.750000 Penalty: 939.699341 Iteration 25Q: 3 clusters Score -1341924 nChanged 652 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4244 members Mstep: Class 2 contains 26283 members Entering Unmasked Estep Score: -1342263.625000 Penalty: 939.699341 Iteration 26Q: 3 clusters Score -1342264 nChanged 710 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3534 members Mstep: Class 2 contains 26993 members Entering Unmasked Estep Score: -1342682.000000 Penalty: 939.699341 Iteration 27Q: 3 clusters Score -1342682 nChanged 636 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2898 members Mstep: Class 2 contains 27629 members Entering Unmasked Estep Score: -1343103.250000 Penalty: 939.699341 Iteration 28Q: 3 clusters Score -1343103 nChanged 631 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2267 members Mstep: Class 2 contains 28260 members Entering Unmasked Estep Score: -1343566.125000 Penalty: 939.699341 Iteration 29Q: 3 clusters Score -1343566 nChanged 550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1717 members Mstep: Class 2 contains 28810 members Entering Unmasked Estep Score: -1344002.375000 Penalty: 939.699341 Iteration 30Q: 3 clusters Score -1344002 nChanged 454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1265 members Mstep: Class 2 contains 29262 members Entering Unmasked Estep Score: -1344374.375000 Penalty: 939.699341 Iteration 31Q: 3 clusters Score -1344374 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 29594 members Entering Unmasked Estep Score: -1344619.750000 Penalty: 939.699341 Iteration 32Q: 3 clusters Score -1344620 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 29821 members Entering Unmasked Estep Score: -1344791.625000 Penalty: 939.699341 Iteration 33Q: 3 clusters Score -1344792 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 29964 members Entering Unmasked Estep Score: -1344890.125000 Penalty: 939.699341 Iteration 34Q: 3 clusters Score -1344890 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 30066 members Entering Unmasked Estep Score: -1344955.125000 Penalty: 939.699341 Iteration 35Q: 3 clusters Score -1344955 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 30134 members Entering Unmasked Estep Score: -1344999.375000 Penalty: 939.699341 Iteration 36Q: 3 clusters Score -1344999 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 30181 members Entering Unmasked Estep Score: -1345028.625000 Penalty: 939.699341 Iteration 37Q: 3 clusters Score -1345029 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 30221 members Entering Unmasked Estep Score: -1345055.500000 Penalty: 939.699341 Iteration 38Q: 3 clusters Score -1345056 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 30251 members Entering Unmasked Estep Score: -1345070.375000 Penalty: 939.699341 Iteration 39Q: 3 clusters Score -1345070 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 30271 members Entering Unmasked Estep Score: -1345086.250000 Penalty: 939.699341 Iteration 40F: 3 clusters Score -1345086 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 30282 members Entering Unmasked Estep Score: -1345091.125000 Penalty: 939.699341 Iteration 41Q: 3 clusters Score -1345091 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 30287 members Entering Unmasked Estep Score: -1345093.750000 Penalty: 939.699341 Iteration 42Q: 3 clusters Score -1345094 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 30289 members Entering Unmasked Estep Score: -1345097.500000 Penalty: 939.699341 Iteration 43Q: 3 clusters Score -1345098 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 30289 members Entering Unmasked Estep Score: -1345096.750000 Penalty: 939.699341 Iteration 44Q: 3 clusters Score -1345097 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 30293 members Entering Unmasked Estep Score: -1345098.125000 Penalty: 939.699341 Iteration 45Q: 3 clusters Score -1345098 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 30293 members Entering Unmasked Estep Score: -1345099.000000 Penalty: 939.699341 Iteration 46Q: 3 clusters Score -1345099 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 30292 members Entering Unmasked Estep Score: -1345098.000000 Penalty: 939.699341 Iteration 47Q: 3 clusters Score -1345098 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 30292 members Entering Unmasked Estep Score: -1345098.000000 Penalty: 939.699341 Iteration 48F: 3 clusters Score -1345098 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (1072 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Entering Unmasked Estep Score: -43519.738281 Penalty: 317.466309 Iteration 0F: 2 clusters Score -43519.74 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -42644.785156 Penalty: 634.932617 Iteration 0F: 3 clusters Score -42644.79 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -42883.726562 Penalty: 634.932617 Iteration 1F: 3 clusters Score -42883.73 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -42914.789062 Penalty: 634.932617 Iteration 2F: 3 clusters Score -42914.79 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -42933.417969 Penalty: 634.932617 Iteration 3Q: 3 clusters Score -42933.42 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -42946.039062 Penalty: 634.932617 Iteration 4Q: 3 clusters Score -42946.04 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -42954.488281 Penalty: 634.932617 Iteration 5Q: 3 clusters Score -42954.49 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -42965.531250 Penalty: 634.932617 Iteration 6Q: 3 clusters Score -42965.53 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -42977.832031 Penalty: 634.932617 Iteration 7Q: 3 clusters Score -42977.83 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -42986.949219 Penalty: 634.932617 Iteration 8Q: 3 clusters Score -42986.95 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -42990.878906 Penalty: 634.932617 Iteration 9Q: 3 clusters Score -42990.88 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -42993.390625 Penalty: 634.932617 Iteration 10Q: 3 clusters Score -42993.39 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -42996.496094 Penalty: 634.932617 Iteration 11Q: 3 clusters Score -42996.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -42998.902344 Penalty: 634.932617 Iteration 12Q: 3 clusters Score -42998.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -43003.523438 Penalty: 634.932617 Iteration 13Q: 3 clusters Score -43003.52 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -43010.148438 Penalty: 634.932617 Iteration 14Q: 3 clusters Score -43010.15 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -43016.507812 Penalty: 634.932617 Iteration 15Q: 3 clusters Score -43016.51 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -43020.773438 Penalty: 634.932617 Iteration 16Q: 3 clusters Score -43020.77 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -43024.500000 Penalty: 634.932617 Iteration 17Q: 3 clusters Score -43024.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -43028.917969 Penalty: 634.932617 Iteration 18Q: 3 clusters Score -43028.92 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -43031.925781 Penalty: 634.932617 Iteration 19Q: 3 clusters Score -43031.93 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -43033.707031 Penalty: 634.932617 Iteration 20F: 3 clusters Score -43033.71 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -43035.828125 Penalty: 634.932617 Iteration 21Q: 3 clusters Score -43035.83 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -43040.750000 Penalty: 634.932617 Iteration 22Q: 3 clusters Score -43040.75 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -43051.839844 Penalty: 634.932617 Iteration 23Q: 3 clusters Score -43051.84 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -43064.339844 Penalty: 634.932617 Iteration 24Q: 3 clusters Score -43064.34 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -43079.382812 Penalty: 634.932617 Iteration 25Q: 3 clusters Score -43079.38 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -43093.007812 Penalty: 634.932617 Iteration 26Q: 3 clusters Score -43093.01 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -43106.066406 Penalty: 634.932617 Iteration 27Q: 3 clusters Score -43106.07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -43128.222656 Penalty: 634.932617 Iteration 28Q: 3 clusters Score -43128.22 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -43153.265625 Penalty: 634.932617 Iteration 29Q: 3 clusters Score -43153.27 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -43162.730469 Penalty: 634.932617 Iteration 30Q: 3 clusters Score -43162.73 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -43170.000000 Penalty: 634.932617 Iteration 31Q: 3 clusters Score -43170 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -43173.179688 Penalty: 634.932617 Iteration 32Q: 3 clusters Score -43173.18 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -43179.167969 Penalty: 634.932617 Iteration 33Q: 3 clusters Score -43179.17 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -43182.875000 Penalty: 634.932617 Iteration 34Q: 3 clusters Score -43182.88 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -43185.531250 Penalty: 634.932617 Iteration 35Q: 3 clusters Score -43185.53 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -43190.484375 Penalty: 634.932617 Iteration 36Q: 3 clusters Score -43190.48 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -43192.968750 Penalty: 634.932617 Iteration 37Q: 3 clusters Score -43192.97 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -43197.273438 Penalty: 634.932617 Iteration 38Q: 3 clusters Score -43197.27 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -43205.976562 Penalty: 634.932617 Iteration 39Q: 3 clusters Score -43205.98 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -43212.394531 Penalty: 634.932617 Iteration 40F: 3 clusters Score -43212.39 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -43218.531250 Penalty: 634.932617 Iteration 41Q: 3 clusters Score -43218.53 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -43223.898438 Penalty: 634.932617 Iteration 42Q: 3 clusters Score -43223.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -43224.644531 Penalty: 634.932617 Iteration 43Q: 3 clusters Score -43224.64 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -43224.644531 Penalty: 634.932617 Iteration 44F: 3 clusters Score -43224.64 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (4976 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4976 members Entering Unmasked Estep Score: -235064.781250 Penalty: 387.313354 Iteration 0F: 2 clusters Score -235064.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2533 members Mstep: Class 2 contains 2443 members Entering Unmasked Estep Score: -231678.859375 Penalty: 774.626709 Iteration 0F: 3 clusters Score -231678.9 nChanged 2244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2751 members Mstep: Class 2 contains 2225 members Entering Unmasked Estep Score: -232923.546875 Penalty: 774.626709 Iteration 1F: 3 clusters Score -232923.5 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2853 members Mstep: Class 2 contains 2123 members Entering Unmasked Estep Score: -233038.765625 Penalty: 774.626709 Iteration 2F: 3 clusters Score -233038.8 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2961 members Mstep: Class 2 contains 2015 members Entering Unmasked Estep Score: -233148.578125 Penalty: 774.626709 Iteration 3Q: 3 clusters Score -233148.6 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3109 members Mstep: Class 2 contains 1867 members Entering Unmasked Estep Score: -233286.484375 Penalty: 774.626709 Iteration 4Q: 3 clusters Score -233286.5 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3304 members Mstep: Class 2 contains 1672 members Entering Unmasked Estep Score: -233478.687500 Penalty: 774.626709 Iteration 5F: 3 clusters Score -233478.7 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3522 members Mstep: Class 2 contains 1454 members Entering Unmasked Estep Score: -233688.062500 Penalty: 774.626709 Iteration 6F: 3 clusters Score -233688.1 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3757 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -233890.937500 Penalty: 774.626709 Iteration 7F: 3 clusters Score -233890.9 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3983 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -234089.203125 Penalty: 774.626709 Iteration 8Q: 3 clusters Score -234089.2 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4177 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -234260.093750 Penalty: 774.626709 Iteration 9Q: 3 clusters Score -234260.1 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4334 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -234385.546875 Penalty: 774.626709 Iteration 10Q: 3 clusters Score -234385.5 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4459 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -234473.671875 Penalty: 774.626709 Iteration 11Q: 3 clusters Score -234473.7 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4557 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -234549.203125 Penalty: 774.626709 Iteration 12Q: 3 clusters Score -234549.2 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4628 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -234603.843750 Penalty: 774.626709 Iteration 13Q: 3 clusters Score -234603.8 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4678 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -234643.921875 Penalty: 774.626709 Iteration 14Q: 3 clusters Score -234643.9 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4721 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -234673.781250 Penalty: 774.626709 Iteration 15Q: 3 clusters Score -234673.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4750 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -234693.625000 Penalty: 774.626709 Iteration 16Q: 3 clusters Score -234693.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4767 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -234707.218750 Penalty: 774.626709 Iteration 17Q: 3 clusters Score -234707.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4778 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -234716.015625 Penalty: 774.626709 Iteration 18Q: 3 clusters Score -234716 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4788 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -234723.109375 Penalty: 774.626709 Iteration 19Q: 3 clusters Score -234723.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4794 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -234728.625000 Penalty: 774.626709 Iteration 20F: 3 clusters Score -234728.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4798 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -234733.828125 Penalty: 774.626709 Iteration 21Q: 3 clusters Score -234733.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4803 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -234737.921875 Penalty: 774.626709 Iteration 22Q: 3 clusters Score -234737.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4809 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -234740.562500 Penalty: 774.626709 Iteration 23Q: 3 clusters Score -234740.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4809 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -234741.812500 Penalty: 774.626709 Iteration 24Q: 3 clusters Score -234741.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4809 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -234742.406250 Penalty: 774.626709 Iteration 25Q: 3 clusters Score -234742.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4809 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -234742.406250 Penalty: 774.626709 Iteration 26F: 3 clusters Score -234742.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (135 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Entering Unmasked Estep Score: -5368.227051 Penalty: 223.190002 Iteration 0F: 2 clusters Score -5368.227 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -5140.037109 Penalty: 446.380005 Iteration 0F: 3 clusters Score -5140.037 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -5170.843262 Penalty: 446.380005 Iteration 1F: 3 clusters Score -5170.843 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -5175.278320 Penalty: 446.380005 Iteration 2Q: 3 clusters Score -5175.278 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -5175.278320 Penalty: 446.380005 Iteration 3F: 3 clusters Score -5175.278 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (1577 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1577 members Entering Unmasked Estep Score: -66426.242188 Penalty: 335.029205 Iteration 0F: 2 clusters Score -66426.24 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -65248.105469 Penalty: 670.058411 Iteration 0F: 3 clusters Score -65248.11 nChanged 674 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -65683.296875 Penalty: 670.058411 Iteration 1F: 3 clusters Score -65683.3 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -65778.210938 Penalty: 670.058411 Iteration 2F: 3 clusters Score -65778.21 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -65841.031250 Penalty: 670.058411 Iteration 3F: 3 clusters Score -65841.03 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -65900.031250 Penalty: 670.058411 Iteration 4F: 3 clusters Score -65900.03 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -65949.656250 Penalty: 670.058411 Iteration 5Q: 3 clusters Score -65949.66 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -65981.210938 Penalty: 670.058411 Iteration 6Q: 3 clusters Score -65981.21 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -66007.445312 Penalty: 670.058411 Iteration 7Q: 3 clusters Score -66007.45 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 1174 members Entering Unmasked Estep Score: -66022.210938 Penalty: 670.058411 Iteration 8Q: 3 clusters Score -66022.21 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 1191 members Entering Unmasked Estep Score: -66035.390625 Penalty: 670.058411 Iteration 9Q: 3 clusters Score -66035.39 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 1212 members Entering Unmasked Estep Score: -66052.703125 Penalty: 670.058411 Iteration 10Q: 3 clusters Score -66052.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 1232 members Entering Unmasked Estep Score: -66061.781250 Penalty: 670.058411 Iteration 11Q: 3 clusters Score -66061.78 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 1247 members Entering Unmasked Estep Score: -66070.843750 Penalty: 670.058411 Iteration 12Q: 3 clusters Score -66070.84 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 1264 members Entering Unmasked Estep Score: -66080.929688 Penalty: 670.058411 Iteration 13Q: 3 clusters Score -66080.93 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 1273 members Entering Unmasked Estep Score: -66088.109375 Penalty: 670.058411 Iteration 14Q: 3 clusters Score -66088.11 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -66092.218750 Penalty: 670.058411 Iteration 15Q: 3 clusters Score -66092.22 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 1291 members Entering Unmasked Estep Score: -66096.703125 Penalty: 670.058411 Iteration 16Q: 3 clusters Score -66096.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 1303 members Entering Unmasked Estep Score: -66102.773438 Penalty: 670.058411 Iteration 17Q: 3 clusters Score -66102.77 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -66107.015625 Penalty: 670.058411 Iteration 18Q: 3 clusters Score -66107.02 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -66112.796875 Penalty: 670.058411 Iteration 19Q: 3 clusters Score -66112.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 1331 members Entering Unmasked Estep Score: -66115.515625 Penalty: 670.058411 Iteration 20F: 3 clusters Score -66115.52 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 1338 members Entering Unmasked Estep Score: -66121.984375 Penalty: 670.058411 Iteration 21Q: 3 clusters Score -66121.98 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 1346 members Entering Unmasked Estep Score: -66127.765625 Penalty: 670.058411 Iteration 22Q: 3 clusters Score -66127.77 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 1353 members Entering Unmasked Estep Score: -66131.468750 Penalty: 670.058411 Iteration 23Q: 3 clusters Score -66131.47 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 1357 members Entering Unmasked Estep Score: -66133.148438 Penalty: 670.058411 Iteration 24Q: 3 clusters Score -66133.15 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 1361 members Entering Unmasked Estep Score: -66134.984375 Penalty: 670.058411 Iteration 25Q: 3 clusters Score -66134.98 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 1368 members Entering Unmasked Estep Score: -66138.078125 Penalty: 670.058411 Iteration 26Q: 3 clusters Score -66138.08 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 1376 members Entering Unmasked Estep Score: -66142.671875 Penalty: 670.058411 Iteration 27Q: 3 clusters Score -66142.67 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 1383 members Entering Unmasked Estep Score: -66150.078125 Penalty: 670.058411 Iteration 28Q: 3 clusters Score -66150.08 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 1387 members Entering Unmasked Estep Score: -66152.851562 Penalty: 670.058411 Iteration 29Q: 3 clusters Score -66152.85 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 1393 members Entering Unmasked Estep Score: -66155.273438 Penalty: 670.058411 Iteration 30Q: 3 clusters Score -66155.27 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 1396 members Entering Unmasked Estep Score: -66157.710938 Penalty: 670.058411 Iteration 31Q: 3 clusters Score -66157.71 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 1398 members Entering Unmasked Estep Score: -66159.375000 Penalty: 670.058411 Iteration 32Q: 3 clusters Score -66159.38 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 1403 members Entering Unmasked Estep Score: -66162.351562 Penalty: 670.058411 Iteration 33Q: 3 clusters Score -66162.35 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 1404 members Entering Unmasked Estep Score: -66165.859375 Penalty: 670.058411 Iteration 34Q: 3 clusters Score -66165.86 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 1404 members Entering Unmasked Estep Score: -66166.351562 Penalty: 670.058411 Iteration 35Q: 3 clusters Score -66166.35 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 1405 members Entering Unmasked Estep Score: -66166.812500 Penalty: 670.058411 Iteration 36Q: 3 clusters Score -66166.81 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 1406 members Entering Unmasked Estep Score: -66166.976562 Penalty: 670.058411 Iteration 37Q: 3 clusters Score -66166.98 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 1406 members Entering Unmasked Estep Score: -66166.976562 Penalty: 670.058411 Iteration 38F: 3 clusters Score -66166.98 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (365 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Entering Unmasked Estep Score: -14233.540039 Penalty: 268.445343 Iteration 0F: 2 clusters Score -14233.54 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -13836.861328 Penalty: 536.890686 Iteration 0F: 3 clusters Score -13836.86 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -13951.226562 Penalty: 536.890686 Iteration 1F: 3 clusters Score -13951.23 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -13974.720703 Penalty: 536.890686 Iteration 2F: 3 clusters Score -13974.72 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -13996.716797 Penalty: 536.890686 Iteration 3Q: 3 clusters Score -13996.72 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -14010.830078 Penalty: 536.890686 Iteration 4Q: 3 clusters Score -14010.83 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -14031.969727 Penalty: 536.890686 Iteration 5Q: 3 clusters Score -14031.97 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -14039.535156 Penalty: 536.890686 Iteration 6Q: 3 clusters Score -14039.54 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -14042.993164 Penalty: 536.890686 Iteration 7Q: 3 clusters Score -14042.99 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -14044.838867 Penalty: 536.890686 Iteration 8Q: 3 clusters Score -14044.84 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -14048.016602 Penalty: 536.890686 Iteration 9Q: 3 clusters Score -14048.02 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -14053.455078 Penalty: 536.890686 Iteration 10Q: 3 clusters Score -14053.46 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -14060.767578 Penalty: 536.890686 Iteration 11Q: 3 clusters Score -14060.77 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -14082.331055 Penalty: 536.890686 Iteration 12Q: 3 clusters Score -14082.33 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -14129.719727 Penalty: 536.890686 Iteration 13Q: 3 clusters Score -14129.72 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -14267.065430 Penalty: 536.890686 Iteration 14Q: 3 clusters Score -14267.07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -14361.207031 Penalty: 536.890686 Iteration 15Q: 3 clusters Score -14361.21 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -14393.561523 Penalty: 536.890686 Iteration 16Q: 3 clusters Score -14393.56 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -14395.229492 Penalty: 536.890686 Iteration 17Q: 3 clusters Score -14395.23 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -14395.229492 Penalty: 536.890686 Iteration 18F: 3 clusters Score -14395.23 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 1883 members Mstep: Class 3 contains 20946 members Mstep: Class 4 contains 777 members Mstep: Class 5 contains 741 members Mstep: Class 6 contains 6773 members Mstep: Class 7 contains 687 members Mstep: Class 8 contains 3099 members Mstep: Class 9 contains 14459 members Mstep: Class 10 contains 30527 members Mstep: Class 11 contains 1072 members Mstep: Class 12 contains 4976 members Mstep: Class 13 contains 135 members Mstep: Class 14 contains 1577 members Mstep: Class 15 contains 214 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 1637 members Mstep: Class 18 contains 5700 members Mstep: Class 19 contains 18229 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 252441 members Mstep: Class 22 contains 853 members Mstep: Class 23 contains 132 members Mstep: Class 24 contains 754 members Mstep: Class 25 contains 392 members Mstep: Class 26 contains 151 members Entering Unmasked Estep Score: -15545967.000000 Penalty: 15165.835938 Splitting cluster 15 changes total score from -15545144.000000 to -15545967.000000 So it's getting split into cluster 26. Entering ConstructFrom: Trying to split cluster 16 (188 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Entering Unmasked Estep Score: -7848.042480 Penalty: 238.258118 Iteration 0F: 2 clusters Score -7848.042 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -7558.598145 Penalty: 476.516235 Iteration 0F: 3 clusters Score -7558.598 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -7611.343750 Penalty: 476.516235 Iteration 1F: 3 clusters Score -7611.344 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -7630.136230 Penalty: 476.516235 Iteration 2F: 3 clusters Score -7630.136 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -7639.693848 Penalty: 476.516235 Iteration 3Q: 3 clusters Score -7639.694 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -7643.443359 Penalty: 476.516235 Iteration 4Q: 3 clusters Score -7643.443 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -7643.443359 Penalty: 476.516235 Iteration 5F: 3 clusters Score -7643.443 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (1637 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1637 members Entering Unmasked Estep Score: -70545.359375 Penalty: 336.728241 Iteration 0F: 2 clusters Score -70545.36 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 819 members Entering Unmasked Estep Score: -69332.148438 Penalty: 673.456482 Iteration 0F: 3 clusters Score -69332.15 nChanged 674 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -69781.632812 Penalty: 673.456482 Iteration 1F: 3 clusters Score -69781.63 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -69870.335938 Penalty: 673.456482 Iteration 2F: 3 clusters Score -69870.34 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -69944.382812 Penalty: 673.456482 Iteration 3F: 3 clusters Score -69944.38 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -69999.281250 Penalty: 673.456482 Iteration 4F: 3 clusters Score -69999.28 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -70045.796875 Penalty: 673.456482 Iteration 5Q: 3 clusters Score -70045.8 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -70087.468750 Penalty: 673.456482 Iteration 6Q: 3 clusters Score -70087.47 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -70121.656250 Penalty: 673.456482 Iteration 7Q: 3 clusters Score -70121.66 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -70158.414062 Penalty: 673.456482 Iteration 8Q: 3 clusters Score -70158.41 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -70193.437500 Penalty: 673.456482 Iteration 9Q: 3 clusters Score -70193.44 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 1309 members Entering Unmasked Estep Score: -70224.726562 Penalty: 673.456482 Iteration 10Q: 3 clusters Score -70224.73 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 1332 members Entering Unmasked Estep Score: -70237.242188 Penalty: 673.456482 Iteration 11Q: 3 clusters Score -70237.24 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 1346 members Entering Unmasked Estep Score: -70245.507812 Penalty: 673.456482 Iteration 12Q: 3 clusters Score -70245.51 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 1358 members Entering Unmasked Estep Score: -70251.453125 Penalty: 673.456482 Iteration 13Q: 3 clusters Score -70251.45 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 1367 members Entering Unmasked Estep Score: -70255.625000 Penalty: 673.456482 Iteration 14Q: 3 clusters Score -70255.62 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 1373 members Entering Unmasked Estep Score: -70257.812500 Penalty: 673.456482 Iteration 15Q: 3 clusters Score -70257.81 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -70259.265625 Penalty: 673.456482 Iteration 16Q: 3 clusters Score -70259.27 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 1378 members Entering Unmasked Estep Score: -70260.226562 Penalty: 673.456482 Iteration 17Q: 3 clusters Score -70260.23 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 1380 members Entering Unmasked Estep Score: -70260.429688 Penalty: 673.456482 Iteration 18Q: 3 clusters Score -70260.43 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 1380 members Entering Unmasked Estep Score: -70260.429688 Penalty: 673.456482 Iteration 19F: 3 clusters Score -70260.43 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (5700 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5700 members Entering Unmasked Estep Score: -234538.578125 Penalty: 393.494049 Iteration 0F: 2 clusters Score -234538.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2873 members Mstep: Class 2 contains 2827 members Entering Unmasked Estep Score: -230741.187500 Penalty: 786.988098 Iteration 0F: 3 clusters Score -230741.2 nChanged 2564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3013 members Mstep: Class 2 contains 2687 members Entering Unmasked Estep Score: -232193.843750 Penalty: 786.988098 Iteration 1F: 3 clusters Score -232193.8 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3155 members Mstep: Class 2 contains 2545 members Entering Unmasked Estep Score: -232313.781250 Penalty: 786.988098 Iteration 2Q: 3 clusters Score -232313.8 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3359 members Mstep: Class 2 contains 2341 members Entering Unmasked Estep Score: -232453.328125 Penalty: 786.988098 Iteration 3F: 3 clusters Score -232453.3 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3596 members Mstep: Class 2 contains 2104 members Entering Unmasked Estep Score: -232612.093750 Penalty: 786.988098 Iteration 4F: 3 clusters Score -232612.1 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3868 members Mstep: Class 2 contains 1832 members Entering Unmasked Estep Score: -232828.171875 Penalty: 786.988098 Iteration 5F: 3 clusters Score -232828.2 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4151 members Mstep: Class 2 contains 1549 members Entering Unmasked Estep Score: -233079.156250 Penalty: 786.988098 Iteration 6F: 3 clusters Score -233079.2 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4418 members Mstep: Class 2 contains 1282 members Entering Unmasked Estep Score: -233337.578125 Penalty: 786.988098 Iteration 7F: 3 clusters Score -233337.6 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4624 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -233521.218750 Penalty: 786.988098 Iteration 8Q: 3 clusters Score -233521.2 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4768 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -233631.125000 Penalty: 786.988098 Iteration 9Q: 3 clusters Score -233631.1 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4884 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -233714.843750 Penalty: 786.988098 Iteration 10Q: 3 clusters Score -233714.8 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5002 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -233794.234375 Penalty: 786.988098 Iteration 11Q: 3 clusters Score -233794.2 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5107 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -233857.859375 Penalty: 786.988098 Iteration 12Q: 3 clusters Score -233857.9 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5195 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -233915.890625 Penalty: 786.988098 Iteration 13Q: 3 clusters Score -233915.9 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5274 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -233971.500000 Penalty: 786.988098 Iteration 14Q: 3 clusters Score -233971.5 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5347 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -234020.531250 Penalty: 786.988098 Iteration 15Q: 3 clusters Score -234020.5 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5403 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -234061.515625 Penalty: 786.988098 Iteration 16Q: 3 clusters Score -234061.5 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5448 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -234094.140625 Penalty: 786.988098 Iteration 17Q: 3 clusters Score -234094.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5485 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -234120.312500 Penalty: 786.988098 Iteration 18Q: 3 clusters Score -234120.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5514 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -234142.484375 Penalty: 786.988098 Iteration 19Q: 3 clusters Score -234142.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5530 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -234155.718750 Penalty: 786.988098 Iteration 20F: 3 clusters Score -234155.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5538 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -234160.500000 Penalty: 786.988098 Iteration 21Q: 3 clusters Score -234160.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5552 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -234173.046875 Penalty: 786.988098 Iteration 22Q: 3 clusters Score -234173 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5558 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -234180.546875 Penalty: 786.988098 Iteration 23Q: 3 clusters Score -234180.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5565 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -234187.156250 Penalty: 786.988098 Iteration 24Q: 3 clusters Score -234187.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5568 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -234190.656250 Penalty: 786.988098 Iteration 25Q: 3 clusters Score -234190.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5567 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -234193.484375 Penalty: 786.988098 Iteration 26Q: 3 clusters Score -234193.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5566 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -234193.781250 Penalty: 786.988098 Iteration 27Q: 3 clusters Score -234193.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5566 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -234193.781250 Penalty: 786.988098 Iteration 28F: 3 clusters Score -234193.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (18229 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18229 members Entering Unmasked Estep Score: -855828.500000 Penalty: 446.389984 Iteration 0F: 2 clusters Score -855828.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8993 members Mstep: Class 2 contains 9236 members Entering Unmasked Estep Score: -843781.187500 Penalty: 892.779968 Iteration 0F: 3 clusters Score -843781.2 nChanged 8579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7542 members Mstep: Class 2 contains 10687 members Entering Unmasked Estep Score: -849329.562500 Penalty: 892.779968 Iteration 1F: 3 clusters Score -849329.6 nChanged 1284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6636 members Mstep: Class 2 contains 11593 members Entering Unmasked Estep Score: -850284.625000 Penalty: 892.779968 Iteration 2F: 3 clusters Score -850284.6 nChanged 1367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5715 members Mstep: Class 2 contains 12514 members Entering Unmasked Estep Score: -851495.187500 Penalty: 892.779968 Iteration 3F: 3 clusters Score -851495.2 nChanged 1314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4937 members Mstep: Class 2 contains 13292 members Entering Unmasked Estep Score: -852650.187500 Penalty: 892.779968 Iteration 4F: 3 clusters Score -852650.2 nChanged 1025 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4414 members Mstep: Class 2 contains 13815 members Entering Unmasked Estep Score: -853359.500000 Penalty: 892.779968 Iteration 5F: 3 clusters Score -853359.5 nChanged 617 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4039 members Mstep: Class 2 contains 14190 members Entering Unmasked Estep Score: -853661.937500 Penalty: 892.779968 Iteration 6Q: 3 clusters Score -853661.9 nChanged 418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3673 members Mstep: Class 2 contains 14556 members Entering Unmasked Estep Score: -853877.937500 Penalty: 892.779968 Iteration 7Q: 3 clusters Score -853877.9 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3305 members Mstep: Class 2 contains 14924 members Entering Unmasked Estep Score: -854086.437500 Penalty: 892.779968 Iteration 8Q: 3 clusters Score -854086.4 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2968 members Mstep: Class 2 contains 15261 members Entering Unmasked Estep Score: -854287.000000 Penalty: 892.779968 Iteration 9Q: 3 clusters Score -854287 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2640 members Mstep: Class 2 contains 15589 members Entering Unmasked Estep Score: -854477.437500 Penalty: 892.779968 Iteration 10Q: 3 clusters Score -854477.4 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2335 members Mstep: Class 2 contains 15894 members Entering Unmasked Estep Score: -854650.750000 Penalty: 892.779968 Iteration 11Q: 3 clusters Score -854650.8 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2058 members Mstep: Class 2 contains 16171 members Entering Unmasked Estep Score: -854799.937500 Penalty: 892.779968 Iteration 12Q: 3 clusters Score -854799.9 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1836 members Mstep: Class 2 contains 16393 members Entering Unmasked Estep Score: -854909.937500 Penalty: 892.779968 Iteration 13Q: 3 clusters Score -854909.9 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1650 members Mstep: Class 2 contains 16579 members Entering Unmasked Estep Score: -855007.750000 Penalty: 892.779968 Iteration 14Q: 3 clusters Score -855007.8 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1468 members Mstep: Class 2 contains 16761 members Entering Unmasked Estep Score: -855095.625000 Penalty: 892.779968 Iteration 15Q: 3 clusters Score -855095.6 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 16890 members Entering Unmasked Estep Score: -855153.750000 Penalty: 892.779968 Iteration 16Q: 3 clusters Score -855153.8 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 17009 members Entering Unmasked Estep Score: -855219.062500 Penalty: 892.779968 Iteration 17Q: 3 clusters Score -855219.1 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 17122 members Entering Unmasked Estep Score: -855278.875000 Penalty: 892.779968 Iteration 18Q: 3 clusters Score -855278.9 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 17226 members Entering Unmasked Estep Score: -855324.437500 Penalty: 892.779968 Iteration 19Q: 3 clusters Score -855324.4 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 17323 members Entering Unmasked Estep Score: -855365.687500 Penalty: 892.779968 Iteration 20F: 3 clusters Score -855365.7 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 17398 members Entering Unmasked Estep Score: -855395.750000 Penalty: 892.779968 Iteration 21Q: 3 clusters Score -855395.8 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 17455 members Entering Unmasked Estep Score: -855411.625000 Penalty: 892.779968 Iteration 22Q: 3 clusters Score -855411.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 17502 members Entering Unmasked Estep Score: -855424.375000 Penalty: 892.779968 Iteration 23Q: 3 clusters Score -855424.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 17547 members Entering Unmasked Estep Score: -855439.937500 Penalty: 892.779968 Iteration 24Q: 3 clusters Score -855439.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 17577 members Entering Unmasked Estep Score: -855449.562500 Penalty: 892.779968 Iteration 25Q: 3 clusters Score -855449.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 17616 members Entering Unmasked Estep Score: -855461.937500 Penalty: 892.779968 Iteration 26Q: 3 clusters Score -855461.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 17641 members Entering Unmasked Estep Score: -855471.625000 Penalty: 892.779968 Iteration 27Q: 3 clusters Score -855471.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 17662 members Entering Unmasked Estep Score: -855481.000000 Penalty: 892.779968 Iteration 28Q: 3 clusters Score -855481 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 17683 members Entering Unmasked Estep Score: -855486.875000 Penalty: 892.779968 Iteration 29Q: 3 clusters Score -855486.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 17693 members Entering Unmasked Estep Score: -855490.312500 Penalty: 892.779968 Iteration 30Q: 3 clusters Score -855490.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 17702 members Entering Unmasked Estep Score: -855493.062500 Penalty: 892.779968 Iteration 31Q: 3 clusters Score -855493.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 17714 members Entering Unmasked Estep Score: -855499.000000 Penalty: 892.779968 Iteration 32Q: 3 clusters Score -855499 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 17723 members Entering Unmasked Estep Score: -855503.000000 Penalty: 892.779968 Iteration 33Q: 3 clusters Score -855503 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 17731 members Entering Unmasked Estep Score: -855502.000000 Penalty: 892.779968 Iteration 34Q: 3 clusters Score -855502 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 17733 members Entering Unmasked Estep Score: -855502.687500 Penalty: 892.779968 Iteration 35Q: 3 clusters Score -855502.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 17736 members Entering Unmasked Estep Score: -855502.937500 Penalty: 892.779968 Iteration 36Q: 3 clusters Score -855502.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 17740 members Entering Unmasked Estep Score: -855503.250000 Penalty: 892.779968 Iteration 37Q: 3 clusters Score -855503.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 17744 members Entering Unmasked Estep Score: -855505.500000 Penalty: 892.779968 Iteration 38Q: 3 clusters Score -855505.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 17749 members Entering Unmasked Estep Score: -855505.937500 Penalty: 892.779968 Iteration 39Q: 3 clusters Score -855505.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 17755 members Entering Unmasked Estep Score: -855508.875000 Penalty: 892.779968 Iteration 40F: 3 clusters Score -855508.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 17763 members Entering Unmasked Estep Score: -855512.125000 Penalty: 892.779968 Iteration 41Q: 3 clusters Score -855512.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 17772 members Entering Unmasked Estep Score: -855515.625000 Penalty: 892.779968 Iteration 42Q: 3 clusters Score -855515.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 17782 members Entering Unmasked Estep Score: -855519.500000 Penalty: 892.779968 Iteration 43Q: 3 clusters Score -855519.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 17785 members Entering Unmasked Estep Score: -855519.562500 Penalty: 892.779968 Iteration 44Q: 3 clusters Score -855519.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 17787 members Entering Unmasked Estep Score: -855519.562500 Penalty: 892.779968 Iteration 45Q: 3 clusters Score -855519.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 17787 members Entering Unmasked Estep Score: -855520.125000 Penalty: 892.779968 Iteration 46Q: 3 clusters Score -855520.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 17789 members Entering Unmasked Estep Score: -855518.875000 Penalty: 892.779968 Iteration 47Q: 3 clusters Score -855518.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 17792 members Entering Unmasked Estep Score: -855518.312500 Penalty: 892.779968 Iteration 48Q: 3 clusters Score -855518.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 17791 members Entering Unmasked Estep Score: -855519.062500 Penalty: 892.779968 Iteration 49Q: 3 clusters Score -855519.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 17792 members Entering Unmasked Estep Score: -855519.687500 Penalty: 892.779968 Iteration 50Q: 3 clusters Score -855519.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 17792 members Entering Unmasked Estep Score: -855519.687500 Penalty: 892.779968 Iteration 51F: 3 clusters Score -855519.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (213 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Entering Unmasked Estep Score: -8043.222656 Penalty: 243.938797 Iteration 0F: 2 clusters Score -8043.223 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -7769.304199 Penalty: 487.877594 Iteration 0F: 3 clusters Score -7769.304 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -7826.925781 Penalty: 487.877594 Iteration 1F: 3 clusters Score -7826.926 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -7846.660645 Penalty: 487.877594 Iteration 2F: 3 clusters Score -7846.661 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -7854.690918 Penalty: 487.877594 Iteration 3Q: 3 clusters Score -7854.691 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -7857.227051 Penalty: 487.877594 Iteration 4Q: 3 clusters Score -7857.227 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -7863.928223 Penalty: 487.877594 Iteration 5Q: 3 clusters Score -7863.928 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -7867.708008 Penalty: 487.877594 Iteration 6Q: 3 clusters Score -7867.708 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -7869.023438 Penalty: 487.877594 Iteration 7Q: 3 clusters Score -7869.023 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -7869.815430 Penalty: 487.877594 Iteration 8Q: 3 clusters Score -7869.815 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -7869.815430 Penalty: 487.877594 Iteration 9F: 3 clusters Score -7869.815 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (252441 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252441 members Entering Unmasked Estep Score: -10886174.000000 Penalty: 565.971436 Iteration 0F: 2 clusters Score -1.088617e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126101 members Mstep: Class 2 contains 126340 members Entering Unmasked Estep Score: -10720843.000000 Penalty: 1131.942871 Iteration 0F: 3 clusters Score -1.072084e+07 nChanged 124636 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115903 members Mstep: Class 2 contains 136538 members Entering Unmasked Estep Score: -10796681.000000 Penalty: 1131.942871 Iteration 1F: 3 clusters Score -1.079668e+07 nChanged 9453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109136 members Mstep: Class 2 contains 143305 members Entering Unmasked Estep Score: -10799884.000000 Penalty: 1131.942871 Iteration 2Q: 3 clusters Score -1.079988e+07 nChanged 12222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98978 members Mstep: Class 2 contains 153463 members Entering Unmasked Estep Score: -10805972.000000 Penalty: 1131.942871 Iteration 3Q: 3 clusters Score -1.080597e+07 nChanged 15535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85067 members Mstep: Class 2 contains 167374 members Entering Unmasked Estep Score: -10816487.000000 Penalty: 1131.942871 Iteration 4F: 3 clusters Score -1.081649e+07 nChanged 18216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68271 members Mstep: Class 2 contains 184170 members Entering Unmasked Estep Score: -10832636.000000 Penalty: 1131.942871 Iteration 5F: 3 clusters Score -1.083264e+07 nChanged 17652 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52335 members Mstep: Class 2 contains 200106 members Entering Unmasked Estep Score: -10850086.000000 Penalty: 1131.942871 Iteration 6F: 3 clusters Score -1.085009e+07 nChanged 13406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41129 members Mstep: Class 2 contains 211312 members Entering Unmasked Estep Score: -10861840.000000 Penalty: 1131.942871 Iteration 7F: 3 clusters Score -1.086184e+07 nChanged 8871 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33926 members Mstep: Class 2 contains 218515 members Entering Unmasked Estep Score: -10867696.000000 Penalty: 1131.942871 Iteration 8Q: 3 clusters Score -1.08677e+07 nChanged 6269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28297 members Mstep: Class 2 contains 224144 members Entering Unmasked Estep Score: -10871211.000000 Penalty: 1131.942871 Iteration 9Q: 3 clusters Score -1.087121e+07 nChanged 5054 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23359 members Mstep: Class 2 contains 229082 members Entering Unmasked Estep Score: -10874004.000000 Penalty: 1131.942871 Iteration 10Q: 3 clusters Score -1.0874e+07 nChanged 4445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18926 members Mstep: Class 2 contains 233515 members Entering Unmasked Estep Score: -10876204.000000 Penalty: 1131.942871 Iteration 11Q: 3 clusters Score -1.08762e+07 nChanged 3891 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15035 members Mstep: Class 2 contains 237406 members Entering Unmasked Estep Score: -10878173.000000 Penalty: 1131.942871 Iteration 12Q: 3 clusters Score -1.087817e+07 nChanged 3415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11620 members Mstep: Class 2 contains 240821 members Entering Unmasked Estep Score: -10879797.000000 Penalty: 1131.942871 Iteration 13Q: 3 clusters Score -1.08798e+07 nChanged 2861 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8759 members Mstep: Class 2 contains 243682 members Entering Unmasked Estep Score: -10881268.000000 Penalty: 1131.942871 Iteration 14Q: 3 clusters Score -1.088127e+07 nChanged 2283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6476 members Mstep: Class 2 contains 245965 members Entering Unmasked Estep Score: -10882435.000000 Penalty: 1131.942871 Iteration 15Q: 3 clusters Score -1.088244e+07 nChanged 1778 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4698 members Mstep: Class 2 contains 247743 members Entering Unmasked Estep Score: -10883306.000000 Penalty: 1131.942871 Iteration 16Q: 3 clusters Score -1.088331e+07 nChanged 1420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3278 members Mstep: Class 2 contains 249163 members Entering Unmasked Estep Score: -10883926.000000 Penalty: 1131.942871 Iteration 17Q: 3 clusters Score -1.088393e+07 nChanged 1079 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2199 members Mstep: Class 2 contains 250242 members Entering Unmasked Estep Score: -10884540.000000 Penalty: 1131.942871 Iteration 18Q: 3 clusters Score -1.088454e+07 nChanged 754 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1445 members Mstep: Class 2 contains 250996 members Entering Unmasked Estep Score: -10885000.000000 Penalty: 1131.942871 Iteration 19Q: 3 clusters Score -1.0885e+07 nChanged 498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 251494 members Entering Unmasked Estep Score: -10885228.000000 Penalty: 1131.942871 Iteration 20F: 3 clusters Score -1.088523e+07 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 251810 members Entering Unmasked Estep Score: -10885414.000000 Penalty: 1131.942871 Iteration 21Q: 3 clusters Score -1.088541e+07 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 251999 members Entering Unmasked Estep Score: -10885496.000000 Penalty: 1131.942871 Iteration 22Q: 3 clusters Score -1.08855e+07 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 252105 members Entering Unmasked Estep Score: -10885558.000000 Penalty: 1131.942871 Iteration 23Q: 3 clusters Score -1.088556e+07 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 252167 members Entering Unmasked Estep Score: -10885619.000000 Penalty: 1131.942871 Iteration 24Q: 3 clusters Score -1.088562e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 252202 members Entering Unmasked Estep Score: -10885627.000000 Penalty: 1131.942871 Iteration 25Q: 3 clusters Score -1.088563e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 252229 members Entering Unmasked Estep Score: -10885633.000000 Penalty: 1131.942871 Iteration 26Q: 3 clusters Score -1.088563e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 252256 members Entering Unmasked Estep Score: -10885648.000000 Penalty: 1131.942871 Iteration 27Q: 3 clusters Score -1.088565e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 252270 members Entering Unmasked Estep Score: -10885668.000000 Penalty: 1131.942871 Iteration 28Q: 3 clusters Score -1.088567e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 252279 members Entering Unmasked Estep Score: -10885675.000000 Penalty: 1131.942871 Iteration 29Q: 3 clusters Score -1.088568e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 252286 members Entering Unmasked Estep Score: -10885683.000000 Penalty: 1131.942871 Iteration 30Q: 3 clusters Score -1.088568e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 252293 members Entering Unmasked Estep Score: -10885681.000000 Penalty: 1131.942871 Iteration 31Q: 3 clusters Score -1.088568e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 252295 members Entering Unmasked Estep Score: -10885680.000000 Penalty: 1131.942871 Iteration 32Q: 3 clusters Score -1.088568e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 252297 members Entering Unmasked Estep Score: -10885684.000000 Penalty: 1131.942871 Iteration 33Q: 3 clusters Score -1.088568e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 252299 members Entering Unmasked Estep Score: -10885684.000000 Penalty: 1131.942871 Iteration 34Q: 3 clusters Score -1.088568e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 252300 members Entering Unmasked Estep Score: -10885687.000000 Penalty: 1131.942871 Iteration 35Q: 3 clusters Score -1.088569e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 252301 members Entering Unmasked Estep Score: -10885684.000000 Penalty: 1131.942871 Iteration 36Q: 3 clusters Score -1.088568e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 252302 members Entering Unmasked Estep Score: -10885683.000000 Penalty: 1131.942871 Iteration 37Q: 3 clusters Score -1.088568e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 252302 members Entering Unmasked Estep Score: -10885683.000000 Penalty: 1131.942871 Iteration 38F: 3 clusters Score -1.088568e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (853 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Entering Unmasked Estep Score: -33448.546875 Penalty: 307.068573 Iteration 0F: 2 clusters Score -33448.55 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -32782.410156 Penalty: 614.137146 Iteration 0F: 3 clusters Score -32782.41 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -32996.812500 Penalty: 614.137146 Iteration 1F: 3 clusters Score -32996.81 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -33054.101562 Penalty: 614.137146 Iteration 2F: 3 clusters Score -33054.1 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -33129.906250 Penalty: 614.137146 Iteration 3F: 3 clusters Score -33129.91 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -33220.503906 Penalty: 614.137146 Iteration 4Q: 3 clusters Score -33220.5 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -33339.613281 Penalty: 614.137146 Iteration 5F: 3 clusters Score -33339.61 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -33460.914062 Penalty: 614.137146 Iteration 6F: 3 clusters Score -33460.91 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -33529.910156 Penalty: 614.137146 Iteration 7F: 3 clusters Score -33529.91 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -33563.339844 Penalty: 614.137146 Iteration 8Q: 3 clusters Score -33563.34 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -33594.363281 Penalty: 614.137146 Iteration 9Q: 3 clusters Score -33594.36 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -33611.449219 Penalty: 614.137146 Iteration 10Q: 3 clusters Score -33611.45 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -33620.503906 Penalty: 614.137146 Iteration 11Q: 3 clusters Score -33620.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -33622.308594 Penalty: 614.137146 Iteration 12Q: 3 clusters Score -33622.31 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -33623.289062 Penalty: 614.137146 Iteration 13Q: 3 clusters Score -33623.29 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -33623.824219 Penalty: 614.137146 Iteration 14Q: 3 clusters Score -33623.82 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -33623.824219 Penalty: 614.137146 Iteration 15F: 3 clusters Score -33623.82 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 1883 members Mstep: Class 3 contains 20946 members Mstep: Class 4 contains 777 members Mstep: Class 5 contains 741 members Mstep: Class 6 contains 6773 members Mstep: Class 7 contains 687 members Mstep: Class 8 contains 3099 members Mstep: Class 9 contains 14459 members Mstep: Class 10 contains 30527 members Mstep: Class 11 contains 1072 members Mstep: Class 12 contains 4976 members Mstep: Class 13 contains 135 members Mstep: Class 14 contains 1577 members Mstep: Class 15 contains 214 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 1637 members Mstep: Class 18 contains 5700 members Mstep: Class 19 contains 18229 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 252441 members Mstep: Class 22 contains 694 members Mstep: Class 23 contains 132 members Mstep: Class 24 contains 754 members Mstep: Class 25 contains 392 members Mstep: Class 26 contains 151 members Mstep: Class 27 contains 159 members Entering Unmasked Estep Score: -15545862.000000 Penalty: 15749.137695 Splitting cluster 22 changes total score from -15545144.000000 to -15545862.000000 So it's getting split into cluster 27. Entering ConstructFrom: Trying to split cluster 23 (132 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Entering Unmasked Estep Score: -5035.088867 Penalty: 222.167496 Iteration 0F: 2 clusters Score -5035.089 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -4817.202148 Penalty: 444.334991 Iteration 0F: 3 clusters Score -4817.202 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 52 members Entering Unmasked Estep Score: -4858.475098 Penalty: 444.334991 Iteration 1F: 3 clusters Score -4858.475 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 46 members Entering Unmasked Estep Score: -4869.134277 Penalty: 444.334991 Iteration 2Q: 3 clusters Score -4869.134 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 41 members Entering Unmasked Estep Score: -4879.401855 Penalty: 444.334991 Iteration 3Q: 3 clusters Score -4879.402 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 39 members Entering Unmasked Estep Score: -4883.857422 Penalty: 444.334991 Iteration 4Q: 3 clusters Score -4883.857 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 38 members Entering Unmasked Estep Score: -4885.763184 Penalty: 444.334991 Iteration 5Q: 3 clusters Score -4885.763 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 37 members Entering Unmasked Estep Score: -4887.653320 Penalty: 444.334991 Iteration 6Q: 3 clusters Score -4887.653 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 36 members Entering Unmasked Estep Score: -4890.876953 Penalty: 444.334991 Iteration 7Q: 3 clusters Score -4890.877 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 36 members Entering Unmasked Estep Score: -4890.876953 Penalty: 444.334991 Iteration 8F: 3 clusters Score -4890.877 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (754 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Entering Unmasked Estep Score: -30361.742188 Penalty: 301.455353 Iteration 0F: 2 clusters Score -30361.74 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 359 members Entering Unmasked Estep Score: -29703.466797 Penalty: 602.910706 Iteration 0F: 3 clusters Score -29703.47 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -29908.845703 Penalty: 602.910706 Iteration 1F: 3 clusters Score -29908.85 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -29960.345703 Penalty: 602.910706 Iteration 2F: 3 clusters Score -29960.35 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -29974.955078 Penalty: 602.910706 Iteration 3Q: 3 clusters Score -29974.96 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -29984.669922 Penalty: 602.910706 Iteration 4Q: 3 clusters Score -29984.67 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -29992.650391 Penalty: 602.910706 Iteration 5Q: 3 clusters Score -29992.65 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -29994.753906 Penalty: 602.910706 Iteration 6Q: 3 clusters Score -29994.75 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -29995.544922 Penalty: 602.910706 Iteration 7Q: 3 clusters Score -29995.54 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -29996.046875 Penalty: 602.910706 Iteration 8Q: 3 clusters Score -29996.05 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -29996.929688 Penalty: 602.910706 Iteration 9Q: 3 clusters Score -29996.93 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -29998.726562 Penalty: 602.910706 Iteration 10Q: 3 clusters Score -29998.73 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -30000.589844 Penalty: 602.910706 Iteration 11Q: 3 clusters Score -30000.59 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -30001.517578 Penalty: 602.910706 Iteration 12Q: 3 clusters Score -30001.52 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -30002.242188 Penalty: 602.910706 Iteration 13Q: 3 clusters Score -30002.24 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -30002.839844 Penalty: 602.910706 Iteration 14Q: 3 clusters Score -30002.84 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -30002.839844 Penalty: 602.910706 Iteration 15F: 3 clusters Score -30002.84 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 1883 members Mstep: Class 3 contains 20946 members Mstep: Class 4 contains 777 members Mstep: Class 5 contains 741 members Mstep: Class 6 contains 6773 members Mstep: Class 7 contains 687 members Mstep: Class 8 contains 3099 members Mstep: Class 9 contains 14459 members Mstep: Class 10 contains 30527 members Mstep: Class 11 contains 1072 members Mstep: Class 12 contains 4976 members Mstep: Class 13 contains 135 members Mstep: Class 14 contains 1577 members Mstep: Class 15 contains 214 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 1637 members Mstep: Class 18 contains 5700 members Mstep: Class 19 contains 18229 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 252441 members Mstep: Class 22 contains 694 members Mstep: Class 23 contains 132 members Mstep: Class 24 contains 754 members Entering Unmasked Estep ConsiderDeletion Score: -15546170.000000 Penalty: 15749.137695 Iteration 119Q: 28 clusters Score -1.554617e+07 nChanged 452 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 1890 members Mstep: Class 3 contains 20955 members Mstep: Class 4 contains 766 members Mstep: Class 5 contains 890 members Mstep: Class 6 contains 6766 members Mstep: Class 7 contains 682 members Mstep: Class 8 contains 3103 members Mstep: Class 9 contains 14369 members Mstep: Class 10 contains 30522 members Mstep: Class 11 contains 1079 members Mstep: Class 12 contains 4978 members Mstep: Class 13 contains 135 members Mstep: Class 14 contains 1577 members Mstep: Class 15 contains 212 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 1624 members Mstep: Class 18 contains 5723 members Mstep: Class 19 contains 18225 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 252411 members Mstep: Class 22 contains 694 members Mstep: Class 23 contains 132 members Mstep: Class 24 contains 754 members Mstep: Class 25 contains 359 members Mstep: Class 26 contains 149 members Mstep: Class 27 contains 160 members Entering Unmasked Estep ConsiderDeletion Score: -15546413.000000 Penalty: 15749.137695 Iteration 120F: 28 clusters Score -1.554641e+07 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 1904 members Mstep: Class 3 contains 20959 members Mstep: Class 4 contains 748 members Mstep: Class 5 contains 970 members Mstep: Class 6 contains 6757 members Mstep: Class 7 contains 674 members Mstep: Class 8 contains 3103 members Mstep: Class 9 contains 14309 members Mstep: Class 10 contains 30520 members Mstep: Class 11 contains 1093 members Mstep: Class 12 contains 4983 members Mstep: Class 13 contains 133 members Mstep: Class 14 contains 1578 members Mstep: Class 15 contains 211 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 1615 members Mstep: Class 18 contains 5740 members Mstep: Class 19 contains 18223 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 252389 members Mstep: Class 22 contains 694 members Mstep: Class 23 contains 132 members Mstep: Class 24 contains 754 members Mstep: Class 25 contains 355 members Mstep: Class 26 contains 149 members Mstep: Class 27 contains 162 members Entering Unmasked Estep ConsiderDeletion Score: -15546536.000000 Penalty: 15749.137695 Iteration 121Q: 28 clusters Score -1.554654e+07 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 1919 members Mstep: Class 3 contains 20956 members Mstep: Class 4 contains 728 members Mstep: Class 5 contains 1016 members Mstep: Class 6 contains 6747 members Mstep: Class 7 contains 658 members Mstep: Class 8 contains 3096 members Mstep: Class 9 contains 14284 members Mstep: Class 10 contains 30527 members Mstep: Class 11 contains 1108 members Mstep: Class 12 contains 4986 members Mstep: Class 13 contains 132 members Mstep: Class 14 contains 1578 members Mstep: Class 15 contains 211 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 1611 members Mstep: Class 18 contains 5763 members Mstep: Class 19 contains 18220 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 252371 members Mstep: Class 22 contains 694 members Mstep: Class 23 contains 132 members Mstep: Class 24 contains 754 members Mstep: Class 25 contains 355 members Mstep: Class 26 contains 149 members Mstep: Class 27 contains 163 members Entering Unmasked Estep ConsiderDeletion Score: -15546576.000000 Penalty: 15749.137695 Iteration 122Q: 28 clusters Score -1.554658e+07 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 1934 members Mstep: Class 3 contains 20940 members Mstep: Class 4 contains 708 members Mstep: Class 5 contains 1030 members Mstep: Class 6 contains 6738 members Mstep: Class 7 contains 638 members Mstep: Class 8 contains 3090 members Mstep: Class 9 contains 14304 members Mstep: Class 10 contains 30535 members Mstep: Class 11 contains 1113 members Mstep: Class 12 contains 4987 members Mstep: Class 13 contains 132 members Mstep: Class 14 contains 1578 members Mstep: Class 15 contains 211 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 1603 members Mstep: Class 18 contains 5805 members Mstep: Class 19 contains 18219 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 252346 members Mstep: Class 22 contains 694 members Mstep: Class 23 contains 132 members Mstep: Class 24 contains 754 members Mstep: Class 25 contains 355 members Mstep: Class 26 contains 149 members Mstep: Class 27 contains 163 members Entering Unmasked Estep ConsiderDeletion Score: -15546608.000000 Penalty: 15749.137695 Iteration 123Q: 28 clusters Score -1.554661e+07 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 1947 members Mstep: Class 3 contains 20944 members Mstep: Class 4 contains 682 members Mstep: Class 5 contains 1041 members Mstep: Class 6 contains 6731 members Mstep: Class 7 contains 619 members Mstep: Class 8 contains 3079 members Mstep: Class 9 contains 14325 members Mstep: Class 10 contains 30546 members Mstep: Class 11 contains 1121 members Mstep: Class 12 contains 4987 members Mstep: Class 13 contains 132 members Mstep: Class 14 contains 1578 members Mstep: Class 15 contains 211 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 1599 members Mstep: Class 18 contains 5841 members Mstep: Class 19 contains 18216 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 252313 members Mstep: Class 22 contains 694 members Mstep: Class 23 contains 132 members Mstep: Class 24 contains 754 members Mstep: Class 25 contains 355 members Mstep: Class 26 contains 149 members Mstep: Class 27 contains 163 members Entering Unmasked Estep ConsiderDeletion Score: -15546630.000000 Penalty: 15749.137695 Iteration 124Q: 28 clusters Score -1.554663e+07 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 1967 members Mstep: Class 3 contains 20944 members Mstep: Class 4 contains 652 members Mstep: Class 5 contains 1050 members Mstep: Class 6 contains 6718 members Mstep: Class 7 contains 584 members Mstep: Class 8 contains 3072 members Mstep: Class 9 contains 14353 members Mstep: Class 10 contains 30555 members Mstep: Class 11 contains 1134 members Mstep: Class 12 contains 4987 members Mstep: Class 13 contains 132 members Mstep: Class 14 contains 1579 members Mstep: Class 15 contains 211 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 1593 members Mstep: Class 18 contains 5868 members Mstep: Class 19 contains 18214 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 252299 members Mstep: Class 22 contains 694 members Mstep: Class 23 contains 132 members Mstep: Class 24 contains 754 members Mstep: Class 25 contains 355 members Mstep: Class 26 contains 149 members Mstep: Class 27 contains 163 members Entering Unmasked Estep ConsiderDeletion Score: -15546661.000000 Penalty: 15749.137695 Iteration 125Q: 28 clusters Score -1.554666e+07 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 1978 members Mstep: Class 3 contains 20953 members Mstep: Class 4 contains 618 members Mstep: Class 5 contains 1054 members Mstep: Class 6 contains 6710 members Mstep: Class 7 contains 555 members Mstep: Class 8 contains 3068 members Mstep: Class 9 contains 14398 members Mstep: Class 10 contains 30562 members Mstep: Class 11 contains 1153 members Mstep: Class 12 contains 4987 members Mstep: Class 13 contains 132 members Mstep: Class 14 contains 1579 members Mstep: Class 15 contains 211 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 1584 members Mstep: Class 18 contains 5894 members Mstep: Class 19 contains 18213 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 252264 members Mstep: Class 22 contains 694 members Mstep: Class 23 contains 132 members Mstep: Class 24 contains 754 members Mstep: Class 25 contains 355 members Mstep: Class 26 contains 149 members Mstep: Class 27 contains 163 members Entering Unmasked Estep ConsiderDeletion Score: -15546702.000000 Penalty: 15749.137695 Iteration 126Q: 28 clusters Score -1.55467e+07 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 1974 members Mstep: Class 3 contains 20971 members Mstep: Class 4 contains 588 members Mstep: Class 5 contains 1054 members Mstep: Class 6 contains 6717 members Mstep: Class 7 contains 527 members Mstep: Class 8 contains 3067 members Mstep: Class 9 contains 14441 members Mstep: Class 10 contains 30562 members Mstep: Class 11 contains 1167 members Mstep: Class 12 contains 4987 members Mstep: Class 13 contains 132 members Mstep: Class 14 contains 1581 members Mstep: Class 15 contains 211 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 1576 members Mstep: Class 18 contains 5922 members Mstep: Class 19 contains 18212 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 252224 members Mstep: Class 22 contains 694 members Mstep: Class 23 contains 132 members Mstep: Class 24 contains 754 members Mstep: Class 25 contains 355 members Mstep: Class 26 contains 149 members Mstep: Class 27 contains 163 members Entering Unmasked Estep ConsiderDeletion Score: -15546742.000000 Penalty: 15749.137695 Iteration 127Q: 28 clusters Score -1.554674e+07 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 1970 members Mstep: Class 3 contains 20987 members Mstep: Class 4 contains 563 members Mstep: Class 5 contains 1055 members Mstep: Class 6 contains 6724 members Mstep: Class 7 contains 500 members Mstep: Class 8 contains 3062 members Mstep: Class 9 contains 14479 members Mstep: Class 10 contains 30570 members Mstep: Class 11 contains 1181 members Mstep: Class 12 contains 4987 members Mstep: Class 13 contains 132 members Mstep: Class 14 contains 1581 members Mstep: Class 15 contains 211 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 1566 members Mstep: Class 18 contains 5937 members Mstep: Class 19 contains 18213 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 252195 members Mstep: Class 22 contains 694 members Mstep: Class 23 contains 132 members Mstep: Class 24 contains 754 members Mstep: Class 25 contains 355 members Mstep: Class 26 contains 149 members Mstep: Class 27 contains 163 members Entering Unmasked Estep ConsiderDeletion Score: -15546811.000000 Penalty: 15749.137695 Iteration 128Q: 28 clusters Score -1.554681e+07 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 1965 members Mstep: Class 3 contains 21023 members Mstep: Class 4 contains 541 members Mstep: Class 5 contains 1055 members Mstep: Class 6 contains 6724 members Mstep: Class 7 contains 474 members Mstep: Class 8 contains 3060 members Mstep: Class 9 contains 14526 members Mstep: Class 10 contains 30572 members Mstep: Class 11 contains 1197 members Mstep: Class 12 contains 4987 members Mstep: Class 13 contains 132 members Mstep: Class 14 contains 1581 members Mstep: Class 15 contains 211 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 1551 members Mstep: Class 18 contains 5947 members Mstep: Class 19 contains 18212 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 252155 members Mstep: Class 22 contains 694 members Mstep: Class 23 contains 132 members Mstep: Class 24 contains 754 members Mstep: Class 25 contains 355 members Mstep: Class 26 contains 149 members Mstep: Class 27 contains 163 members Entering Unmasked Estep ConsiderDeletion Score: -15546852.000000 Penalty: 15749.137695 Iteration 129Q: 28 clusters Score -1.554685e+07 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 1966 members Mstep: Class 3 contains 21058 members Mstep: Class 4 contains 522 members Mstep: Class 5 contains 1055 members Mstep: Class 6 contains 6722 members Mstep: Class 7 contains 455 members Mstep: Class 8 contains 3057 members Mstep: Class 9 contains 14566 members Mstep: Class 10 contains 30573 members Mstep: Class 11 contains 1208 members Mstep: Class 12 contains 4987 members Mstep: Class 13 contains 132 members Mstep: Class 14 contains 1581 members Mstep: Class 15 contains 211 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 1537 members Mstep: Class 18 contains 5959 members Mstep: Class 19 contains 18210 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 252114 members Mstep: Class 22 contains 694 members Mstep: Class 23 contains 132 members Mstep: Class 24 contains 754 members Mstep: Class 25 contains 355 members Mstep: Class 26 contains 149 members Mstep: Class 27 contains 163 members Entering Unmasked Estep ConsiderDeletion Score: -15546881.000000 Penalty: 15749.137695 Iteration 130Q: 28 clusters Score -1.554688e+07 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 1964 members Mstep: Class 3 contains 21108 members Mstep: Class 4 contains 508 members Mstep: Class 5 contains 1056 members Mstep: Class 6 contains 6723 members Mstep: Class 7 contains 441 members Mstep: Class 8 contains 3055 members Mstep: Class 9 contains 14601 members Mstep: Class 10 contains 30572 members Mstep: Class 11 contains 1217 members Mstep: Class 12 contains 4987 members Mstep: Class 13 contains 132 members Mstep: Class 14 contains 1581 members Mstep: Class 15 contains 211 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 1527 members Mstep: Class 18 contains 5966 members Mstep: Class 19 contains 18208 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 252056 members Mstep: Class 22 contains 694 members Mstep: Class 23 contains 132 members Mstep: Class 24 contains 754 members Mstep: Class 25 contains 355 members Mstep: Class 26 contains 149 members Mstep: Class 27 contains 163 members Entering Unmasked Estep ConsiderDeletion Score: -15546928.000000 Penalty: 15749.137695 Iteration 131Q: 28 clusters Score -1.554693e+07 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 1961 members Mstep: Class 3 contains 21147 members Mstep: Class 4 contains 500 members Mstep: Class 5 contains 1057 members Mstep: Class 6 contains 6724 members Mstep: Class 7 contains 424 members Mstep: Class 8 contains 3054 members Mstep: Class 9 contains 14632 members Mstep: Class 10 contains 30570 members Mstep: Class 11 contains 1222 members Mstep: Class 12 contains 4987 members Mstep: Class 13 contains 132 members Mstep: Class 14 contains 1580 members Mstep: Class 15 contains 211 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 1519 members Mstep: Class 18 contains 5970 members Mstep: Class 19 contains 18206 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 252018 members Mstep: Class 22 contains 694 members Mstep: Class 23 contains 132 members Mstep: Class 24 contains 754 members Mstep: Class 25 contains 355 members Mstep: Class 26 contains 149 members Mstep: Class 27 contains 163 members Entering Unmasked Estep ConsiderDeletion Score: -15546939.000000 Penalty: 15749.137695 Iteration 132Q: 28 clusters Score -1.554694e+07 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 1953 members Mstep: Class 3 contains 21179 members Mstep: Class 4 contains 492 members Mstep: Class 5 contains 1057 members Mstep: Class 6 contains 6726 members Mstep: Class 7 contains 408 members Mstep: Class 8 contains 3054 members Mstep: Class 9 contains 14679 members Mstep: Class 10 contains 30569 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 4987 members Mstep: Class 13 contains 132 members Mstep: Class 14 contains 1580 members Mstep: Class 15 contains 211 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 1507 members Mstep: Class 18 contains 5980 members Mstep: Class 19 contains 18197 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 251976 members Mstep: Class 22 contains 694 members Mstep: Class 23 contains 132 members Mstep: Class 24 contains 754 members Mstep: Class 25 contains 355 members Mstep: Class 26 contains 149 members Mstep: Class 27 contains 163 members Entering Unmasked Estep ConsiderDeletion Score: -15546987.000000 Penalty: 15749.137695 Iteration 133Q: 28 clusters Score -1.554699e+07 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 1947 members Mstep: Class 3 contains 21220 members Mstep: Class 4 contains 485 members Mstep: Class 5 contains 1058 members Mstep: Class 6 contains 6724 members Mstep: Class 7 contains 393 members Mstep: Class 8 contains 3054 members Mstep: Class 9 contains 14721 members Mstep: Class 10 contains 30568 members Mstep: Class 11 contains 1234 members Mstep: Class 12 contains 4987 members Mstep: Class 13 contains 132 members Mstep: Class 14 contains 1581 members Mstep: Class 15 contains 211 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 1491 members Mstep: Class 18 contains 5985 members Mstep: Class 19 contains 18188 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 251935 members Mstep: Class 22 contains 694 members Mstep: Class 23 contains 132 members Mstep: Class 24 contains 754 members Mstep: Class 25 contains 355 members Mstep: Class 26 contains 149 members Mstep: Class 27 contains 163 members Entering Unmasked Estep ConsiderDeletion Score: -15547045.000000 Penalty: 15749.137695 Iteration 134Q: 28 clusters Score -1.554704e+07 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 1937 members Mstep: Class 3 contains 21259 members Mstep: Class 4 contains 474 members Mstep: Class 5 contains 1058 members Mstep: Class 6 contains 6721 members Mstep: Class 7 contains 401 members Mstep: Class 8 contains 3054 members Mstep: Class 9 contains 14755 members Mstep: Class 10 contains 30568 members Mstep: Class 11 contains 1238 members Mstep: Class 12 contains 4988 members Mstep: Class 13 contains 132 members Mstep: Class 14 contains 1581 members Mstep: Class 15 contains 211 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 1481 members Mstep: Class 18 contains 5991 members Mstep: Class 19 contains 18183 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 251882 members Mstep: Class 22 contains 694 members Mstep: Class 23 contains 132 members Mstep: Class 24 contains 754 members Mstep: Class 25 contains 355 members Mstep: Class 26 contains 149 members Mstep: Class 27 contains 163 members Entering Unmasked Estep ConsiderDeletion Score: -15547112.000000 Penalty: 15749.137695 Iteration 135Q: 28 clusters Score -1.554711e+07 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 1927 members Mstep: Class 3 contains 21297 members Mstep: Class 4 contains 466 members Mstep: Class 5 contains 1058 members Mstep: Class 6 contains 6716 members Mstep: Class 7 contains 412 members Mstep: Class 8 contains 3054 members Mstep: Class 9 contains 14775 members Mstep: Class 10 contains 30568 members Mstep: Class 11 contains 1241 members Mstep: Class 12 contains 4990 members Mstep: Class 13 contains 132 members Mstep: Class 14 contains 1581 members Mstep: Class 15 contains 211 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 1471 members Mstep: Class 18 contains 5995 members Mstep: Class 19 contains 18170 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 251850 members Mstep: Class 22 contains 694 members Mstep: Class 23 contains 132 members Mstep: Class 24 contains 754 members Mstep: Class 25 contains 355 members Mstep: Class 26 contains 149 members Mstep: Class 27 contains 163 members Entering Unmasked Estep ConsiderDeletion Score: -15547140.000000 Penalty: 15749.137695 Iteration 136Q: 28 clusters Score -1.554714e+07 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 1920 members Mstep: Class 3 contains 21328 members Mstep: Class 4 contains 457 members Mstep: Class 5 contains 1058 members Mstep: Class 6 contains 6713 members Mstep: Class 7 contains 409 members Mstep: Class 8 contains 3054 members Mstep: Class 9 contains 14799 members Mstep: Class 10 contains 30567 members Mstep: Class 11 contains 1243 members Mstep: Class 12 contains 4992 members Mstep: Class 13 contains 132 members Mstep: Class 14 contains 1581 members Mstep: Class 15 contains 211 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 1460 members Mstep: Class 18 contains 6003 members Mstep: Class 19 contains 18162 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 251826 members Mstep: Class 22 contains 694 members Mstep: Class 23 contains 132 members Mstep: Class 24 contains 754 members Mstep: Class 25 contains 354 members Mstep: Class 26 contains 149 members Mstep: Class 27 contains 163 members Entering Unmasked Estep ConsiderDeletion Score: -15547156.000000 Penalty: 15749.137695 Iteration 137Q: 28 clusters Score -1.554716e+07 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 1915 members Mstep: Class 3 contains 21378 members Mstep: Class 4 contains 452 members Mstep: Class 5 contains 1058 members Mstep: Class 6 contains 6702 members Mstep: Class 7 contains 409 members Mstep: Class 8 contains 3054 members Mstep: Class 9 contains 14816 members Mstep: Class 10 contains 30567 members Mstep: Class 11 contains 1243 members Mstep: Class 12 contains 4994 members Mstep: Class 13 contains 132 members Mstep: Class 14 contains 1581 members Mstep: Class 15 contains 211 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 1436 members Mstep: Class 18 contains 6003 members Mstep: Class 19 contains 18153 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 251811 members Mstep: Class 22 contains 694 members Mstep: Class 23 contains 132 members Mstep: Class 24 contains 754 members Mstep: Class 25 contains 354 members Mstep: Class 26 contains 149 members Mstep: Class 27 contains 163 members Entering Unmasked Estep ConsiderDeletion Score: -15547169.000000 Penalty: 15749.137695 Iteration 138Q: 28 clusters Score -1.554717e+07 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 1914 members Mstep: Class 3 contains 21423 members Mstep: Class 4 contains 448 members Mstep: Class 5 contains 1058 members Mstep: Class 6 contains 6687 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 3054 members Mstep: Class 9 contains 14839 members Mstep: Class 10 contains 30567 members Mstep: Class 11 contains 1245 members Mstep: Class 12 contains 4995 members Mstep: Class 13 contains 132 members Mstep: Class 14 contains 1581 members Mstep: Class 15 contains 211 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 1424 members Mstep: Class 18 contains 6003 members Mstep: Class 19 contains 18151 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 251778 members Mstep: Class 22 contains 694 members Mstep: Class 23 contains 132 members Mstep: Class 24 contains 754 members Mstep: Class 25 contains 354 members Mstep: Class 26 contains 149 members Mstep: Class 27 contains 163 members Entering Unmasked Estep ConsiderDeletion Score: -15547213.000000 Penalty: 15749.137695 Iteration 139Q: 28 clusters Score -1.554721e+07 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 1912 members Mstep: Class 3 contains 21464 members Mstep: Class 4 contains 439 members Mstep: Class 5 contains 1058 members Mstep: Class 6 contains 6676 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 3054 members Mstep: Class 9 contains 14857 members Mstep: Class 10 contains 30569 members Mstep: Class 11 contains 1249 members Mstep: Class 12 contains 4995 members Mstep: Class 13 contains 132 members Mstep: Class 14 contains 1581 members Mstep: Class 15 contains 211 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 1403 members Mstep: Class 18 contains 6007 members Mstep: Class 19 contains 18147 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 251754 members Mstep: Class 22 contains 694 members Mstep: Class 23 contains 132 members Mstep: Class 24 contains 754 members Mstep: Class 25 contains 354 members Mstep: Class 26 contains 149 members Mstep: Class 27 contains 163 members Entering Unmasked Estep ConsiderDeletion Score: -15547237.000000 Penalty: 15749.137695 Iteration 140F: 28 clusters Score -1.554724e+07 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 1906 members Mstep: Class 3 contains 21511 members Mstep: Class 4 contains 429 members Mstep: Class 5 contains 1058 members Mstep: Class 6 contains 6663 members Mstep: Class 7 contains 421 members Mstep: Class 8 contains 3054 members Mstep: Class 9 contains 14875 members Mstep: Class 10 contains 30569 members Mstep: Class 11 contains 1258 members Mstep: Class 12 contains 4995 members Mstep: Class 13 contains 132 members Mstep: Class 14 contains 1581 members Mstep: Class 15 contains 211 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 1385 members Mstep: Class 18 contains 6009 members Mstep: Class 19 contains 18140 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 251718 members Mstep: Class 22 contains 694 members Mstep: Class 23 contains 132 members Mstep: Class 24 contains 754 members Mstep: Class 25 contains 354 members Mstep: Class 26 contains 149 members Mstep: Class 27 contains 163 members Entering Unmasked Estep ConsiderDeletion Score: -15547286.000000 Penalty: 15749.137695 Iteration 141Q: 28 clusters Score -1.554729e+07 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 1901 members Mstep: Class 3 contains 21555 members Mstep: Class 4 contains 425 members Mstep: Class 5 contains 1058 members Mstep: Class 6 contains 6653 members Mstep: Class 7 contains 437 members Mstep: Class 8 contains 3054 members Mstep: Class 9 contains 14903 members Mstep: Class 10 contains 30568 members Mstep: Class 11 contains 1261 members Mstep: Class 12 contains 4995 members Mstep: Class 13 contains 132 members Mstep: Class 14 contains 1582 members Mstep: Class 15 contains 211 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 1368 members Mstep: Class 18 contains 6013 members Mstep: Class 19 contains 18131 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 251668 members Mstep: Class 22 contains 694 members Mstep: Class 23 contains 132 members Mstep: Class 24 contains 754 members Mstep: Class 25 contains 354 members Mstep: Class 26 contains 149 members Mstep: Class 27 contains 163 members Entering Unmasked Estep ConsiderDeletion Score: -15547303.000000 Penalty: 15749.137695 Iteration 142Q: 28 clusters Score -1.55473e+07 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 1896 members Mstep: Class 3 contains 21595 members Mstep: Class 4 contains 424 members Mstep: Class 5 contains 1058 members Mstep: Class 6 contains 6650 members Mstep: Class 7 contains 447 members Mstep: Class 8 contains 3054 members Mstep: Class 9 contains 14938 members Mstep: Class 10 contains 30565 members Mstep: Class 11 contains 1262 members Mstep: Class 12 contains 4994 members Mstep: Class 13 contains 132 members Mstep: Class 14 contains 1583 members Mstep: Class 15 contains 211 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 1350 members Mstep: Class 18 contains 6014 members Mstep: Class 19 contains 18122 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 251620 members Mstep: Class 22 contains 694 members Mstep: Class 23 contains 132 members Mstep: Class 24 contains 754 members Mstep: Class 25 contains 354 members Mstep: Class 26 contains 149 members Mstep: Class 27 contains 163 members Entering Unmasked Estep ConsiderDeletion Score: -15547338.000000 Penalty: 15749.137695 Iteration 143Q: 28 clusters Score -1.554734e+07 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 1893 members Mstep: Class 3 contains 21633 members Mstep: Class 4 contains 424 members Mstep: Class 5 contains 1058 members Mstep: Class 6 contains 6649 members Mstep: Class 7 contains 452 members Mstep: Class 8 contains 3054 members Mstep: Class 9 contains 14966 members Mstep: Class 10 contains 30563 members Mstep: Class 11 contains 1262 members Mstep: Class 12 contains 4993 members Mstep: Class 13 contains 132 members Mstep: Class 14 contains 1583 members Mstep: Class 15 contains 211 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 1336 members Mstep: Class 18 contains 6011 members Mstep: Class 19 contains 18116 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 251578 members Mstep: Class 22 contains 694 members Mstep: Class 23 contains 132 members Mstep: Class 24 contains 754 members Mstep: Class 25 contains 354 members Mstep: Class 26 contains 149 members Mstep: Class 27 contains 163 members Entering Unmasked Estep ConsiderDeletion Score: -15547352.000000 Penalty: 15749.137695 Iteration 144Q: 28 clusters Score -1.554735e+07 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 1890 members Mstep: Class 3 contains 21679 members Mstep: Class 4 contains 422 members Mstep: Class 5 contains 1058 members Mstep: Class 6 contains 6640 members Mstep: Class 7 contains 455 members Mstep: Class 8 contains 3054 members Mstep: Class 9 contains 14986 members Mstep: Class 10 contains 30561 members Mstep: Class 11 contains 1259 members Mstep: Class 12 contains 4993 members Mstep: Class 13 contains 132 members Mstep: Class 14 contains 1584 members Mstep: Class 15 contains 211 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 1319 members Mstep: Class 18 contains 6012 members Mstep: Class 19 contains 18108 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 251549 members Mstep: Class 22 contains 694 members Mstep: Class 23 contains 132 members Mstep: Class 24 contains 754 members Mstep: Class 25 contains 354 members Mstep: Class 26 contains 149 members Mstep: Class 27 contains 163 members Entering Unmasked Estep ConsiderDeletion Score: -15547332.000000 Penalty: 15749.137695 Iteration 145Q: 28 clusters Score -1.554733e+07 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 1888 members Mstep: Class 3 contains 21716 members Mstep: Class 4 contains 417 members Mstep: Class 5 contains 1058 members Mstep: Class 6 contains 6631 members Mstep: Class 7 contains 464 members Mstep: Class 8 contains 3054 members Mstep: Class 9 contains 15002 members Mstep: Class 10 contains 30562 members Mstep: Class 11 contains 1261 members Mstep: Class 12 contains 4993 members Mstep: Class 13 contains 132 members Mstep: Class 14 contains 1585 members Mstep: Class 15 contains 211 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 1306 members Mstep: Class 18 contains 6011 members Mstep: Class 19 contains 18102 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 251518 members Mstep: Class 22 contains 694 members Mstep: Class 23 contains 132 members Mstep: Class 24 contains 754 members Mstep: Class 25 contains 354 members Mstep: Class 26 contains 149 members Mstep: Class 27 contains 163 members Entering Unmasked Estep ConsiderDeletion Score: -15547381.000000 Penalty: 15749.137695 Iteration 146Q: 28 clusters Score -1.554738e+07 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 1883 members Mstep: Class 3 contains 21746 members Mstep: Class 4 contains 416 members Mstep: Class 5 contains 1058 members Mstep: Class 6 contains 6628 members Mstep: Class 7 contains 475 members Mstep: Class 8 contains 3054 members Mstep: Class 9 contains 15015 members Mstep: Class 10 contains 30563 members Mstep: Class 11 contains 1258 members Mstep: Class 12 contains 4993 members Mstep: Class 13 contains 132 members Mstep: Class 14 contains 1585 members Mstep: Class 15 contains 211 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 1299 members Mstep: Class 18 contains 6011 members Mstep: Class 19 contains 18094 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 251490 members Mstep: Class 22 contains 694 members Mstep: Class 23 contains 132 members Mstep: Class 24 contains 754 members Mstep: Class 25 contains 354 members Mstep: Class 26 contains 149 members Mstep: Class 27 contains 163 members Entering Unmasked Estep ConsiderDeletion Score: -15547383.000000 Penalty: 15749.137695 Iteration 147Q: 28 clusters Score -1.554738e+07 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 1881 members Mstep: Class 3 contains 21767 members Mstep: Class 4 contains 416 members Mstep: Class 5 contains 1058 members Mstep: Class 6 contains 6622 members Mstep: Class 7 contains 488 members Mstep: Class 8 contains 3054 members Mstep: Class 9 contains 15026 members Mstep: Class 10 contains 30563 members Mstep: Class 11 contains 1255 members Mstep: Class 12 contains 4993 members Mstep: Class 13 contains 132 members Mstep: Class 14 contains 1585 members Mstep: Class 15 contains 211 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 1293 members Mstep: Class 18 contains 6013 members Mstep: Class 19 contains 18088 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 251466 members Mstep: Class 22 contains 694 members Mstep: Class 23 contains 132 members Mstep: Class 24 contains 754 members Mstep: Class 25 contains 354 members Mstep: Class 26 contains 149 members Mstep: Class 27 contains 163 members Entering Unmasked Estep ConsiderDeletion Score: -15547400.000000 Penalty: 15749.137695 Iteration 148Q: 28 clusters Score -1.55474e+07 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 1879 members Mstep: Class 3 contains 21797 members Mstep: Class 4 contains 415 members Mstep: Class 5 contains 1058 members Mstep: Class 6 contains 6611 members Mstep: Class 7 contains 502 members Mstep: Class 8 contains 3054 members Mstep: Class 9 contains 15042 members Mstep: Class 10 contains 30562 members Mstep: Class 11 contains 1251 members Mstep: Class 12 contains 4993 members Mstep: Class 13 contains 132 members Mstep: Class 14 contains 1585 members Mstep: Class 15 contains 211 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 1294 members Mstep: Class 18 contains 6017 members Mstep: Class 19 contains 18082 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 251426 members Mstep: Class 22 contains 694 members Mstep: Class 23 contains 132 members Mstep: Class 24 contains 754 members Mstep: Class 25 contains 354 members Mstep: Class 26 contains 149 members Mstep: Class 27 contains 163 members Entering Unmasked Estep ConsiderDeletion Score: -15547407.000000 Penalty: 15749.137695 Iteration 149Q: 28 clusters Score -1.554741e+07 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 1877 members Mstep: Class 3 contains 21831 members Mstep: Class 4 contains 416 members Mstep: Class 5 contains 1058 members Mstep: Class 6 contains 6599 members Mstep: Class 7 contains 525 members Mstep: Class 8 contains 3054 members Mstep: Class 9 contains 15044 members Mstep: Class 10 contains 30563 members Mstep: Class 11 contains 1249 members Mstep: Class 12 contains 4995 members Mstep: Class 13 contains 132 members Mstep: Class 14 contains 1585 members Mstep: Class 15 contains 211 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 1292 members Mstep: Class 18 contains 6020 members Mstep: Class 19 contains 18081 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 251379 members Mstep: Class 22 contains 694 members Mstep: Class 23 contains 132 members Mstep: Class 24 contains 754 members Mstep: Class 25 contains 354 members Mstep: Class 26 contains 149 members Mstep: Class 27 contains 163 members Entering Unmasked Estep ConsiderDeletion Score: -15547444.000000 Penalty: 15749.137695 Iteration 150Q: 28 clusters Score -1.554744e+07 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 1874 members Mstep: Class 3 contains 21855 members Mstep: Class 4 contains 418 members Mstep: Class 5 contains 1058 members Mstep: Class 6 contains 6590 members Mstep: Class 7 contains 542 members Mstep: Class 8 contains 3054 members Mstep: Class 9 contains 15043 members Mstep: Class 10 contains 30564 members Mstep: Class 11 contains 1244 members Mstep: Class 12 contains 4996 members Mstep: Class 13 contains 132 members Mstep: Class 14 contains 1586 members Mstep: Class 15 contains 211 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 1287 members Mstep: Class 18 contains 6026 members Mstep: Class 19 contains 18072 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 251359 members Mstep: Class 22 contains 694 members Mstep: Class 23 contains 132 members Mstep: Class 24 contains 754 members Mstep: Class 25 contains 354 members Mstep: Class 26 contains 149 members Mstep: Class 27 contains 163 members Entering Unmasked Estep ConsiderDeletion Score: -15547456.000000 Penalty: 15749.137695 Iteration 151Q: 28 clusters Score -1.554746e+07 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 1874 members Mstep: Class 3 contains 21876 members Mstep: Class 4 contains 416 members Mstep: Class 5 contains 1060 members Mstep: Class 6 contains 6587 members Mstep: Class 7 contains 562 members Mstep: Class 8 contains 3054 members Mstep: Class 9 contains 15038 members Mstep: Class 10 contains 30566 members Mstep: Class 11 contains 1243 members Mstep: Class 12 contains 4996 members Mstep: Class 13 contains 132 members Mstep: Class 14 contains 1586 members Mstep: Class 15 contains 211 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 1282 members Mstep: Class 18 contains 6029 members Mstep: Class 19 contains 18061 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 251338 members Mstep: Class 22 contains 694 members Mstep: Class 23 contains 132 members Mstep: Class 24 contains 754 members Mstep: Class 25 contains 354 members Mstep: Class 26 contains 149 members Mstep: Class 27 contains 163 members Entering Unmasked Estep ConsiderDeletion Score: -15547464.000000 Penalty: 15749.137695 Iteration 152Q: 28 clusters Score -1.554746e+07 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 1872 members Mstep: Class 3 contains 21897 members Mstep: Class 4 contains 416 members Mstep: Class 5 contains 1061 members Mstep: Class 6 contains 6586 members Mstep: Class 7 contains 579 members Mstep: Class 8 contains 3054 members Mstep: Class 9 contains 15037 members Mstep: Class 10 contains 30568 members Mstep: Class 11 contains 1241 members Mstep: Class 12 contains 4995 members Mstep: Class 13 contains 132 members Mstep: Class 14 contains 1586 members Mstep: Class 15 contains 211 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 1278 members Mstep: Class 18 contains 6028 members Mstep: Class 19 contains 18056 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 251314 members Mstep: Class 22 contains 694 members Mstep: Class 23 contains 132 members Mstep: Class 24 contains 754 members Mstep: Class 25 contains 354 members Mstep: Class 26 contains 149 members Mstep: Class 27 contains 163 members Entering Unmasked Estep ConsiderDeletion Score: -15547458.000000 Penalty: 15749.137695 Iteration 153Q: 28 clusters Score -1.554746e+07 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 1868 members Mstep: Class 3 contains 21920 members Mstep: Class 4 contains 416 members Mstep: Class 5 contains 1062 members Mstep: Class 6 contains 6587 members Mstep: Class 7 contains 594 members Mstep: Class 8 contains 3054 members Mstep: Class 9 contains 15035 members Mstep: Class 10 contains 30568 members Mstep: Class 11 contains 1240 members Mstep: Class 12 contains 4994 members Mstep: Class 13 contains 132 members Mstep: Class 14 contains 1586 members Mstep: Class 15 contains 211 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 1274 members Mstep: Class 18 contains 6027 members Mstep: Class 19 contains 18052 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 251291 members Mstep: Class 22 contains 694 members Mstep: Class 23 contains 132 members Mstep: Class 24 contains 754 members Mstep: Class 25 contains 354 members Mstep: Class 26 contains 149 members Mstep: Class 27 contains 163 members Entering Unmasked Estep ConsiderDeletion Score: -15547455.000000 Penalty: 15749.137695 Iteration 154Q: 28 clusters Score -1.554746e+07 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 1865 members Mstep: Class 3 contains 21939 members Mstep: Class 4 contains 415 members Mstep: Class 5 contains 1062 members Mstep: Class 6 contains 6587 members Mstep: Class 7 contains 602 members Mstep: Class 8 contains 3054 members Mstep: Class 9 contains 15032 members Mstep: Class 10 contains 30568 members Mstep: Class 11 contains 1242 members Mstep: Class 12 contains 4992 members Mstep: Class 13 contains 132 members Mstep: Class 14 contains 1585 members Mstep: Class 15 contains 211 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 1269 members Mstep: Class 18 contains 6025 members Mstep: Class 19 contains 18042 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 251289 members Mstep: Class 22 contains 694 members Mstep: Class 23 contains 132 members Mstep: Class 24 contains 754 members Mstep: Class 25 contains 354 members Mstep: Class 26 contains 149 members Mstep: Class 27 contains 163 members Entering Unmasked Estep ConsiderDeletion Score: -15547467.000000 Penalty: 15749.137695 Iteration 155Q: 28 clusters Score -1.554747e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 1865 members Mstep: Class 3 contains 21953 members Mstep: Class 4 contains 414 members Mstep: Class 5 contains 1062 members Mstep: Class 6 contains 6585 members Mstep: Class 7 contains 609 members Mstep: Class 8 contains 3054 members Mstep: Class 9 contains 15030 members Mstep: Class 10 contains 30568 members Mstep: Class 11 contains 1244 members Mstep: Class 12 contains 4991 members Mstep: Class 13 contains 132 members Mstep: Class 14 contains 1585 members Mstep: Class 15 contains 211 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 1263 members Mstep: Class 18 contains 6024 members Mstep: Class 19 contains 18027 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 251294 members Mstep: Class 22 contains 694 members Mstep: Class 23 contains 132 members Mstep: Class 24 contains 754 members Mstep: Class 25 contains 354 members Mstep: Class 26 contains 149 members Mstep: Class 27 contains 163 members Entering Unmasked Estep ConsiderDeletion Score: -15547474.000000 Penalty: 15749.137695 Iteration 156Q: 28 clusters Score -1.554747e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 1865 members Mstep: Class 3 contains 21967 members Mstep: Class 4 contains 414 members Mstep: Class 5 contains 1062 members Mstep: Class 6 contains 6581 members Mstep: Class 7 contains 614 members Mstep: Class 8 contains 3054 members Mstep: Class 9 contains 15027 members Mstep: Class 10 contains 30569 members Mstep: Class 11 contains 1243 members Mstep: Class 12 contains 4991 members Mstep: Class 13 contains 132 members Mstep: Class 14 contains 1585 members Mstep: Class 15 contains 211 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 1255 members Mstep: Class 18 contains 6023 members Mstep: Class 19 contains 18007 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 251311 members Mstep: Class 22 contains 694 members Mstep: Class 23 contains 132 members Mstep: Class 24 contains 754 members Mstep: Class 25 contains 354 members Mstep: Class 26 contains 149 members Mstep: Class 27 contains 163 members Entering Unmasked Estep ConsiderDeletion Score: -15547508.000000 Penalty: 15749.137695 Iteration 157Q: 28 clusters Score -1.554751e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 1865 members Mstep: Class 3 contains 21981 members Mstep: Class 4 contains 414 members Mstep: Class 5 contains 1062 members Mstep: Class 6 contains 6579 members Mstep: Class 7 contains 618 members Mstep: Class 8 contains 3054 members Mstep: Class 9 contains 15025 members Mstep: Class 10 contains 30569 members Mstep: Class 11 contains 1240 members Mstep: Class 12 contains 4991 members Mstep: Class 13 contains 132 members Mstep: Class 14 contains 1585 members Mstep: Class 15 contains 211 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 1250 members Mstep: Class 18 contains 6023 members Mstep: Class 19 contains 17989 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 251323 members Mstep: Class 22 contains 694 members Mstep: Class 23 contains 132 members Mstep: Class 24 contains 754 members Mstep: Class 25 contains 354 members Mstep: Class 26 contains 149 members Mstep: Class 27 contains 163 members Entering Unmasked Estep ConsiderDeletion Score: -15547505.000000 Penalty: 15749.137695 Iteration 158Q: 28 clusters Score -1.55475e+07 nChanged 40 Entering ConstructFrom: Score: -15547505.000000 Penalty: 15749.137695 Entering ConstructFrom: Trying to split cluster 1 (892 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Entering Unmasked Estep Score: -42079.144531 Penalty: 309.102722 Iteration 0F: 2 clusters Score -42079.14 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -41323.292969 Penalty: 618.205444 Iteration 0F: 3 clusters Score -41323.29 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -41520.769531 Penalty: 618.205444 Iteration 1F: 3 clusters Score -41520.77 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -41566.949219 Penalty: 618.205444 Iteration 2F: 3 clusters Score -41566.95 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -41601.476562 Penalty: 618.205444 Iteration 3F: 3 clusters Score -41601.48 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -41637.828125 Penalty: 618.205444 Iteration 4Q: 3 clusters Score -41637.83 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -41659.335938 Penalty: 618.205444 Iteration 5Q: 3 clusters Score -41659.34 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -41671.343750 Penalty: 618.205444 Iteration 6Q: 3 clusters Score -41671.34 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -41683.308594 Penalty: 618.205444 Iteration 7Q: 3 clusters Score -41683.31 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -41691.125000 Penalty: 618.205444 Iteration 8Q: 3 clusters Score -41691.12 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -41696.515625 Penalty: 618.205444 Iteration 9Q: 3 clusters Score -41696.52 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -41706.128906 Penalty: 618.205444 Iteration 10Q: 3 clusters Score -41706.13 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -41712.253906 Penalty: 618.205444 Iteration 11Q: 3 clusters Score -41712.25 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -41716.039062 Penalty: 618.205444 Iteration 12Q: 3 clusters Score -41716.04 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -41720.906250 Penalty: 618.205444 Iteration 13Q: 3 clusters Score -41720.91 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -41729.976562 Penalty: 618.205444 Iteration 14Q: 3 clusters Score -41729.98 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -41735.882812 Penalty: 618.205444 Iteration 15Q: 3 clusters Score -41735.88 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -41740.308594 Penalty: 618.205444 Iteration 16Q: 3 clusters Score -41740.31 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -41748.156250 Penalty: 618.205444 Iteration 17Q: 3 clusters Score -41748.16 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -41752.402344 Penalty: 618.205444 Iteration 18Q: 3 clusters Score -41752.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -41755.160156 Penalty: 618.205444 Iteration 19Q: 3 clusters Score -41755.16 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -41756.597656 Penalty: 618.205444 Iteration 20F: 3 clusters Score -41756.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -41757.601562 Penalty: 618.205444 Iteration 21Q: 3 clusters Score -41757.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -41759.136719 Penalty: 618.205444 Iteration 22Q: 3 clusters Score -41759.14 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -41759.445312 Penalty: 618.205444 Iteration 23Q: 3 clusters Score -41759.45 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -41759.871094 Penalty: 618.205444 Iteration 24Q: 3 clusters Score -41759.87 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -41761.808594 Penalty: 618.205444 Iteration 25Q: 3 clusters Score -41761.81 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -41763.621094 Penalty: 618.205444 Iteration 26Q: 3 clusters Score -41763.62 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -41763.992188 Penalty: 618.205444 Iteration 27Q: 3 clusters Score -41763.99 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -41763.992188 Penalty: 618.205444 Iteration 28F: 3 clusters Score -41763.99 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (1866 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1866 members Entering Unmasked Estep Score: -77869.835938 Penalty: 342.685638 Iteration 0F: 2 clusters Score -77869.84 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -76522.804688 Penalty: 685.371277 Iteration 0F: 3 clusters Score -76522.8 nChanged 782 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -77002.601562 Penalty: 685.371277 Iteration 1F: 3 clusters Score -77002.6 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -77115.546875 Penalty: 685.371277 Iteration 2F: 3 clusters Score -77115.55 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -77219.171875 Penalty: 685.371277 Iteration 3F: 3 clusters Score -77219.17 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -77325.023438 Penalty: 685.371277 Iteration 4F: 3 clusters Score -77325.02 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -77419.757812 Penalty: 685.371277 Iteration 5F: 3 clusters Score -77419.76 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -77512.835938 Penalty: 685.371277 Iteration 6F: 3 clusters Score -77512.84 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -77573.460938 Penalty: 685.371277 Iteration 7Q: 3 clusters Score -77573.46 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -77611.687500 Penalty: 685.371277 Iteration 8Q: 3 clusters Score -77611.69 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -77637.125000 Penalty: 685.371277 Iteration 9Q: 3 clusters Score -77637.12 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -77659.632812 Penalty: 685.371277 Iteration 10Q: 3 clusters Score -77659.63 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -77670.898438 Penalty: 685.371277 Iteration 11Q: 3 clusters Score -77670.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -77680.968750 Penalty: 685.371277 Iteration 12Q: 3 clusters Score -77680.97 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 1088 members Entering Unmasked Estep Score: -77692.046875 Penalty: 685.371277 Iteration 13Q: 3 clusters Score -77692.05 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 1094 members Entering Unmasked Estep Score: -77696.195312 Penalty: 685.371277 Iteration 14Q: 3 clusters Score -77696.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -77700.140625 Penalty: 685.371277 Iteration 15Q: 3 clusters Score -77700.14 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 1106 members Entering Unmasked Estep Score: -77704.046875 Penalty: 685.371277 Iteration 16Q: 3 clusters Score -77704.05 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 1116 members Entering Unmasked Estep Score: -77707.945312 Penalty: 685.371277 Iteration 17Q: 3 clusters Score -77707.95 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -77713.656250 Penalty: 685.371277 Iteration 18Q: 3 clusters Score -77713.66 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -77718.257812 Penalty: 685.371277 Iteration 19Q: 3 clusters Score -77718.26 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -77720.593750 Penalty: 685.371277 Iteration 20F: 3 clusters Score -77720.59 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -77721.406250 Penalty: 685.371277 Iteration 21Q: 3 clusters Score -77721.41 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -77722.054688 Penalty: 685.371277 Iteration 22Q: 3 clusters Score -77722.05 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -77722.210938 Penalty: 685.371277 Iteration 23Q: 3 clusters Score -77722.21 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -77722.210938 Penalty: 685.371277 Iteration 24F: 3 clusters Score -77722.21 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (21990 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21990 members Entering Unmasked Estep Score: -926594.937500 Penalty: 454.924622 Iteration 0F: 2 clusters Score -926594.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10933 members Mstep: Class 2 contains 11057 members Entering Unmasked Estep Score: -911928.312500 Penalty: 909.849243 Iteration 0F: 3 clusters Score -911928.3 nChanged 10495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10124 members Mstep: Class 2 contains 11866 members Entering Unmasked Estep Score: -918048.187500 Penalty: 909.849243 Iteration 1F: 3 clusters Score -918048.2 nChanged 967 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9475 members Mstep: Class 2 contains 12515 members Entering Unmasked Estep Score: -918433.875000 Penalty: 909.849243 Iteration 2Q: 3 clusters Score -918433.9 nChanged 1140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8535 members Mstep: Class 2 contains 13455 members Entering Unmasked Estep Score: -919030.250000 Penalty: 909.849243 Iteration 3F: 3 clusters Score -919030.2 nChanged 1411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7216 members Mstep: Class 2 contains 14774 members Entering Unmasked Estep Score: -919934.500000 Penalty: 909.849243 Iteration 4F: 3 clusters Score -919934.5 nChanged 1561 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5705 members Mstep: Class 2 contains 16285 members Entering Unmasked Estep Score: -921071.875000 Penalty: 909.849243 Iteration 5F: 3 clusters Score -921071.9 nChanged 1570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4155 members Mstep: Class 2 contains 17835 members Entering Unmasked Estep Score: -922399.062500 Penalty: 909.849243 Iteration 6F: 3 clusters Score -922399.1 nChanged 1389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2772 members Mstep: Class 2 contains 19218 members Entering Unmasked Estep Score: -923646.312500 Penalty: 909.849243 Iteration 7F: 3 clusters Score -923646.3 nChanged 1134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1640 members Mstep: Class 2 contains 20350 members Entering Unmasked Estep Score: -924715.062500 Penalty: 909.849243 Iteration 8F: 3 clusters Score -924715.1 nChanged 723 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 21069 members Entering Unmasked Estep Score: -925392.062500 Penalty: 909.849243 Iteration 9Q: 3 clusters Score -925392.1 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 21483 members Entering Unmasked Estep Score: -925787.187500 Penalty: 909.849243 Iteration 10Q: 3 clusters Score -925787.2 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 21706 members Entering Unmasked Estep Score: -925996.687500 Penalty: 909.849243 Iteration 11Q: 3 clusters Score -925996.7 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 21813 members Entering Unmasked Estep Score: -926096.937500 Penalty: 909.849243 Iteration 12Q: 3 clusters Score -926096.9 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 21867 members Entering Unmasked Estep Score: -926153.125000 Penalty: 909.849243 Iteration 13Q: 3 clusters Score -926153.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 21893 members Entering Unmasked Estep Score: -926181.500000 Penalty: 909.849243 Iteration 14Q: 3 clusters Score -926181.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 21910 members Entering Unmasked Estep Score: -926194.812500 Penalty: 909.849243 Iteration 15Q: 3 clusters Score -926194.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 21918 members Entering Unmasked Estep Score: -926202.125000 Penalty: 909.849243 Iteration 16Q: 3 clusters Score -926202.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 21925 members Entering Unmasked Estep Score: -926208.125000 Penalty: 909.849243 Iteration 17Q: 3 clusters Score -926208.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 21930 members Entering Unmasked Estep Score: -926215.312500 Penalty: 909.849243 Iteration 18Q: 3 clusters Score -926215.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55 members Mstep: Class 2 contains 21935 members Entering Unmasked Estep Score: -926223.125000 Penalty: 909.849243 Iteration 19Q: 3 clusters Score -926223.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54 members Mstep: Class 2 contains 21936 members Entering Unmasked Estep Score: -926224.062500 Penalty: 909.849243 Iteration 20F: 3 clusters Score -926224.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53 members Mstep: Class 2 contains 21937 members Entering Unmasked Estep Score: -926225.062500 Penalty: 909.849243 Iteration 21Q: 3 clusters Score -926225.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52 members Mstep: Class 2 contains 21938 members Entering Unmasked Estep Score: -926225.375000 Penalty: 909.849243 Iteration 22Q: 3 clusters Score -926225.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51 members Mstep: Class 2 contains 21939 members Entering Unmasked Estep Score: -926227.187500 Penalty: 909.849243 Iteration 23Q: 3 clusters Score -926227.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50 members Mstep: Class 2 contains 21940 members Entering Unmasked Estep Score: -926227.187500 Penalty: 909.849243 Iteration 24Q: 3 clusters Score -926227.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50 members Mstep: Class 2 contains 21940 members Entering Unmasked Estep Score: -926227.187500 Penalty: 909.849243 Iteration 25F: 3 clusters Score -926227.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (413 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Entering Unmasked Estep Score: -14425.650391 Penalty: 274.066864 Iteration 0F: 2 clusters Score -14425.65 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -13991.257812 Penalty: 548.133728 Iteration 0F: 3 clusters Score -13991.26 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -14123.109375 Penalty: 548.133728 Iteration 1F: 3 clusters Score -14123.11 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -14182.716797 Penalty: 548.133728 Iteration 2F: 3 clusters Score -14182.72 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -14256.732422 Penalty: 548.133728 Iteration 3F: 3 clusters Score -14256.73 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -14349.186523 Penalty: 548.133728 Iteration 4F: 3 clusters Score -14349.19 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -14439.855469 Penalty: 548.133728 Iteration 5F: 3 clusters Score -14439.86 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -14468.237305 Penalty: 548.133728 Iteration 6Q: 3 clusters Score -14468.24 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -14489.057617 Penalty: 548.133728 Iteration 7Q: 3 clusters Score -14489.06 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -14496.308594 Penalty: 548.133728 Iteration 8Q: 3 clusters Score -14496.31 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -14499.380859 Penalty: 548.133728 Iteration 9Q: 3 clusters Score -14499.38 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -14499.380859 Penalty: 548.133728 Iteration 10F: 3 clusters Score -14499.38 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 1866 members Mstep: Class 3 contains 21990 members Mstep: Class 4 contains 212 members Mstep: Class 5 contains 1062 members Mstep: Class 6 contains 6579 members Mstep: Class 7 contains 622 members Mstep: Class 8 contains 3054 members Mstep: Class 9 contains 15029 members Mstep: Class 10 contains 30569 members Mstep: Class 11 contains 1237 members Mstep: Class 12 contains 4991 members Mstep: Class 13 contains 132 members Mstep: Class 14 contains 1585 members Mstep: Class 15 contains 211 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 1248 members Mstep: Class 18 contains 6025 members Mstep: Class 19 contains 17975 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 251323 members Mstep: Class 22 contains 694 members Mstep: Class 23 contains 132 members Mstep: Class 24 contains 754 members Mstep: Class 25 contains 354 members Mstep: Class 26 contains 149 members Mstep: Class 27 contains 163 members Mstep: Class 28 contains 201 members Entering Unmasked Estep Score: -15547272.000000 Penalty: 16332.439453 Splitting cluster 4 changes total score from -15547505.000000 to -15547272.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 5 (1062 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Entering Unmasked Estep Score: -48508.738281 Penalty: 317.039886 Iteration 0F: 2 clusters Score -48508.74 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -47660.027344 Penalty: 634.079773 Iteration 0F: 3 clusters Score -47660.03 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -47870.953125 Penalty: 634.079773 Iteration 1F: 3 clusters Score -47870.95 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -47905.191406 Penalty: 634.079773 Iteration 2F: 3 clusters Score -47905.19 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -47931.941406 Penalty: 634.079773 Iteration 3F: 3 clusters Score -47931.94 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -47949.714844 Penalty: 634.079773 Iteration 4Q: 3 clusters Score -47949.71 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -47964.308594 Penalty: 634.079773 Iteration 5Q: 3 clusters Score -47964.31 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -47974.976562 Penalty: 634.079773 Iteration 6Q: 3 clusters Score -47974.98 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -47981.035156 Penalty: 634.079773 Iteration 7Q: 3 clusters Score -47981.04 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -47989.988281 Penalty: 634.079773 Iteration 8Q: 3 clusters Score -47989.99 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -47995.542969 Penalty: 634.079773 Iteration 9Q: 3 clusters Score -47995.54 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -48003.027344 Penalty: 634.079773 Iteration 10Q: 3 clusters Score -48003.03 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -48009.183594 Penalty: 634.079773 Iteration 11Q: 3 clusters Score -48009.18 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -48016.074219 Penalty: 634.079773 Iteration 12Q: 3 clusters Score -48016.07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -48029.628906 Penalty: 634.079773 Iteration 13Q: 3 clusters Score -48029.63 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -48046.417969 Penalty: 634.079773 Iteration 14Q: 3 clusters Score -48046.42 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -48066.222656 Penalty: 634.079773 Iteration 15Q: 3 clusters Score -48066.22 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -48079.371094 Penalty: 634.079773 Iteration 16Q: 3 clusters Score -48079.37 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -48087.347656 Penalty: 634.079773 Iteration 17Q: 3 clusters Score -48087.35 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -48093.347656 Penalty: 634.079773 Iteration 18Q: 3 clusters Score -48093.35 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -48098.648438 Penalty: 634.079773 Iteration 19Q: 3 clusters Score -48098.65 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -48106.144531 Penalty: 634.079773 Iteration 20F: 3 clusters Score -48106.14 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -48113.699219 Penalty: 634.079773 Iteration 21Q: 3 clusters Score -48113.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -48117.871094 Penalty: 634.079773 Iteration 22Q: 3 clusters Score -48117.87 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -48120.667969 Penalty: 634.079773 Iteration 23Q: 3 clusters Score -48120.67 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -48126.113281 Penalty: 634.079773 Iteration 24Q: 3 clusters Score -48126.11 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -48132.996094 Penalty: 634.079773 Iteration 25Q: 3 clusters Score -48133 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -48139.980469 Penalty: 634.079773 Iteration 26Q: 3 clusters Score -48139.98 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -48148.753906 Penalty: 634.079773 Iteration 27Q: 3 clusters Score -48148.75 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -48157.035156 Penalty: 634.079773 Iteration 28Q: 3 clusters Score -48157.04 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -48159.820312 Penalty: 634.079773 Iteration 29Q: 3 clusters Score -48159.82 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -48163.656250 Penalty: 634.079773 Iteration 30Q: 3 clusters Score -48163.66 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -48173.859375 Penalty: 634.079773 Iteration 31Q: 3 clusters Score -48173.86 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -48178.242188 Penalty: 634.079773 Iteration 32Q: 3 clusters Score -48178.24 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -48179.687500 Penalty: 634.079773 Iteration 33Q: 3 clusters Score -48179.69 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -48180.468750 Penalty: 634.079773 Iteration 34Q: 3 clusters Score -48180.47 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -48180.746094 Penalty: 634.079773 Iteration 35Q: 3 clusters Score -48180.75 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -48180.746094 Penalty: 634.079773 Iteration 36F: 3 clusters Score -48180.75 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (6579 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6579 members Entering Unmasked Estep Score: -286651.531250 Penalty: 400.019531 Iteration 0F: 2 clusters Score -286651.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3174 members Mstep: Class 2 contains 3405 members Entering Unmasked Estep Score: -282187.062500 Penalty: 800.039062 Iteration 0F: 3 clusters Score -282187.1 nChanged 3022 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2108 members Mstep: Class 2 contains 4471 members Entering Unmasked Estep Score: -284255.687500 Penalty: 800.039062 Iteration 1F: 3 clusters Score -284255.7 nChanged 570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1554 members Mstep: Class 2 contains 5025 members Entering Unmasked Estep Score: -284733.968750 Penalty: 800.039062 Iteration 2F: 3 clusters Score -284734 nChanged 597 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 5620 members Entering Unmasked Estep Score: -285316.531250 Penalty: 800.039062 Iteration 3F: 3 clusters Score -285316.5 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 6100 members Entering Unmasked Estep Score: -285825.781250 Penalty: 800.039062 Iteration 4F: 3 clusters Score -285825.8 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 6384 members Entering Unmasked Estep Score: -286125.281250 Penalty: 800.039062 Iteration 5Q: 3 clusters Score -286125.3 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 6487 members Entering Unmasked Estep Score: -286227.406250 Penalty: 800.039062 Iteration 6Q: 3 clusters Score -286227.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 6521 members Entering Unmasked Estep Score: -286273.968750 Penalty: 800.039062 Iteration 7Q: 3 clusters Score -286274 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50 members Mstep: Class 2 contains 6529 members Entering Unmasked Estep Score: -286296.437500 Penalty: 800.039062 Iteration 8Q: 3 clusters Score -286296.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48 members Mstep: Class 2 contains 6531 members Entering Unmasked Estep Score: -286300.406250 Penalty: 800.039062 Iteration 9Q: 3 clusters Score -286300.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46 members Mstep: Class 2 contains 6533 members Entering Unmasked Estep Score: -286304.718750 Penalty: 800.039062 Iteration 10Q: 3 clusters Score -286304.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45 members Mstep: Class 2 contains 6534 members Entering Unmasked Estep Score: -286306.812500 Penalty: 800.039062 Iteration 11Q: 3 clusters Score -286306.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46 members Mstep: Class 2 contains 6533 members Entering Unmasked Estep Score: -286306.937500 Penalty: 800.039062 Iteration 12Q: 3 clusters Score -286306.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46 members Mstep: Class 2 contains 6533 members Entering Unmasked Estep Score: -286306.937500 Penalty: 800.039062 Iteration 13F: 3 clusters Score -286306.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (622 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Entering Unmasked Estep Score: -30048.873047 Penalty: 292.698761 Iteration 0F: 2 clusters Score -30048.87 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -29498.744141 Penalty: 585.397522 Iteration 0F: 3 clusters Score -29498.74 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -29625.849609 Penalty: 585.397522 Iteration 1F: 3 clusters Score -29625.85 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -29654.591797 Penalty: 585.397522 Iteration 2F: 3 clusters Score -29654.59 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -29674.074219 Penalty: 585.397522 Iteration 3Q: 3 clusters Score -29674.07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -29684.552734 Penalty: 585.397522 Iteration 4Q: 3 clusters Score -29684.55 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -29687.464844 Penalty: 585.397522 Iteration 5Q: 3 clusters Score -29687.46 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -29691.802734 Penalty: 585.397522 Iteration 6Q: 3 clusters Score -29691.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -29695.279297 Penalty: 585.397522 Iteration 7Q: 3 clusters Score -29695.28 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -29700.626953 Penalty: 585.397522 Iteration 8Q: 3 clusters Score -29700.63 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -29701.988281 Penalty: 585.397522 Iteration 9Q: 3 clusters Score -29701.99 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -29703.656250 Penalty: 585.397522 Iteration 10Q: 3 clusters Score -29703.66 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -29705.539062 Penalty: 585.397522 Iteration 11Q: 3 clusters Score -29705.54 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -29707.375000 Penalty: 585.397522 Iteration 12Q: 3 clusters Score -29707.38 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -29708.353516 Penalty: 585.397522 Iteration 13Q: 3 clusters Score -29708.35 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -29709.023438 Penalty: 585.397522 Iteration 14Q: 3 clusters Score -29709.02 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -29709.769531 Penalty: 585.397522 Iteration 15Q: 3 clusters Score -29709.77 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -29710.933594 Penalty: 585.397522 Iteration 16Q: 3 clusters Score -29710.93 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -29711.527344 Penalty: 585.397522 Iteration 17Q: 3 clusters Score -29711.53 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -29711.527344 Penalty: 585.397522 Iteration 18F: 3 clusters Score -29711.53 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (3054 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3054 members Entering Unmasked Estep Score: -127354.320312 Penalty: 365.101410 Iteration 0F: 2 clusters Score -127354.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 1509 members Entering Unmasked Estep Score: -125216.289062 Penalty: 730.202820 Iteration 0F: 3 clusters Score -125216.3 nChanged 1325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1562 members Mstep: Class 2 contains 1492 members Entering Unmasked Estep Score: -125940.648438 Penalty: 730.202820 Iteration 1F: 3 clusters Score -125940.6 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1562 members Mstep: Class 2 contains 1492 members Entering Unmasked Estep Score: -126050.593750 Penalty: 730.202820 Iteration 2F: 3 clusters Score -126050.6 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1557 members Mstep: Class 2 contains 1497 members Entering Unmasked Estep Score: -126175.343750 Penalty: 730.202820 Iteration 3F: 3 clusters Score -126175.3 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 1514 members Entering Unmasked Estep Score: -126301.539062 Penalty: 730.202820 Iteration 4F: 3 clusters Score -126301.5 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1531 members Mstep: Class 2 contains 1523 members Entering Unmasked Estep Score: -126399.671875 Penalty: 730.202820 Iteration 5F: 3 clusters Score -126399.7 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1535 members Mstep: Class 2 contains 1519 members Entering Unmasked Estep Score: -126464.726562 Penalty: 730.202820 Iteration 6Q: 3 clusters Score -126464.7 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1550 members Mstep: Class 2 contains 1504 members Entering Unmasked Estep Score: -126535.828125 Penalty: 730.202820 Iteration 7Q: 3 clusters Score -126535.8 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1578 members Mstep: Class 2 contains 1476 members Entering Unmasked Estep Score: -126595.945312 Penalty: 730.202820 Iteration 8Q: 3 clusters Score -126595.9 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1598 members Mstep: Class 2 contains 1456 members Entering Unmasked Estep Score: -126658.539062 Penalty: 730.202820 Iteration 9Q: 3 clusters Score -126658.5 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1635 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -126717.960938 Penalty: 730.202820 Iteration 10Q: 3 clusters Score -126718 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1673 members Mstep: Class 2 contains 1381 members Entering Unmasked Estep Score: -126771.453125 Penalty: 730.202820 Iteration 11Q: 3 clusters Score -126771.5 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1712 members Mstep: Class 2 contains 1342 members Entering Unmasked Estep Score: -126810.421875 Penalty: 730.202820 Iteration 12Q: 3 clusters Score -126810.4 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1753 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -126840.945312 Penalty: 730.202820 Iteration 13Q: 3 clusters Score -126840.9 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1803 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -126867.734375 Penalty: 730.202820 Iteration 14Q: 3 clusters Score -126867.7 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1851 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -126890.421875 Penalty: 730.202820 Iteration 15Q: 3 clusters Score -126890.4 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1895 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -126910.632812 Penalty: 730.202820 Iteration 16Q: 3 clusters Score -126910.6 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1946 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -126933.953125 Penalty: 730.202820 Iteration 17Q: 3 clusters Score -126934 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2001 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -126960.398438 Penalty: 730.202820 Iteration 18Q: 3 clusters Score -126960.4 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2058 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -126984.968750 Penalty: 730.202820 Iteration 19Q: 3 clusters Score -126985 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2107 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -127002.773438 Penalty: 730.202820 Iteration 20F: 3 clusters Score -127002.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2161 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -127028.093750 Penalty: 730.202820 Iteration 21Q: 3 clusters Score -127028.1 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2208 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -127044.640625 Penalty: 730.202820 Iteration 22Q: 3 clusters Score -127044.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2249 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -127057.695312 Penalty: 730.202820 Iteration 23Q: 3 clusters Score -127057.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2281 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -127070.296875 Penalty: 730.202820 Iteration 24Q: 3 clusters Score -127070.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2305 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -127078.679688 Penalty: 730.202820 Iteration 25Q: 3 clusters Score -127078.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2327 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -127085.460938 Penalty: 730.202820 Iteration 26Q: 3 clusters Score -127085.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2345 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -127090.078125 Penalty: 730.202820 Iteration 27Q: 3 clusters Score -127090.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2362 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -127093.984375 Penalty: 730.202820 Iteration 28Q: 3 clusters Score -127094 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2378 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -127097.968750 Penalty: 730.202820 Iteration 29Q: 3 clusters Score -127098 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2389 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -127100.695312 Penalty: 730.202820 Iteration 30Q: 3 clusters Score -127100.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2395 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -127101.804688 Penalty: 730.202820 Iteration 31Q: 3 clusters Score -127101.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2399 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -127102.171875 Penalty: 730.202820 Iteration 32Q: 3 clusters Score -127102.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2400 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -127103.179688 Penalty: 730.202820 Iteration 33Q: 3 clusters Score -127103.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2404 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -127104.500000 Penalty: 730.202820 Iteration 34Q: 3 clusters Score -127104.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2407 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -127104.976562 Penalty: 730.202820 Iteration 35Q: 3 clusters Score -127105 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2412 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -127105.671875 Penalty: 730.202820 Iteration 36Q: 3 clusters Score -127105.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2414 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -127106.414062 Penalty: 730.202820 Iteration 37Q: 3 clusters Score -127106.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2416 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -127106.773438 Penalty: 730.202820 Iteration 38Q: 3 clusters Score -127106.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2419 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -127107.164062 Penalty: 730.202820 Iteration 39Q: 3 clusters Score -127107.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2423 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -127108.421875 Penalty: 730.202820 Iteration 40F: 3 clusters Score -127108.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2428 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -127109.390625 Penalty: 730.202820 Iteration 41Q: 3 clusters Score -127109.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2432 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -127110.046875 Penalty: 730.202820 Iteration 42Q: 3 clusters Score -127110 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2436 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -127111.125000 Penalty: 730.202820 Iteration 43Q: 3 clusters Score -127111.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2439 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -127111.601562 Penalty: 730.202820 Iteration 44Q: 3 clusters Score -127111.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2444 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -127112.390625 Penalty: 730.202820 Iteration 45Q: 3 clusters Score -127112.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2448 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -127112.750000 Penalty: 730.202820 Iteration 46Q: 3 clusters Score -127112.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2450 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -127113.812500 Penalty: 730.202820 Iteration 47Q: 3 clusters Score -127113.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2453 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -127114.781250 Penalty: 730.202820 Iteration 48Q: 3 clusters Score -127114.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2457 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -127116.046875 Penalty: 730.202820 Iteration 49Q: 3 clusters Score -127116 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2463 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -127116.781250 Penalty: 730.202820 Iteration 50Q: 3 clusters Score -127116.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2465 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -127117.164062 Penalty: 730.202820 Iteration 51Q: 3 clusters Score -127117.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2469 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -127117.531250 Penalty: 730.202820 Iteration 52Q: 3 clusters Score -127117.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2473 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -127118.554688 Penalty: 730.202820 Iteration 53Q: 3 clusters Score -127118.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2475 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -127118.500000 Penalty: 730.202820 Iteration 54Q: 3 clusters Score -127118.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2475 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -127118.500000 Penalty: 730.202820 Iteration 55F: 3 clusters Score -127118.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (15029 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15029 members Entering Unmasked Estep Score: -692171.062500 Penalty: 437.607025 Iteration 0F: 2 clusters Score -692171.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7632 members Mstep: Class 2 contains 7397 members Entering Unmasked Estep Score: -682297.875000 Penalty: 875.214050 Iteration 0F: 3 clusters Score -682297.9 nChanged 7031 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8927 members Mstep: Class 2 contains 6102 members Entering Unmasked Estep Score: -686884.125000 Penalty: 875.214050 Iteration 1F: 3 clusters Score -686884.1 nChanged 1208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9715 members Mstep: Class 2 contains 5314 members Entering Unmasked Estep Score: -687744.437500 Penalty: 875.214050 Iteration 2F: 3 clusters Score -687744.4 nChanged 1300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10657 members Mstep: Class 2 contains 4372 members Entering Unmasked Estep Score: -688814.937500 Penalty: 875.214050 Iteration 3F: 3 clusters Score -688814.9 nChanged 1175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11544 members Mstep: Class 2 contains 3485 members Entering Unmasked Estep Score: -689954.812500 Penalty: 875.214050 Iteration 4F: 3 clusters Score -689954.8 nChanged 849 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12147 members Mstep: Class 2 contains 2882 members Entering Unmasked Estep Score: -690821.937500 Penalty: 875.214050 Iteration 5F: 3 clusters Score -690821.9 nChanged 533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12474 members Mstep: Class 2 contains 2555 members Entering Unmasked Estep Score: -691205.500000 Penalty: 875.214050 Iteration 6Q: 3 clusters Score -691205.5 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12686 members Mstep: Class 2 contains 2343 members Entering Unmasked Estep Score: -691340.250000 Penalty: 875.214050 Iteration 7Q: 3 clusters Score -691340.2 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12848 members Mstep: Class 2 contains 2181 members Entering Unmasked Estep Score: -691416.062500 Penalty: 875.214050 Iteration 8Q: 3 clusters Score -691416.1 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13001 members Mstep: Class 2 contains 2028 members Entering Unmasked Estep Score: -691475.062500 Penalty: 875.214050 Iteration 9Q: 3 clusters Score -691475.1 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13131 members Mstep: Class 2 contains 1898 members Entering Unmasked Estep Score: -691521.500000 Penalty: 875.214050 Iteration 10Q: 3 clusters Score -691521.5 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13233 members Mstep: Class 2 contains 1796 members Entering Unmasked Estep Score: -691556.250000 Penalty: 875.214050 Iteration 11Q: 3 clusters Score -691556.2 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13325 members Mstep: Class 2 contains 1704 members Entering Unmasked Estep Score: -691583.500000 Penalty: 875.214050 Iteration 12Q: 3 clusters Score -691583.5 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13421 members Mstep: Class 2 contains 1608 members Entering Unmasked Estep Score: -691615.125000 Penalty: 875.214050 Iteration 13Q: 3 clusters Score -691615.1 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13500 members Mstep: Class 2 contains 1529 members Entering Unmasked Estep Score: -691639.562500 Penalty: 875.214050 Iteration 14Q: 3 clusters Score -691639.6 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13574 members Mstep: Class 2 contains 1455 members Entering Unmasked Estep Score: -691655.125000 Penalty: 875.214050 Iteration 15Q: 3 clusters Score -691655.1 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13640 members Mstep: Class 2 contains 1389 members Entering Unmasked Estep Score: -691670.500000 Penalty: 875.214050 Iteration 16Q: 3 clusters Score -691670.5 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13702 members Mstep: Class 2 contains 1327 members Entering Unmasked Estep Score: -691685.312500 Penalty: 875.214050 Iteration 17Q: 3 clusters Score -691685.3 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13757 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -691699.125000 Penalty: 875.214050 Iteration 18Q: 3 clusters Score -691699.1 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13811 members Mstep: Class 2 contains 1218 members Entering Unmasked Estep Score: -691711.937500 Penalty: 875.214050 Iteration 19Q: 3 clusters Score -691711.9 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13861 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -691726.125000 Penalty: 875.214050 Iteration 20F: 3 clusters Score -691726.1 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13915 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -691739.312500 Penalty: 875.214050 Iteration 21Q: 3 clusters Score -691739.3 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13964 members Mstep: Class 2 contains 1065 members Entering Unmasked Estep Score: -691754.312500 Penalty: 875.214050 Iteration 22Q: 3 clusters Score -691754.3 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14005 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -691765.000000 Penalty: 875.214050 Iteration 23Q: 3 clusters Score -691765 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14037 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -691771.812500 Penalty: 875.214050 Iteration 24Q: 3 clusters Score -691771.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14068 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -691778.750000 Penalty: 875.214050 Iteration 25Q: 3 clusters Score -691778.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14088 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -691781.875000 Penalty: 875.214050 Iteration 26Q: 3 clusters Score -691781.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14100 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -691782.875000 Penalty: 875.214050 Iteration 27Q: 3 clusters Score -691782.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14112 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -691784.375000 Penalty: 875.214050 Iteration 28Q: 3 clusters Score -691784.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14124 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -691787.125000 Penalty: 875.214050 Iteration 29Q: 3 clusters Score -691787.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14134 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -691789.000000 Penalty: 875.214050 Iteration 30Q: 3 clusters Score -691789 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14145 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -691790.687500 Penalty: 875.214050 Iteration 31Q: 3 clusters Score -691790.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14162 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -691794.625000 Penalty: 875.214050 Iteration 32Q: 3 clusters Score -691794.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14173 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -691796.187500 Penalty: 875.214050 Iteration 33Q: 3 clusters Score -691796.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14183 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -691798.500000 Penalty: 875.214050 Iteration 34Q: 3 clusters Score -691798.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14198 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -691802.750000 Penalty: 875.214050 Iteration 35Q: 3 clusters Score -691802.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14214 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -691804.812500 Penalty: 875.214050 Iteration 36Q: 3 clusters Score -691804.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14222 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -691806.187500 Penalty: 875.214050 Iteration 37Q: 3 clusters Score -691806.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14235 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -691809.000000 Penalty: 875.214050 Iteration 38Q: 3 clusters Score -691809 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14249 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -691812.625000 Penalty: 875.214050 Iteration 39Q: 3 clusters Score -691812.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14262 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -691816.312500 Penalty: 875.214050 Iteration 40F: 3 clusters Score -691816.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14277 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -691821.437500 Penalty: 875.214050 Iteration 41Q: 3 clusters Score -691821.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14289 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -691820.750000 Penalty: 875.214050 Iteration 42Q: 3 clusters Score -691820.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14301 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -691823.625000 Penalty: 875.214050 Iteration 43Q: 3 clusters Score -691823.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14315 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -691826.062500 Penalty: 875.214050 Iteration 44Q: 3 clusters Score -691826.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14329 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -691830.125000 Penalty: 875.214050 Iteration 45Q: 3 clusters Score -691830.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14344 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -691832.187500 Penalty: 875.214050 Iteration 46Q: 3 clusters Score -691832.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14360 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -691836.437500 Penalty: 875.214050 Iteration 47Q: 3 clusters Score -691836.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14380 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -691842.937500 Penalty: 875.214050 Iteration 48Q: 3 clusters Score -691842.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14397 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -691848.625000 Penalty: 875.214050 Iteration 49Q: 3 clusters Score -691848.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14417 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -691857.437500 Penalty: 875.214050 Iteration 50Q: 3 clusters Score -691857.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14440 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -691865.437500 Penalty: 875.214050 Iteration 51Q: 3 clusters Score -691865.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14458 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -691869.687500 Penalty: 875.214050 Iteration 52Q: 3 clusters Score -691869.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14481 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -691877.250000 Penalty: 875.214050 Iteration 53Q: 3 clusters Score -691877.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14500 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -691880.812500 Penalty: 875.214050 Iteration 54Q: 3 clusters Score -691880.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14512 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -691882.000000 Penalty: 875.214050 Iteration 55Q: 3 clusters Score -691882 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14518 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -691882.187500 Penalty: 875.214050 Iteration 56Q: 3 clusters Score -691882.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14521 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -691882.875000 Penalty: 875.214050 Iteration 57Q: 3 clusters Score -691882.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14525 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -691882.375000 Penalty: 875.214050 Iteration 58Q: 3 clusters Score -691882.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14530 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -691883.812500 Penalty: 875.214050 Iteration 59Q: 3 clusters Score -691883.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14532 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -691883.437500 Penalty: 875.214050 Iteration 60F: 3 clusters Score -691883.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14534 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -691884.500000 Penalty: 875.214050 Iteration 61Q: 3 clusters Score -691884.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14535 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -691884.875000 Penalty: 875.214050 Iteration 62Q: 3 clusters Score -691884.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14538 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -691886.125000 Penalty: 875.214050 Iteration 63Q: 3 clusters Score -691886.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14540 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -691886.000000 Penalty: 875.214050 Iteration 64Q: 3 clusters Score -691886 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14540 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -691886.000000 Penalty: 875.214050 Iteration 65F: 3 clusters Score -691886 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (30569 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30569 members Entering Unmasked Estep Score: -1347056.625000 Penalty: 469.912231 Iteration 0F: 2 clusters Score -1347057 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15383 members Mstep: Class 2 contains 15186 members Entering Unmasked Estep Score: -1326597.375000 Penalty: 939.824463 Iteration 0F: 3 clusters Score -1326597 nChanged 14848 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17871 members Mstep: Class 2 contains 12698 members Entering Unmasked Estep Score: -1335261.375000 Penalty: 939.824463 Iteration 1F: 3 clusters Score -1335261 nChanged 1700 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19391 members Mstep: Class 2 contains 11178 members Entering Unmasked Estep Score: -1336038.375000 Penalty: 939.824463 Iteration 2F: 3 clusters Score -1336038 nChanged 2299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21612 members Mstep: Class 2 contains 8957 members Entering Unmasked Estep Score: -1337534.125000 Penalty: 939.824463 Iteration 3F: 3 clusters Score -1337534 nChanged 2790 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24388 members Mstep: Class 2 contains 6181 members Entering Unmasked Estep Score: -1340000.125000 Penalty: 939.824463 Iteration 4F: 3 clusters Score -1340000 nChanged 2843 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27229 members Mstep: Class 2 contains 3340 members Entering Unmasked Estep Score: -1343024.375000 Penalty: 939.824463 Iteration 5F: 3 clusters Score -1343024 nChanged 2046 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29271 members Mstep: Class 2 contains 1298 members Entering Unmasked Estep Score: -1345295.500000 Penalty: 939.824463 Iteration 6F: 3 clusters Score -1345296 nChanged 944 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30215 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -1346274.875000 Penalty: 939.824463 Iteration 7Q: 3 clusters Score -1346275 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30466 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -1346514.625000 Penalty: 939.824463 Iteration 8Q: 3 clusters Score -1346515 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30525 members Mstep: Class 2 contains 44 members Entering Unmasked Estep Score: -1346585.125000 Penalty: 939.824463 Iteration 9Q: 3 clusters Score -1346585 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30540 members Mstep: Class 2 contains 29 members Entering Unmasked Estep Score: -1346622.500000 Penalty: 939.824463 Iteration 10Q: 3 clusters Score -1346622 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30540 members Mstep: Class 2 contains 29 members Entering Unmasked Estep Score: -1346622.500000 Penalty: 939.824463 Iteration 11F: 3 clusters Score -1346622 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (1237 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Entering Unmasked Estep Score: -49385.585938 Penalty: 323.980225 Iteration 0F: 2 clusters Score -49385.59 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -48419.941406 Penalty: 647.960449 Iteration 0F: 3 clusters Score -48419.94 nChanged 497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -48723.402344 Penalty: 647.960449 Iteration 1F: 3 clusters Score -48723.4 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -48781.082031 Penalty: 647.960449 Iteration 2F: 3 clusters Score -48781.08 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -48819.164062 Penalty: 647.960449 Iteration 3Q: 3 clusters Score -48819.16 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -48856.734375 Penalty: 647.960449 Iteration 4Q: 3 clusters Score -48856.73 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -48888.222656 Penalty: 647.960449 Iteration 5Q: 3 clusters Score -48888.22 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -48942.957031 Penalty: 647.960449 Iteration 6Q: 3 clusters Score -48942.96 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -49001.574219 Penalty: 647.960449 Iteration 7F: 3 clusters Score -49001.57 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -49056.664062 Penalty: 647.960449 Iteration 8Q: 3 clusters Score -49056.66 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -49097.281250 Penalty: 647.960449 Iteration 9Q: 3 clusters Score -49097.28 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -49129.496094 Penalty: 647.960449 Iteration 10Q: 3 clusters Score -49129.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -49154.304688 Penalty: 647.960449 Iteration 11Q: 3 clusters Score -49154.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -49163.464844 Penalty: 647.960449 Iteration 12Q: 3 clusters Score -49163.46 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -49169.214844 Penalty: 647.960449 Iteration 13Q: 3 clusters Score -49169.21 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -49172.003906 Penalty: 647.960449 Iteration 14Q: 3 clusters Score -49172 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -49174.023438 Penalty: 647.960449 Iteration 15Q: 3 clusters Score -49174.02 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -49178.171875 Penalty: 647.960449 Iteration 16Q: 3 clusters Score -49178.17 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -49179.914062 Penalty: 647.960449 Iteration 17Q: 3 clusters Score -49179.91 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -49182.359375 Penalty: 647.960449 Iteration 18Q: 3 clusters Score -49182.36 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -49183.332031 Penalty: 647.960449 Iteration 19Q: 3 clusters Score -49183.33 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -49183.433594 Penalty: 647.960449 Iteration 20F: 3 clusters Score -49183.43 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -49183.925781 Penalty: 647.960449 Iteration 21Q: 3 clusters Score -49183.93 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -49184.808594 Penalty: 647.960449 Iteration 22Q: 3 clusters Score -49184.81 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -49185.925781 Penalty: 647.960449 Iteration 23Q: 3 clusters Score -49185.93 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -49187.609375 Penalty: 647.960449 Iteration 24Q: 3 clusters Score -49187.61 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -49189.382812 Penalty: 647.960449 Iteration 25Q: 3 clusters Score -49189.38 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -49190.023438 Penalty: 647.960449 Iteration 26Q: 3 clusters Score -49190.02 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -49191.140625 Penalty: 647.960449 Iteration 27Q: 3 clusters Score -49191.14 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -49191.296875 Penalty: 647.960449 Iteration 28Q: 3 clusters Score -49191.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -49191.488281 Penalty: 647.960449 Iteration 29Q: 3 clusters Score -49191.49 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -49191.488281 Penalty: 647.960449 Iteration 30F: 3 clusters Score -49191.49 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (4991 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4991 members Entering Unmasked Estep Score: -235734.031250 Penalty: 387.450317 Iteration 0F: 2 clusters Score -235734 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2513 members Mstep: Class 2 contains 2478 members Entering Unmasked Estep Score: -232317.453125 Penalty: 774.900635 Iteration 0F: 3 clusters Score -232317.5 nChanged 2267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2626 members Mstep: Class 2 contains 2365 members Entering Unmasked Estep Score: -233635.812500 Penalty: 774.900635 Iteration 1F: 3 clusters Score -233635.8 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2669 members Mstep: Class 2 contains 2322 members Entering Unmasked Estep Score: -233776.750000 Penalty: 774.900635 Iteration 2F: 3 clusters Score -233776.8 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2689 members Mstep: Class 2 contains 2302 members Entering Unmasked Estep Score: -233932.625000 Penalty: 774.900635 Iteration 3F: 3 clusters Score -233932.6 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2704 members Mstep: Class 2 contains 2287 members Entering Unmasked Estep Score: -234080.859375 Penalty: 774.900635 Iteration 4F: 3 clusters Score -234080.9 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2720 members Mstep: Class 2 contains 2271 members Entering Unmasked Estep Score: -234227.968750 Penalty: 774.900635 Iteration 5F: 3 clusters Score -234228 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2717 members Mstep: Class 2 contains 2274 members Entering Unmasked Estep Score: -234386.093750 Penalty: 774.900635 Iteration 6F: 3 clusters Score -234386.1 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2703 members Mstep: Class 2 contains 2288 members Entering Unmasked Estep Score: -234589.593750 Penalty: 774.900635 Iteration 7F: 3 clusters Score -234589.6 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2695 members Mstep: Class 2 contains 2296 members Entering Unmasked Estep Score: -234794.093750 Penalty: 774.900635 Iteration 8F: 3 clusters Score -234794.1 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2675 members Mstep: Class 2 contains 2316 members Entering Unmasked Estep Score: -234897.406250 Penalty: 774.900635 Iteration 9Q: 3 clusters Score -234897.4 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2684 members Mstep: Class 2 contains 2307 members Entering Unmasked Estep Score: -234934.937500 Penalty: 774.900635 Iteration 10Q: 3 clusters Score -234934.9 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2705 members Mstep: Class 2 contains 2286 members Entering Unmasked Estep Score: -234958.515625 Penalty: 774.900635 Iteration 11Q: 3 clusters Score -234958.5 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2727 members Mstep: Class 2 contains 2264 members Entering Unmasked Estep Score: -234974.031250 Penalty: 774.900635 Iteration 12Q: 3 clusters Score -234974 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2748 members Mstep: Class 2 contains 2243 members Entering Unmasked Estep Score: -234989.156250 Penalty: 774.900635 Iteration 13Q: 3 clusters Score -234989.2 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2767 members Mstep: Class 2 contains 2224 members Entering Unmasked Estep Score: -234999.859375 Penalty: 774.900635 Iteration 14Q: 3 clusters Score -234999.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2776 members Mstep: Class 2 contains 2215 members Entering Unmasked Estep Score: -235006.171875 Penalty: 774.900635 Iteration 15Q: 3 clusters Score -235006.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2785 members Mstep: Class 2 contains 2206 members Entering Unmasked Estep Score: -235009.781250 Penalty: 774.900635 Iteration 16Q: 3 clusters Score -235009.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2798 members Mstep: Class 2 contains 2193 members Entering Unmasked Estep Score: -235015.062500 Penalty: 774.900635 Iteration 17Q: 3 clusters Score -235015.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2810 members Mstep: Class 2 contains 2181 members Entering Unmasked Estep Score: -235021.859375 Penalty: 774.900635 Iteration 18Q: 3 clusters Score -235021.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2820 members Mstep: Class 2 contains 2171 members Entering Unmasked Estep Score: -235027.140625 Penalty: 774.900635 Iteration 19Q: 3 clusters Score -235027.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2832 members Mstep: Class 2 contains 2159 members Entering Unmasked Estep Score: -235031.406250 Penalty: 774.900635 Iteration 20F: 3 clusters Score -235031.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2842 members Mstep: Class 2 contains 2149 members Entering Unmasked Estep Score: -235036.875000 Penalty: 774.900635 Iteration 21Q: 3 clusters Score -235036.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2857 members Mstep: Class 2 contains 2134 members Entering Unmasked Estep Score: -235044.734375 Penalty: 774.900635 Iteration 22Q: 3 clusters Score -235044.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2869 members Mstep: Class 2 contains 2122 members Entering Unmasked Estep Score: -235046.593750 Penalty: 774.900635 Iteration 23Q: 3 clusters Score -235046.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2874 members Mstep: Class 2 contains 2117 members Entering Unmasked Estep Score: -235048.046875 Penalty: 774.900635 Iteration 24Q: 3 clusters Score -235048 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2882 members Mstep: Class 2 contains 2109 members Entering Unmasked Estep Score: -235049.046875 Penalty: 774.900635 Iteration 25Q: 3 clusters Score -235049 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2887 members Mstep: Class 2 contains 2104 members Entering Unmasked Estep Score: -235048.984375 Penalty: 774.900635 Iteration 26Q: 3 clusters Score -235049 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2895 members Mstep: Class 2 contains 2096 members Entering Unmasked Estep Score: -235050.125000 Penalty: 774.900635 Iteration 27Q: 3 clusters Score -235050.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2904 members Mstep: Class 2 contains 2087 members Entering Unmasked Estep Score: -235051.015625 Penalty: 774.900635 Iteration 28Q: 3 clusters Score -235051 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2907 members Mstep: Class 2 contains 2084 members Entering Unmasked Estep Score: -235051.312500 Penalty: 774.900635 Iteration 29Q: 3 clusters Score -235051.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2911 members Mstep: Class 2 contains 2080 members Entering Unmasked Estep Score: -235051.640625 Penalty: 774.900635 Iteration 30Q: 3 clusters Score -235051.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2918 members Mstep: Class 2 contains 2073 members Entering Unmasked Estep Score: -235052.843750 Penalty: 774.900635 Iteration 31Q: 3 clusters Score -235052.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2925 members Mstep: Class 2 contains 2066 members Entering Unmasked Estep Score: -235053.156250 Penalty: 774.900635 Iteration 32Q: 3 clusters Score -235053.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2931 members Mstep: Class 2 contains 2060 members Entering Unmasked Estep Score: -235053.656250 Penalty: 774.900635 Iteration 33Q: 3 clusters Score -235053.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2938 members Mstep: Class 2 contains 2053 members Entering Unmasked Estep Score: -235054.718750 Penalty: 774.900635 Iteration 34Q: 3 clusters Score -235054.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2950 members Mstep: Class 2 contains 2041 members Entering Unmasked Estep Score: -235055.921875 Penalty: 774.900635 Iteration 35Q: 3 clusters Score -235055.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2959 members Mstep: Class 2 contains 2032 members Entering Unmasked Estep Score: -235056.687500 Penalty: 774.900635 Iteration 36Q: 3 clusters Score -235056.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2964 members Mstep: Class 2 contains 2027 members Entering Unmasked Estep Score: -235057.437500 Penalty: 774.900635 Iteration 37Q: 3 clusters Score -235057.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2974 members Mstep: Class 2 contains 2017 members Entering Unmasked Estep Score: -235059.484375 Penalty: 774.900635 Iteration 38Q: 3 clusters Score -235059.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2986 members Mstep: Class 2 contains 2005 members Entering Unmasked Estep Score: -235060.562500 Penalty: 774.900635 Iteration 39Q: 3 clusters Score -235060.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2997 members Mstep: Class 2 contains 1994 members Entering Unmasked Estep Score: -235061.796875 Penalty: 774.900635 Iteration 40F: 3 clusters Score -235061.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3006 members Mstep: Class 2 contains 1985 members Entering Unmasked Estep Score: -235062.328125 Penalty: 774.900635 Iteration 41Q: 3 clusters Score -235062.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3013 members Mstep: Class 2 contains 1978 members Entering Unmasked Estep Score: -235062.656250 Penalty: 774.900635 Iteration 42Q: 3 clusters Score -235062.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3020 members Mstep: Class 2 contains 1971 members Entering Unmasked Estep Score: -235064.046875 Penalty: 774.900635 Iteration 43Q: 3 clusters Score -235064 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3026 members Mstep: Class 2 contains 1965 members Entering Unmasked Estep Score: -235064.562500 Penalty: 774.900635 Iteration 44Q: 3 clusters Score -235064.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3029 members Mstep: Class 2 contains 1962 members Entering Unmasked Estep Score: -235065.062500 Penalty: 774.900635 Iteration 45Q: 3 clusters Score -235065.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3030 members Mstep: Class 2 contains 1961 members Entering Unmasked Estep Score: -235065.109375 Penalty: 774.900635 Iteration 46Q: 3 clusters Score -235065.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3036 members Mstep: Class 2 contains 1955 members Entering Unmasked Estep Score: -235065.890625 Penalty: 774.900635 Iteration 47Q: 3 clusters Score -235065.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3036 members Mstep: Class 2 contains 1955 members Entering Unmasked Estep Score: -235067.187500 Penalty: 774.900635 Iteration 48Q: 3 clusters Score -235067.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3040 members Mstep: Class 2 contains 1951 members Entering Unmasked Estep Score: -235068.000000 Penalty: 774.900635 Iteration 49Q: 3 clusters Score -235068 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3039 members Mstep: Class 2 contains 1952 members Entering Unmasked Estep Score: -235068.687500 Penalty: 774.900635 Iteration 50Q: 3 clusters Score -235068.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3041 members Mstep: Class 2 contains 1950 members Entering Unmasked Estep Score: -235068.687500 Penalty: 774.900635 Iteration 51Q: 3 clusters Score -235068.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3044 members Mstep: Class 2 contains 1947 members Entering Unmasked Estep Score: -235069.437500 Penalty: 774.900635 Iteration 52Q: 3 clusters Score -235069.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3044 members Mstep: Class 2 contains 1947 members Entering Unmasked Estep Score: -235069.875000 Penalty: 774.900635 Iteration 53Q: 3 clusters Score -235069.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3046 members Mstep: Class 2 contains 1945 members Entering Unmasked Estep Score: -235069.500000 Penalty: 774.900635 Iteration 54Q: 3 clusters Score -235069.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3046 members Mstep: Class 2 contains 1945 members Entering Unmasked Estep Score: -235069.500000 Penalty: 774.900635 Iteration 55F: 3 clusters Score -235069.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (132 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Entering Unmasked Estep Score: -5257.753906 Penalty: 222.167496 Iteration 0F: 2 clusters Score -5257.754 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 64 members Entering Unmasked Estep Score: -5019.953125 Penalty: 444.334991 Iteration 0F: 3 clusters Score -5019.953 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -5066.930176 Penalty: 444.334991 Iteration 1F: 3 clusters Score -5066.93 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Mstep: Class 2 contains 55 members Entering Unmasked Estep Score: -5072.685059 Penalty: 444.334991 Iteration 2Q: 3 clusters Score -5072.685 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 54 members Entering Unmasked Estep Score: -5074.721680 Penalty: 444.334991 Iteration 3Q: 3 clusters Score -5074.722 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 53 members Entering Unmasked Estep Score: -5076.349121 Penalty: 444.334991 Iteration 4Q: 3 clusters Score -5076.349 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 53 members Entering Unmasked Estep Score: -5076.349121 Penalty: 444.334991 Iteration 5F: 3 clusters Score -5076.349 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (1585 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1585 members Entering Unmasked Estep Score: -66813.085938 Penalty: 335.259460 Iteration 0F: 2 clusters Score -66813.09 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -65648.179688 Penalty: 670.518921 Iteration 0F: 3 clusters Score -65648.18 nChanged 655 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -66014.023438 Penalty: 670.518921 Iteration 1F: 3 clusters Score -66014.02 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -66078.898438 Penalty: 670.518921 Iteration 2F: 3 clusters Score -66078.9 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -66156.742188 Penalty: 670.518921 Iteration 3F: 3 clusters Score -66156.74 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -66225.476562 Penalty: 670.518921 Iteration 4F: 3 clusters Score -66225.48 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 1247 members Entering Unmasked Estep Score: -66276.429688 Penalty: 670.518921 Iteration 5Q: 3 clusters Score -66276.43 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -66334.867188 Penalty: 670.518921 Iteration 6Q: 3 clusters Score -66334.87 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 1348 members Entering Unmasked Estep Score: -66393.109375 Penalty: 670.518921 Iteration 7Q: 3 clusters Score -66393.11 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 1380 members Entering Unmasked Estep Score: -66438.164062 Penalty: 670.518921 Iteration 8Q: 3 clusters Score -66438.16 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 1400 members Entering Unmasked Estep Score: -66464.101562 Penalty: 670.518921 Iteration 9Q: 3 clusters Score -66464.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 1412 members Entering Unmasked Estep Score: -66478.320312 Penalty: 670.518921 Iteration 10Q: 3 clusters Score -66478.32 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 1417 members Entering Unmasked Estep Score: -66485.242188 Penalty: 670.518921 Iteration 11Q: 3 clusters Score -66485.24 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -66491.664062 Penalty: 670.518921 Iteration 12Q: 3 clusters Score -66491.66 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 1429 members Entering Unmasked Estep Score: -66494.656250 Penalty: 670.518921 Iteration 13Q: 3 clusters Score -66494.66 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 1432 members Entering Unmasked Estep Score: -66495.609375 Penalty: 670.518921 Iteration 14Q: 3 clusters Score -66495.61 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 1432 members Entering Unmasked Estep Score: -66501.101562 Penalty: 670.518921 Iteration 15Q: 3 clusters Score -66501.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 1433 members Entering Unmasked Estep Score: -66513.109375 Penalty: 670.518921 Iteration 16Q: 3 clusters Score -66513.11 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 1432 members Entering Unmasked Estep Score: -66515.554688 Penalty: 670.518921 Iteration 17Q: 3 clusters Score -66515.55 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 1433 members Entering Unmasked Estep Score: -66516.367188 Penalty: 670.518921 Iteration 18Q: 3 clusters Score -66516.37 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 1434 members Entering Unmasked Estep Score: -66517.937500 Penalty: 670.518921 Iteration 19Q: 3 clusters Score -66517.94 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 1435 members Entering Unmasked Estep Score: -66518.273438 Penalty: 670.518921 Iteration 20F: 3 clusters Score -66518.27 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 1437 members Entering Unmasked Estep Score: -66518.890625 Penalty: 670.518921 Iteration 21Q: 3 clusters Score -66518.89 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 1438 members Entering Unmasked Estep Score: -66519.078125 Penalty: 670.518921 Iteration 22Q: 3 clusters Score -66519.08 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 1438 members Entering Unmasked Estep Score: -66519.078125 Penalty: 670.518921 Iteration 23F: 3 clusters Score -66519.08 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (211 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Entering Unmasked Estep Score: -8731.577148 Penalty: 243.509552 Iteration 0F: 2 clusters Score -8731.577 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -8477.043945 Penalty: 487.019104 Iteration 0F: 3 clusters Score -8477.044 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -8532.558594 Penalty: 487.019104 Iteration 1F: 3 clusters Score -8532.559 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -8546.483398 Penalty: 487.019104 Iteration 2F: 3 clusters Score -8546.483 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -8555.792969 Penalty: 487.019104 Iteration 3Q: 3 clusters Score -8555.793 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -8562.445312 Penalty: 487.019104 Iteration 4Q: 3 clusters Score -8562.445 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -8566.423828 Penalty: 487.019104 Iteration 5Q: 3 clusters Score -8566.424 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -8566.423828 Penalty: 487.019104 Iteration 6F: 3 clusters Score -8566.424 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (188 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Entering Unmasked Estep Score: -7848.042480 Penalty: 238.258118 Iteration 0F: 2 clusters Score -7848.042 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -7573.288086 Penalty: 476.516235 Iteration 0F: 3 clusters Score -7573.288 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -7635.429688 Penalty: 476.516235 Iteration 1F: 3 clusters Score -7635.43 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -7644.402344 Penalty: 476.516235 Iteration 2Q: 3 clusters Score -7644.402 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -7647.592285 Penalty: 476.516235 Iteration 3Q: 3 clusters Score -7647.592 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -7647.592285 Penalty: 476.516235 Iteration 4F: 3 clusters Score -7647.592 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (1248 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1248 members Entering Unmasked Estep Score: -53803.113281 Penalty: 324.383057 Iteration 0F: 2 clusters Score -53803.11 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -52833.191406 Penalty: 648.766113 Iteration 0F: 3 clusters Score -52833.19 nChanged 504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -53109.394531 Penalty: 648.766113 Iteration 1F: 3 clusters Score -53109.39 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -53165.632812 Penalty: 648.766113 Iteration 2F: 3 clusters Score -53165.63 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -53198.109375 Penalty: 648.766113 Iteration 3F: 3 clusters Score -53198.11 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -53224.796875 Penalty: 648.766113 Iteration 4Q: 3 clusters Score -53224.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -53245.679688 Penalty: 648.766113 Iteration 5Q: 3 clusters Score -53245.68 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -53267.042969 Penalty: 648.766113 Iteration 6Q: 3 clusters Score -53267.04 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -53285.742188 Penalty: 648.766113 Iteration 7Q: 3 clusters Score -53285.74 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -53313.468750 Penalty: 648.766113 Iteration 8Q: 3 clusters Score -53313.47 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -53325.105469 Penalty: 648.766113 Iteration 9Q: 3 clusters Score -53325.11 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -53341.011719 Penalty: 648.766113 Iteration 10Q: 3 clusters Score -53341.01 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -53359.171875 Penalty: 648.766113 Iteration 11Q: 3 clusters Score -53359.17 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -53381.425781 Penalty: 648.766113 Iteration 12Q: 3 clusters Score -53381.43 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1010 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -53396.730469 Penalty: 648.766113 Iteration 13Q: 3 clusters Score -53396.73 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -53414.253906 Penalty: 648.766113 Iteration 14Q: 3 clusters Score -53414.25 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -53424.253906 Penalty: 648.766113 Iteration 15Q: 3 clusters Score -53424.25 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -53434.246094 Penalty: 648.766113 Iteration 16Q: 3 clusters Score -53434.25 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -53451.609375 Penalty: 648.766113 Iteration 17Q: 3 clusters Score -53451.61 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -53460.968750 Penalty: 648.766113 Iteration 18Q: 3 clusters Score -53460.97 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -53468.835938 Penalty: 648.766113 Iteration 19Q: 3 clusters Score -53468.84 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -53476.011719 Penalty: 648.766113 Iteration 20F: 3 clusters Score -53476.01 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -53484.460938 Penalty: 648.766113 Iteration 21Q: 3 clusters Score -53484.46 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -53493.917969 Penalty: 648.766113 Iteration 22Q: 3 clusters Score -53493.92 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -53505.726562 Penalty: 648.766113 Iteration 23Q: 3 clusters Score -53505.73 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -53511.894531 Penalty: 648.766113 Iteration 24Q: 3 clusters Score -53511.89 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -53514.449219 Penalty: 648.766113 Iteration 25Q: 3 clusters Score -53514.45 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -53516.074219 Penalty: 648.766113 Iteration 26Q: 3 clusters Score -53516.07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -53516.945312 Penalty: 648.766113 Iteration 27Q: 3 clusters Score -53516.95 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -53518.066406 Penalty: 648.766113 Iteration 28Q: 3 clusters Score -53518.07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -53518.550781 Penalty: 648.766113 Iteration 29Q: 3 clusters Score -53518.55 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -53518.902344 Penalty: 648.766113 Iteration 30Q: 3 clusters Score -53518.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -53519.140625 Penalty: 648.766113 Iteration 31Q: 3 clusters Score -53519.14 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -53519.140625 Penalty: 648.766113 Iteration 32F: 3 clusters Score -53519.14 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (6025 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6025 members Entering Unmasked Estep Score: -247297.734375 Penalty: 396.017090 Iteration 0F: 2 clusters Score -247297.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3045 members Mstep: Class 2 contains 2980 members Entering Unmasked Estep Score: -243243.031250 Penalty: 792.034180 Iteration 0F: 3 clusters Score -243243 nChanged 2735 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3590 members Mstep: Class 2 contains 2435 members Entering Unmasked Estep Score: -244905.562500 Penalty: 792.034180 Iteration 1F: 3 clusters Score -244905.6 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3875 members Mstep: Class 2 contains 2150 members Entering Unmasked Estep Score: -245118.390625 Penalty: 792.034180 Iteration 2F: 3 clusters Score -245118.4 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4212 members Mstep: Class 2 contains 1813 members Entering Unmasked Estep Score: -245353.218750 Penalty: 792.034180 Iteration 3F: 3 clusters Score -245353.2 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4595 members Mstep: Class 2 contains 1430 members Entering Unmasked Estep Score: -245652.968750 Penalty: 792.034180 Iteration 4F: 3 clusters Score -245653 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5029 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -246044.343750 Penalty: 792.034180 Iteration 5F: 3 clusters Score -246044.3 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5407 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -246402.234375 Penalty: 792.034180 Iteration 6F: 3 clusters Score -246402.2 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5655 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -246638.484375 Penalty: 792.034180 Iteration 7Q: 3 clusters Score -246638.5 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5816 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -246797.625000 Penalty: 792.034180 Iteration 8Q: 3 clusters Score -246797.6 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5903 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -246890.046875 Penalty: 792.034180 Iteration 9Q: 3 clusters Score -246890 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5929 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -246924.281250 Penalty: 792.034180 Iteration 10Q: 3 clusters Score -246924.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5940 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -246936.046875 Penalty: 792.034180 Iteration 11Q: 3 clusters Score -246936 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5941 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -246941.578125 Penalty: 792.034180 Iteration 12Q: 3 clusters Score -246941.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5942 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -246943.953125 Penalty: 792.034180 Iteration 13Q: 3 clusters Score -246944 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5943 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -246944.765625 Penalty: 792.034180 Iteration 14Q: 3 clusters Score -246944.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5943 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -246946.140625 Penalty: 792.034180 Iteration 15Q: 3 clusters Score -246946.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5946 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -246949.359375 Penalty: 792.034180 Iteration 16Q: 3 clusters Score -246949.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5947 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -246951.859375 Penalty: 792.034180 Iteration 17Q: 3 clusters Score -246951.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5949 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -246954.765625 Penalty: 792.034180 Iteration 18Q: 3 clusters Score -246954.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5949 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -246956.109375 Penalty: 792.034180 Iteration 19Q: 3 clusters Score -246956.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5951 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -246959.906250 Penalty: 792.034180 Iteration 20F: 3 clusters Score -246959.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5953 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -246963.531250 Penalty: 792.034180 Iteration 21Q: 3 clusters Score -246963.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5956 members Mstep: Class 2 contains 69 members Entering Unmasked Estep Score: -246967.906250 Penalty: 792.034180 Iteration 22Q: 3 clusters Score -246967.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5959 members Mstep: Class 2 contains 66 members Entering Unmasked Estep Score: -246970.328125 Penalty: 792.034180 Iteration 23Q: 3 clusters Score -246970.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5961 members Mstep: Class 2 contains 64 members Entering Unmasked Estep Score: -246972.328125 Penalty: 792.034180 Iteration 24Q: 3 clusters Score -246972.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5962 members Mstep: Class 2 contains 63 members Entering Unmasked Estep Score: -246974.734375 Penalty: 792.034180 Iteration 25Q: 3 clusters Score -246974.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5963 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -246978.703125 Penalty: 792.034180 Iteration 26Q: 3 clusters Score -246978.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5962 members Mstep: Class 2 contains 63 members Entering Unmasked Estep Score: -246980.515625 Penalty: 792.034180 Iteration 27Q: 3 clusters Score -246980.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5961 members Mstep: Class 2 contains 64 members Entering Unmasked Estep Score: -246984.453125 Penalty: 792.034180 Iteration 28Q: 3 clusters Score -246984.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5960 members Mstep: Class 2 contains 65 members Entering Unmasked Estep Score: -246984.531250 Penalty: 792.034180 Iteration 29Q: 3 clusters Score -246984.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5960 members Mstep: Class 2 contains 65 members Entering Unmasked Estep Score: -246984.531250 Penalty: 792.034180 Iteration 30F: 3 clusters Score -246984.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (17975 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17975 members Entering Unmasked Estep Score: -844060.812500 Penalty: 445.751526 Iteration 0F: 2 clusters Score -844060.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8969 members Mstep: Class 2 contains 9006 members Entering Unmasked Estep Score: -832093.562500 Penalty: 891.503052 Iteration 0F: 3 clusters Score -832093.6 nChanged 8503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8332 members Mstep: Class 2 contains 9643 members Entering Unmasked Estep Score: -836917.000000 Penalty: 891.503052 Iteration 1F: 3 clusters Score -836917 nChanged 870 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7870 members Mstep: Class 2 contains 10105 members Entering Unmasked Estep Score: -837330.500000 Penalty: 891.503052 Iteration 2Q: 3 clusters Score -837330.5 nChanged 1164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7162 members Mstep: Class 2 contains 10813 members Entering Unmasked Estep Score: -838069.750000 Penalty: 891.503052 Iteration 3F: 3 clusters Score -838069.8 nChanged 1398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6246 members Mstep: Class 2 contains 11729 members Entering Unmasked Estep Score: -839248.062500 Penalty: 891.503052 Iteration 4F: 3 clusters Score -839248.1 nChanged 1525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5261 members Mstep: Class 2 contains 12714 members Entering Unmasked Estep Score: -840800.250000 Penalty: 891.503052 Iteration 5F: 3 clusters Score -840800.2 nChanged 1244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4569 members Mstep: Class 2 contains 13406 members Entering Unmasked Estep Score: -841965.750000 Penalty: 891.503052 Iteration 6F: 3 clusters Score -841965.8 nChanged 808 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4205 members Mstep: Class 2 contains 13770 members Entering Unmasked Estep Score: -842447.812500 Penalty: 891.503052 Iteration 7Q: 3 clusters Score -842447.8 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3938 members Mstep: Class 2 contains 14037 members Entering Unmasked Estep Score: -842622.437500 Penalty: 891.503052 Iteration 8Q: 3 clusters Score -842622.4 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3705 members Mstep: Class 2 contains 14270 members Entering Unmasked Estep Score: -842732.562500 Penalty: 891.503052 Iteration 9Q: 3 clusters Score -842732.6 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3513 members Mstep: Class 2 contains 14462 members Entering Unmasked Estep Score: -842820.125000 Penalty: 891.503052 Iteration 10Q: 3 clusters Score -842820.1 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3330 members Mstep: Class 2 contains 14645 members Entering Unmasked Estep Score: -842906.312500 Penalty: 891.503052 Iteration 11Q: 3 clusters Score -842906.3 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3152 members Mstep: Class 2 contains 14823 members Entering Unmasked Estep Score: -842990.312500 Penalty: 891.503052 Iteration 12Q: 3 clusters Score -842990.3 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2994 members Mstep: Class 2 contains 14981 members Entering Unmasked Estep Score: -843061.812500 Penalty: 891.503052 Iteration 13Q: 3 clusters Score -843061.8 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2868 members Mstep: Class 2 contains 15107 members Entering Unmasked Estep Score: -843111.062500 Penalty: 891.503052 Iteration 14Q: 3 clusters Score -843111.1 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2724 members Mstep: Class 2 contains 15251 members Entering Unmasked Estep Score: -843168.625000 Penalty: 891.503052 Iteration 15Q: 3 clusters Score -843168.6 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2586 members Mstep: Class 2 contains 15389 members Entering Unmasked Estep Score: -843215.187500 Penalty: 891.503052 Iteration 16Q: 3 clusters Score -843215.2 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2463 members Mstep: Class 2 contains 15512 members Entering Unmasked Estep Score: -843252.625000 Penalty: 891.503052 Iteration 17Q: 3 clusters Score -843252.6 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2343 members Mstep: Class 2 contains 15632 members Entering Unmasked Estep Score: -843291.312500 Penalty: 891.503052 Iteration 18Q: 3 clusters Score -843291.3 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2219 members Mstep: Class 2 contains 15756 members Entering Unmasked Estep Score: -843323.437500 Penalty: 891.503052 Iteration 19Q: 3 clusters Score -843323.4 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2119 members Mstep: Class 2 contains 15856 members Entering Unmasked Estep Score: -843345.375000 Penalty: 891.503052 Iteration 20F: 3 clusters Score -843345.4 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2005 members Mstep: Class 2 contains 15970 members Entering Unmasked Estep Score: -843373.937500 Penalty: 891.503052 Iteration 21Q: 3 clusters Score -843373.9 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1902 members Mstep: Class 2 contains 16073 members Entering Unmasked Estep Score: -843405.500000 Penalty: 891.503052 Iteration 22Q: 3 clusters Score -843405.5 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1810 members Mstep: Class 2 contains 16165 members Entering Unmasked Estep Score: -843431.625000 Penalty: 891.503052 Iteration 23Q: 3 clusters Score -843431.6 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1728 members Mstep: Class 2 contains 16247 members Entering Unmasked Estep Score: -843442.562500 Penalty: 891.503052 Iteration 24Q: 3 clusters Score -843442.6 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1662 members Mstep: Class 2 contains 16313 members Entering Unmasked Estep Score: -843454.750000 Penalty: 891.503052 Iteration 25Q: 3 clusters Score -843454.8 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1594 members Mstep: Class 2 contains 16381 members Entering Unmasked Estep Score: -843471.312500 Penalty: 891.503052 Iteration 26Q: 3 clusters Score -843471.3 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1522 members Mstep: Class 2 contains 16453 members Entering Unmasked Estep Score: -843487.062500 Penalty: 891.503052 Iteration 27Q: 3 clusters Score -843487.1 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1453 members Mstep: Class 2 contains 16522 members Entering Unmasked Estep Score: -843505.000000 Penalty: 891.503052 Iteration 28Q: 3 clusters Score -843505 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1377 members Mstep: Class 2 contains 16598 members Entering Unmasked Estep Score: -843527.000000 Penalty: 891.503052 Iteration 29Q: 3 clusters Score -843527 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1301 members Mstep: Class 2 contains 16674 members Entering Unmasked Estep Score: -843547.437500 Penalty: 891.503052 Iteration 30Q: 3 clusters Score -843547.4 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 16746 members Entering Unmasked Estep Score: -843563.312500 Penalty: 891.503052 Iteration 31Q: 3 clusters Score -843563.3 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 16810 members Entering Unmasked Estep Score: -843573.687500 Penalty: 891.503052 Iteration 32Q: 3 clusters Score -843573.7 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 16858 members Entering Unmasked Estep Score: -843588.125000 Penalty: 891.503052 Iteration 33Q: 3 clusters Score -843588.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 16898 members Entering Unmasked Estep Score: -843595.875000 Penalty: 891.503052 Iteration 34Q: 3 clusters Score -843595.9 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 16941 members Entering Unmasked Estep Score: -843599.312500 Penalty: 891.503052 Iteration 35Q: 3 clusters Score -843599.3 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 16982 members Entering Unmasked Estep Score: -843612.062500 Penalty: 891.503052 Iteration 36Q: 3 clusters Score -843612.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 17022 members Entering Unmasked Estep Score: -843623.000000 Penalty: 891.503052 Iteration 37Q: 3 clusters Score -843623 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 17063 members Entering Unmasked Estep Score: -843634.562500 Penalty: 891.503052 Iteration 38Q: 3 clusters Score -843634.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 17104 members Entering Unmasked Estep Score: -843646.312500 Penalty: 891.503052 Iteration 39Q: 3 clusters Score -843646.3 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 17145 members Entering Unmasked Estep Score: -843659.937500 Penalty: 891.503052 Iteration 40F: 3 clusters Score -843659.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 17185 members Entering Unmasked Estep Score: -843669.312500 Penalty: 891.503052 Iteration 41Q: 3 clusters Score -843669.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 17216 members Entering Unmasked Estep Score: -843677.875000 Penalty: 891.503052 Iteration 42Q: 3 clusters Score -843677.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 17254 members Entering Unmasked Estep Score: -843689.750000 Penalty: 891.503052 Iteration 43Q: 3 clusters Score -843689.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 17289 members Entering Unmasked Estep Score: -843697.312500 Penalty: 891.503052 Iteration 44Q: 3 clusters Score -843697.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 17315 members Entering Unmasked Estep Score: -843704.125000 Penalty: 891.503052 Iteration 45Q: 3 clusters Score -843704.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 17338 members Entering Unmasked Estep Score: -843708.562500 Penalty: 891.503052 Iteration 46Q: 3 clusters Score -843708.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 17358 members Entering Unmasked Estep Score: -843714.500000 Penalty: 891.503052 Iteration 47Q: 3 clusters Score -843714.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 17386 members Entering Unmasked Estep Score: -843723.125000 Penalty: 891.503052 Iteration 48Q: 3 clusters Score -843723.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 17414 members Entering Unmasked Estep Score: -843737.312500 Penalty: 891.503052 Iteration 49Q: 3 clusters Score -843737.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 17432 members Entering Unmasked Estep Score: -843742.937500 Penalty: 891.503052 Iteration 50Q: 3 clusters Score -843742.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 17439 members Entering Unmasked Estep Score: -843743.125000 Penalty: 891.503052 Iteration 51Q: 3 clusters Score -843743.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 17447 members Entering Unmasked Estep Score: -843746.125000 Penalty: 891.503052 Iteration 52Q: 3 clusters Score -843746.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 17451 members Entering Unmasked Estep Score: -843745.500000 Penalty: 891.503052 Iteration 53Q: 3 clusters Score -843745.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 17453 members Entering Unmasked Estep Score: -843744.750000 Penalty: 891.503052 Iteration 54Q: 3 clusters Score -843744.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 17453 members Entering Unmasked Estep Score: -843744.750000 Penalty: 891.503052 Iteration 55F: 3 clusters Score -843744.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (213 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Entering Unmasked Estep Score: -8043.222656 Penalty: 243.938797 Iteration 0F: 2 clusters Score -8043.223 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -7749.395508 Penalty: 487.877594 Iteration 0F: 3 clusters Score -7749.396 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -7809.309570 Penalty: 487.877594 Iteration 1F: 3 clusters Score -7809.31 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -7834.315918 Penalty: 487.877594 Iteration 2F: 3 clusters Score -7834.316 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -7845.569336 Penalty: 487.877594 Iteration 3Q: 3 clusters Score -7845.569 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -7846.146484 Penalty: 487.877594 Iteration 4Q: 3 clusters Score -7846.146 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -7847.352051 Penalty: 487.877594 Iteration 5Q: 3 clusters Score -7847.352 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -7848.514648 Penalty: 487.877594 Iteration 6Q: 3 clusters Score -7848.515 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -7848.514648 Penalty: 487.877594 Iteration 7F: 3 clusters Score -7848.515 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (251323 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251323 members Entering Unmasked Estep Score: -10840849.000000 Penalty: 565.769470 Iteration 0F: 2 clusters Score -1.084085e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125903 members Mstep: Class 2 contains 125420 members Entering Unmasked Estep Score: -10676553.000000 Penalty: 1131.538940 Iteration 0F: 3 clusters Score -1.067655e+07 nChanged 124201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134140 members Mstep: Class 2 contains 117183 members Entering Unmasked Estep Score: -10755517.000000 Penalty: 1131.538940 Iteration 1F: 3 clusters Score -1.075552e+07 nChanged 10388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139794 members Mstep: Class 2 contains 111529 members Entering Unmasked Estep Score: -10759750.000000 Penalty: 1131.538940 Iteration 2Q: 3 clusters Score -1.075975e+07 nChanged 12631 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147557 members Mstep: Class 2 contains 103766 members Entering Unmasked Estep Score: -10766879.000000 Penalty: 1131.538940 Iteration 3F: 3 clusters Score -1.076688e+07 nChanged 15153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156992 members Mstep: Class 2 contains 94331 members Entering Unmasked Estep Score: -10778235.000000 Penalty: 1131.538940 Iteration 4F: 3 clusters Score -1.077824e+07 nChanged 16602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166784 members Mstep: Class 2 contains 84539 members Entering Unmasked Estep Score: -10791787.000000 Penalty: 1131.538940 Iteration 5F: 3 clusters Score -1.079179e+07 nChanged 15194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174816 members Mstep: Class 2 contains 76507 members Entering Unmasked Estep Score: -10802585.000000 Penalty: 1131.538940 Iteration 6F: 3 clusters Score -1.080258e+07 nChanged 11426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181040 members Mstep: Class 2 contains 70283 members Entering Unmasked Estep Score: -10808275.000000 Penalty: 1131.538940 Iteration 7Q: 3 clusters Score -1.080828e+07 nChanged 7892 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186826 members Mstep: Class 2 contains 64497 members Entering Unmasked Estep Score: -10811456.000000 Penalty: 1131.538940 Iteration 8Q: 3 clusters Score -1.081146e+07 nChanged 6215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192629 members Mstep: Class 2 contains 58694 members Entering Unmasked Estep Score: -10813880.000000 Penalty: 1131.538940 Iteration 9Q: 3 clusters Score -1.081388e+07 nChanged 6011 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198610 members Mstep: Class 2 contains 52713 members Entering Unmasked Estep Score: -10816234.000000 Penalty: 1131.538940 Iteration 10Q: 3 clusters Score -1.081623e+07 nChanged 6184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204794 members Mstep: Class 2 contains 46529 members Entering Unmasked Estep Score: -10819097.000000 Penalty: 1131.538940 Iteration 11Q: 3 clusters Score -1.08191e+07 nChanged 6490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211284 members Mstep: Class 2 contains 40039 members Entering Unmasked Estep Score: -10822256.000000 Penalty: 1131.538940 Iteration 12Q: 3 clusters Score -1.082226e+07 nChanged 6698 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217982 members Mstep: Class 2 contains 33341 members Entering Unmasked Estep Score: -10825379.000000 Penalty: 1131.538940 Iteration 13Q: 3 clusters Score -1.082538e+07 nChanged 6462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224444 members Mstep: Class 2 contains 26879 members Entering Unmasked Estep Score: -10828366.000000 Penalty: 1131.538940 Iteration 14Q: 3 clusters Score -1.082837e+07 nChanged 6041 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230485 members Mstep: Class 2 contains 20838 members Entering Unmasked Estep Score: -10831284.000000 Penalty: 1131.538940 Iteration 15Q: 3 clusters Score -1.083128e+07 nChanged 5313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235798 members Mstep: Class 2 contains 15525 members Entering Unmasked Estep Score: -10833645.000000 Penalty: 1131.538940 Iteration 16Q: 3 clusters Score -1.083364e+07 nChanged 4515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240313 members Mstep: Class 2 contains 11010 members Entering Unmasked Estep Score: -10835589.000000 Penalty: 1131.538940 Iteration 17Q: 3 clusters Score -1.083559e+07 nChanged 3626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243939 members Mstep: Class 2 contains 7384 members Entering Unmasked Estep Score: -10837133.000000 Penalty: 1131.538940 Iteration 18Q: 3 clusters Score -1.083713e+07 nChanged 2730 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246669 members Mstep: Class 2 contains 4654 members Entering Unmasked Estep Score: -10838472.000000 Penalty: 1131.538940 Iteration 19Q: 3 clusters Score -1.083847e+07 nChanged 1913 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248582 members Mstep: Class 2 contains 2741 members Entering Unmasked Estep Score: -10839360.000000 Penalty: 1131.538940 Iteration 20F: 3 clusters Score -1.083936e+07 nChanged 1220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249802 members Mstep: Class 2 contains 1521 members Entering Unmasked Estep Score: -10839906.000000 Penalty: 1131.538940 Iteration 21Q: 3 clusters Score -1.083991e+07 nChanged 671 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250473 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -10840166.000000 Penalty: 1131.538940 Iteration 22Q: 3 clusters Score -1.084017e+07 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250787 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -10840287.000000 Penalty: 1131.538940 Iteration 23Q: 3 clusters Score -1.084029e+07 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250959 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -10840330.000000 Penalty: 1131.538940 Iteration 24Q: 3 clusters Score -1.084033e+07 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251045 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -10840341.000000 Penalty: 1131.538940 Iteration 25Q: 3 clusters Score -1.084034e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251098 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -10840367.000000 Penalty: 1131.538940 Iteration 26Q: 3 clusters Score -1.084037e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251129 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -10840379.000000 Penalty: 1131.538940 Iteration 27Q: 3 clusters Score -1.084038e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251147 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -10840402.000000 Penalty: 1131.538940 Iteration 28Q: 3 clusters Score -1.08404e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251156 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -10840405.000000 Penalty: 1131.538940 Iteration 29Q: 3 clusters Score -1.08404e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251159 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -10840423.000000 Penalty: 1131.538940 Iteration 30Q: 3 clusters Score -1.084042e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251163 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -10840421.000000 Penalty: 1131.538940 Iteration 31Q: 3 clusters Score -1.084042e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251166 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -10840417.000000 Penalty: 1131.538940 Iteration 32Q: 3 clusters Score -1.084042e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251169 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -10840419.000000 Penalty: 1131.538940 Iteration 33Q: 3 clusters Score -1.084042e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251171 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -10840412.000000 Penalty: 1131.538940 Iteration 34Q: 3 clusters Score -1.084041e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251172 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -10840410.000000 Penalty: 1131.538940 Iteration 35Q: 3 clusters Score -1.084041e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251174 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -10840415.000000 Penalty: 1131.538940 Iteration 36Q: 3 clusters Score -1.084042e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251173 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -10840415.000000 Penalty: 1131.538940 Iteration 37Q: 3 clusters Score -1.084042e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251175 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -10840425.000000 Penalty: 1131.538940 Iteration 38Q: 3 clusters Score -1.084042e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251176 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -10840422.000000 Penalty: 1131.538940 Iteration 39Q: 3 clusters Score -1.084042e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251180 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -10840424.000000 Penalty: 1131.538940 Iteration 40F: 3 clusters Score -1.084042e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251178 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -10840430.000000 Penalty: 1131.538940 Iteration 41Q: 3 clusters Score -1.084043e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251179 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -10840422.000000 Penalty: 1131.538940 Iteration 42Q: 3 clusters Score -1.084042e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251181 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -10840425.000000 Penalty: 1131.538940 Iteration 43Q: 3 clusters Score -1.084042e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251182 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -10840418.000000 Penalty: 1131.538940 Iteration 44Q: 3 clusters Score -1.084042e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251182 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -10840422.000000 Penalty: 1131.538940 Iteration 45Q: 3 clusters Score -1.084042e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251183 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -10840426.000000 Penalty: 1131.538940 Iteration 46Q: 3 clusters Score -1.084043e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251182 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -10840423.000000 Penalty: 1131.538940 Iteration 47Q: 3 clusters Score -1.084042e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251184 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -10840421.000000 Penalty: 1131.538940 Iteration 48Q: 3 clusters Score -1.084042e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251187 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -10840426.000000 Penalty: 1131.538940 Iteration 49Q: 3 clusters Score -1.084043e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251188 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -10840421.000000 Penalty: 1131.538940 Iteration 50Q: 3 clusters Score -1.084042e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251189 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -10840422.000000 Penalty: 1131.538940 Iteration 51Q: 3 clusters Score -1.084042e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251190 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -10840425.000000 Penalty: 1131.538940 Iteration 52Q: 3 clusters Score -1.084042e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251190 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -10840425.000000 Penalty: 1131.538940 Iteration 53F: 3 clusters Score -1.084042e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (694 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Entering Unmasked Estep Score: -28087.689453 Penalty: 297.682465 Iteration 0F: 2 clusters Score -28087.69 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -27467.652344 Penalty: 595.364929 Iteration 0F: 3 clusters Score -27467.65 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -27645.757812 Penalty: 595.364929 Iteration 1F: 3 clusters Score -27645.76 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -27685.802734 Penalty: 595.364929 Iteration 2F: 3 clusters Score -27685.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -27715.337891 Penalty: 595.364929 Iteration 3F: 3 clusters Score -27715.34 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -27729.226562 Penalty: 595.364929 Iteration 4Q: 3 clusters Score -27729.23 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -27741.214844 Penalty: 595.364929 Iteration 5Q: 3 clusters Score -27741.21 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -27752.580078 Penalty: 595.364929 Iteration 6Q: 3 clusters Score -27752.58 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -27766.392578 Penalty: 595.364929 Iteration 7Q: 3 clusters Score -27766.39 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -27778.306641 Penalty: 595.364929 Iteration 8Q: 3 clusters Score -27778.31 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -27787.800781 Penalty: 595.364929 Iteration 9Q: 3 clusters Score -27787.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -27800.406250 Penalty: 595.364929 Iteration 10Q: 3 clusters Score -27800.41 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -27812.191406 Penalty: 595.364929 Iteration 11Q: 3 clusters Score -27812.19 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -27822.552734 Penalty: 595.364929 Iteration 12Q: 3 clusters Score -27822.55 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -27830.640625 Penalty: 595.364929 Iteration 13Q: 3 clusters Score -27830.64 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -27831.941406 Penalty: 595.364929 Iteration 14Q: 3 clusters Score -27831.94 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -27832.388672 Penalty: 595.364929 Iteration 15Q: 3 clusters Score -27832.39 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -27832.701172 Penalty: 595.364929 Iteration 16Q: 3 clusters Score -27832.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -27832.701172 Penalty: 595.364929 Iteration 17F: 3 clusters Score -27832.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (132 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Entering Unmasked Estep Score: -5035.088867 Penalty: 222.167496 Iteration 0F: 2 clusters Score -5035.089 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Mstep: Class 2 contains 55 members Entering Unmasked Estep Score: -4805.926270 Penalty: 444.334991 Iteration 0F: 3 clusters Score -4805.926 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 61 members Entering Unmasked Estep Score: -4842.330566 Penalty: 444.334991 Iteration 1F: 3 clusters Score -4842.331 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -4855.081055 Penalty: 444.334991 Iteration 2F: 3 clusters Score -4855.081 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -4861.290039 Penalty: 444.334991 Iteration 3Q: 3 clusters Score -4861.29 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -4875.165527 Penalty: 444.334991 Iteration 4Q: 3 clusters Score -4875.166 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -4935.816895 Penalty: 444.334991 Iteration 5F: 3 clusters Score -4935.817 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -4983.263184 Penalty: 444.334991 Iteration 6F: 3 clusters Score -4983.263 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -4993.168457 Penalty: 444.334991 Iteration 7Q: 3 clusters Score -4993.168 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -4993.168457 Penalty: 444.334991 Iteration 8F: 3 clusters Score -4993.168 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (754 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Entering Unmasked Estep Score: -30361.742188 Penalty: 301.455353 Iteration 0F: 2 clusters Score -30361.74 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 368 members Entering Unmasked Estep Score: -29741.128906 Penalty: 602.910706 Iteration 0F: 3 clusters Score -29741.13 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -29930.955078 Penalty: 602.910706 Iteration 1F: 3 clusters Score -29930.96 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -29971.621094 Penalty: 602.910706 Iteration 2F: 3 clusters Score -29971.62 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -30003.398438 Penalty: 602.910706 Iteration 3F: 3 clusters Score -30003.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -30029.007812 Penalty: 602.910706 Iteration 4Q: 3 clusters Score -30029.01 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -30052.250000 Penalty: 602.910706 Iteration 5Q: 3 clusters Score -30052.25 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -30065.431641 Penalty: 602.910706 Iteration 6Q: 3 clusters Score -30065.43 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -30079.539062 Penalty: 602.910706 Iteration 7Q: 3 clusters Score -30079.54 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -30092.585938 Penalty: 602.910706 Iteration 8Q: 3 clusters Score -30092.59 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -30105.507812 Penalty: 602.910706 Iteration 9Q: 3 clusters Score -30105.51 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -30115.730469 Penalty: 602.910706 Iteration 10Q: 3 clusters Score -30115.73 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -30119.146484 Penalty: 602.910706 Iteration 11Q: 3 clusters Score -30119.15 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -30122.222656 Penalty: 602.910706 Iteration 12Q: 3 clusters Score -30122.22 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -30128.632812 Penalty: 602.910706 Iteration 13Q: 3 clusters Score -30128.63 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -30132.273438 Penalty: 602.910706 Iteration 14Q: 3 clusters Score -30132.27 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -30134.503906 Penalty: 602.910706 Iteration 15Q: 3 clusters Score -30134.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -30138.199219 Penalty: 602.910706 Iteration 16Q: 3 clusters Score -30138.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -30142.402344 Penalty: 602.910706 Iteration 17Q: 3 clusters Score -30142.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -30145.400391 Penalty: 602.910706 Iteration 18Q: 3 clusters Score -30145.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -30146.296875 Penalty: 602.910706 Iteration 19Q: 3 clusters Score -30146.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -30146.408203 Penalty: 602.910706 Iteration 20F: 3 clusters Score -30146.41 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -30147.535156 Penalty: 602.910706 Iteration 21Q: 3 clusters Score -30147.54 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -30147.843750 Penalty: 602.910706 Iteration 22Q: 3 clusters Score -30147.84 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -30148.115234 Penalty: 602.910706 Iteration 23Q: 3 clusters Score -30148.12 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -30149.117188 Penalty: 602.910706 Iteration 24Q: 3 clusters Score -30149.12 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -30149.117188 Penalty: 602.910706 Iteration 25F: 3 clusters Score -30149.12 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (354 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Entering Unmasked Estep Score: -14982.859375 Penalty: 267.053009 Iteration 0F: 2 clusters Score -14982.86 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -14588.014648 Penalty: 534.106018 Iteration 0F: 3 clusters Score -14588.01 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -14671.495117 Penalty: 534.106018 Iteration 1F: 3 clusters Score -14671.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -14693.603516 Penalty: 534.106018 Iteration 2F: 3 clusters Score -14693.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -14699.503906 Penalty: 534.106018 Iteration 3Q: 3 clusters Score -14699.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -14702.207031 Penalty: 534.106018 Iteration 4Q: 3 clusters Score -14702.21 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -14703.396484 Penalty: 534.106018 Iteration 5Q: 3 clusters Score -14703.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -14706.054688 Penalty: 534.106018 Iteration 6Q: 3 clusters Score -14706.05 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -14708.175781 Penalty: 534.106018 Iteration 7Q: 3 clusters Score -14708.18 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -14711.635742 Penalty: 534.106018 Iteration 8Q: 3 clusters Score -14711.64 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -14713.616211 Penalty: 534.106018 Iteration 9Q: 3 clusters Score -14713.62 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -14716.297852 Penalty: 534.106018 Iteration 10Q: 3 clusters Score -14716.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -14718.043945 Penalty: 534.106018 Iteration 11Q: 3 clusters Score -14718.04 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -14718.670898 Penalty: 534.106018 Iteration 12Q: 3 clusters Score -14718.67 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -14720.724609 Penalty: 534.106018 Iteration 13Q: 3 clusters Score -14720.72 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -14722.518555 Penalty: 534.106018 Iteration 14Q: 3 clusters Score -14722.52 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -14724.594727 Penalty: 534.106018 Iteration 15Q: 3 clusters Score -14724.59 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -14724.594727 Penalty: 534.106018 Iteration 16F: 3 clusters Score -14724.59 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (149 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Entering Unmasked Estep Score: -5850.562012 Penalty: 227.679550 Iteration 0F: 2 clusters Score -5850.562 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -5637.044434 Penalty: 455.359100 Iteration 0F: 3 clusters Score -5637.044 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 49 members Entering Unmasked Estep Score: -5718.228027 Penalty: 455.359100 Iteration 1F: 3 clusters Score -5718.228 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 47 members Entering Unmasked Estep Score: -5747.958008 Penalty: 455.359100 Iteration 2F: 3 clusters Score -5747.958 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 44 members Entering Unmasked Estep Score: -5770.229980 Penalty: 455.359100 Iteration 3Q: 3 clusters Score -5770.23 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 46 members Entering Unmasked Estep Score: -5789.828613 Penalty: 455.359100 Iteration 4Q: 3 clusters Score -5789.829 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 43 members Entering Unmasked Estep Score: -5794.786621 Penalty: 455.359100 Iteration 5Q: 3 clusters Score -5794.787 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 41 members Entering Unmasked Estep Score: -5799.213379 Penalty: 455.359100 Iteration 6Q: 3 clusters Score -5799.213 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 37 members Entering Unmasked Estep Score: -5808.693848 Penalty: 455.359100 Iteration 7Q: 3 clusters Score -5808.694 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 36 members Entering Unmasked Estep Score: -5811.194824 Penalty: 455.359100 Iteration 8Q: 3 clusters Score -5811.195 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 35 members Entering Unmasked Estep Score: -5812.964844 Penalty: 455.359100 Iteration 9Q: 3 clusters Score -5812.965 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 34 members Entering Unmasked Estep Score: -5814.730957 Penalty: 455.359100 Iteration 10Q: 3 clusters Score -5814.731 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 33 members Entering Unmasked Estep Score: -5816.730957 Penalty: 455.359100 Iteration 11Q: 3 clusters Score -5816.731 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 32 members Entering Unmasked Estep Score: -5818.507812 Penalty: 455.359100 Iteration 12Q: 3 clusters Score -5818.508 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 31 members Entering Unmasked Estep Score: -5819.282227 Penalty: 455.359100 Iteration 13Q: 3 clusters Score -5819.282 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 29 members Entering Unmasked Estep Score: -5823.094727 Penalty: 455.359100 Iteration 14Q: 3 clusters Score -5823.095 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 29 members Entering Unmasked Estep Score: -5823.094727 Penalty: 455.359100 Iteration 15F: 3 clusters Score -5823.095 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (163 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Entering Unmasked Estep Score: -6187.431641 Penalty: 231.765625 Iteration 0F: 2 clusters Score -6187.432 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -5965.369629 Penalty: 463.531250 Iteration 0F: 3 clusters Score -5965.37 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -6012.845703 Penalty: 463.531250 Iteration 1F: 3 clusters Score -6012.846 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -6024.772461 Penalty: 463.531250 Iteration 2F: 3 clusters Score -6024.772 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 65 members Entering Unmasked Estep Score: -6029.026855 Penalty: 463.531250 Iteration 3Q: 3 clusters Score -6029.027 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 64 members Entering Unmasked Estep Score: -6031.874512 Penalty: 463.531250 Iteration 4Q: 3 clusters Score -6031.875 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 63 members Entering Unmasked Estep Score: -6034.475098 Penalty: 463.531250 Iteration 5Q: 3 clusters Score -6034.475 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -6037.475586 Penalty: 463.531250 Iteration 6Q: 3 clusters Score -6037.476 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 61 members Entering Unmasked Estep Score: -6039.919922 Penalty: 463.531250 Iteration 7Q: 3 clusters Score -6039.92 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 60 members Entering Unmasked Estep Score: -6040.285645 Penalty: 463.531250 Iteration 8Q: 3 clusters Score -6040.286 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -6040.843750 Penalty: 463.531250 Iteration 9Q: 3 clusters Score -6040.844 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -6041.622070 Penalty: 463.531250 Iteration 10Q: 3 clusters Score -6041.622 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -6041.622070 Penalty: 463.531250 Iteration 11F: 3 clusters Score -6041.622 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 1866 members Mstep: Class 3 contains 21990 members Mstep: Class 4 contains 413 members Mstep: Class 5 contains 1062 members Mstep: Class 6 contains 6579 members Mstep: Class 7 contains 622 members Mstep: Class 8 contains 3054 members Mstep: Class 9 contains 15029 members Mstep: Class 10 contains 30569 members Mstep: Class 11 contains 1237 members Mstep: Class 12 contains 4991 members Mstep: Class 13 contains 132 members Mstep: Class 14 contains 1585 members Mstep: Class 15 contains 211 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 1248 members Mstep: Class 18 contains 6025 members Mstep: Class 19 contains 17975 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 251323 members Mstep: Class 22 contains 694 members Mstep: Class 23 contains 132 members Mstep: Class 24 contains 754 members Mstep: Class 25 contains 354 members Mstep: Class 26 contains 149 members Mstep: Class 27 contains 163 members Entering Unmasked Estep ConsiderDeletion Score: -15547512.000000 Penalty: 15749.137695 Iteration 159Q: 28 clusters Score -1.554751e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 1865 members Mstep: Class 3 contains 22004 members Mstep: Class 4 contains 412 members Mstep: Class 5 contains 1062 members Mstep: Class 6 contains 6579 members Mstep: Class 7 contains 628 members Mstep: Class 8 contains 3054 members Mstep: Class 9 contains 15031 members Mstep: Class 10 contains 30569 members Mstep: Class 11 contains 1233 members Mstep: Class 12 contains 4991 members Mstep: Class 13 contains 132 members Mstep: Class 14 contains 1585 members Mstep: Class 15 contains 211 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 1244 members Mstep: Class 18 contains 6028 members Mstep: Class 19 contains 17963 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 251320 members Mstep: Class 22 contains 694 members Mstep: Class 23 contains 132 members Mstep: Class 24 contains 754 members Mstep: Class 25 contains 354 members Mstep: Class 26 contains 149 members Mstep: Class 27 contains 163 members Entering Unmasked Estep ConsiderDeletion Score: -15547529.000000 Penalty: 15749.137695 Iteration 160F: 28 clusters Score -1.554753e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 1864 members Mstep: Class 3 contains 22013 members Mstep: Class 4 contains 411 members Mstep: Class 5 contains 1062 members Mstep: Class 6 contains 6579 members Mstep: Class 7 contains 635 members Mstep: Class 8 contains 3054 members Mstep: Class 9 contains 15033 members Mstep: Class 10 contains 30570 members Mstep: Class 11 contains 1231 members Mstep: Class 12 contains 4991 members Mstep: Class 13 contains 132 members Mstep: Class 14 contains 1585 members Mstep: Class 15 contains 211 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 1242 members Mstep: Class 18 contains 6028 members Mstep: Class 19 contains 17954 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 251316 members Mstep: Class 22 contains 694 members Mstep: Class 23 contains 132 members Mstep: Class 24 contains 754 members Mstep: Class 25 contains 354 members Mstep: Class 26 contains 149 members Mstep: Class 27 contains 163 members Entering Unmasked Estep ConsiderDeletion Score: -15547552.000000 Penalty: 15749.137695 Iteration 161Q: 28 clusters Score -1.554755e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 1863 members Mstep: Class 3 contains 22026 members Mstep: Class 4 contains 410 members Mstep: Class 5 contains 1062 members Mstep: Class 6 contains 6579 members Mstep: Class 7 contains 642 members Mstep: Class 8 contains 3054 members Mstep: Class 9 contains 15033 members Mstep: Class 10 contains 30570 members Mstep: Class 11 contains 1230 members Mstep: Class 12 contains 4991 members Mstep: Class 13 contains 132 members Mstep: Class 14 contains 1585 members Mstep: Class 15 contains 211 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 1239 members Mstep: Class 18 contains 6027 members Mstep: Class 19 contains 17945 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 251312 members Mstep: Class 22 contains 694 members Mstep: Class 23 contains 132 members Mstep: Class 24 contains 754 members Mstep: Class 25 contains 354 members Mstep: Class 26 contains 149 members Mstep: Class 27 contains 163 members Entering Unmasked Estep ConsiderDeletion Score: -15547558.000000 Penalty: 15749.137695 Iteration 162Q: 28 clusters Score -1.554756e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 1863 members Mstep: Class 3 contains 22040 members Mstep: Class 4 contains 410 members Mstep: Class 5 contains 1062 members Mstep: Class 6 contains 6579 members Mstep: Class 7 contains 650 members Mstep: Class 8 contains 3054 members Mstep: Class 9 contains 15030 members Mstep: Class 10 contains 30570 members Mstep: Class 11 contains 1229 members Mstep: Class 12 contains 4991 members Mstep: Class 13 contains 132 members Mstep: Class 14 contains 1585 members Mstep: Class 15 contains 211 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 1237 members Mstep: Class 18 contains 6028 members Mstep: Class 19 contains 17935 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 251305 members Mstep: Class 22 contains 694 members Mstep: Class 23 contains 132 members Mstep: Class 24 contains 754 members Mstep: Class 25 contains 354 members Mstep: Class 26 contains 149 members Mstep: Class 27 contains 163 members Entering Unmasked Estep ConsiderDeletion Score: -15547550.000000 Penalty: 15749.137695 Iteration 163Q: 28 clusters Score -1.554755e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 1862 members Mstep: Class 3 contains 22049 members Mstep: Class 4 contains 410 members Mstep: Class 5 contains 1062 members Mstep: Class 6 contains 6579 members Mstep: Class 7 contains 653 members Mstep: Class 8 contains 3054 members Mstep: Class 9 contains 15031 members Mstep: Class 10 contains 30570 members Mstep: Class 11 contains 1229 members Mstep: Class 12 contains 4991 members Mstep: Class 13 contains 132 members Mstep: Class 14 contains 1585 members Mstep: Class 15 contains 211 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 1235 members Mstep: Class 18 contains 6029 members Mstep: Class 19 contains 17925 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 251304 members Mstep: Class 22 contains 694 members Mstep: Class 23 contains 132 members Mstep: Class 24 contains 754 members Mstep: Class 25 contains 354 members Mstep: Class 26 contains 149 members Mstep: Class 27 contains 163 members Entering Unmasked Estep ConsiderDeletion Score: -15547549.000000 Penalty: 15749.137695 Iteration 164Q: 28 clusters Score -1.554755e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 1862 members Mstep: Class 3 contains 22058 members Mstep: Class 4 contains 410 members Mstep: Class 5 contains 1062 members Mstep: Class 6 contains 6577 members Mstep: Class 7 contains 658 members Mstep: Class 8 contains 3054 members Mstep: Class 9 contains 15029 members Mstep: Class 10 contains 30573 members Mstep: Class 11 contains 1229 members Mstep: Class 12 contains 4991 members Mstep: Class 13 contains 132 members Mstep: Class 14 contains 1585 members Mstep: Class 15 contains 211 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 1233 members Mstep: Class 18 contains 6030 members Mstep: Class 19 contains 17916 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 251301 members Mstep: Class 22 contains 694 members Mstep: Class 23 contains 132 members Mstep: Class 24 contains 754 members Mstep: Class 25 contains 354 members Mstep: Class 26 contains 149 members Mstep: Class 27 contains 163 members Entering Unmasked Estep ConsiderDeletion Score: -15547531.000000 Penalty: 15749.137695 Iteration 165Q: 28 clusters Score -1.554753e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 1862 members Mstep: Class 3 contains 22071 members Mstep: Class 4 contains 410 members Mstep: Class 5 contains 1061 members Mstep: Class 6 contains 6577 members Mstep: Class 7 contains 667 members Mstep: Class 8 contains 3054 members Mstep: Class 9 contains 15028 members Mstep: Class 10 contains 30575 members Mstep: Class 11 contains 1229 members Mstep: Class 12 contains 4991 members Mstep: Class 13 contains 132 members Mstep: Class 14 contains 1585 members Mstep: Class 15 contains 211 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 1230 members Mstep: Class 18 contains 6030 members Mstep: Class 19 contains 17907 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 251291 members Mstep: Class 22 contains 694 members Mstep: Class 23 contains 132 members Mstep: Class 24 contains 754 members Mstep: Class 25 contains 354 members Mstep: Class 26 contains 149 members Mstep: Class 27 contains 163 members Entering Unmasked Estep ConsiderDeletion Score: -15547536.000000 Penalty: 15749.137695 Iteration 166Q: 28 clusters Score -1.554754e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 1861 members Mstep: Class 3 contains 22083 members Mstep: Class 4 contains 410 members Mstep: Class 5 contains 1061 members Mstep: Class 6 contains 6577 members Mstep: Class 7 contains 674 members Mstep: Class 8 contains 3054 members Mstep: Class 9 contains 15026 members Mstep: Class 10 contains 30575 members Mstep: Class 11 contains 1229 members Mstep: Class 12 contains 4991 members Mstep: Class 13 contains 132 members Mstep: Class 14 contains 1585 members Mstep: Class 15 contains 211 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 1231 members Mstep: Class 18 contains 6030 members Mstep: Class 19 contains 17901 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 251280 members Mstep: Class 22 contains 694 members Mstep: Class 23 contains 132 members Mstep: Class 24 contains 754 members Mstep: Class 25 contains 354 members Mstep: Class 26 contains 149 members Mstep: Class 27 contains 163 members Entering Unmasked Estep ConsiderDeletion Score: -15547536.000000 Penalty: 15749.137695 Iteration 167Q: 28 clusters Score -1.554754e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 1861 members Mstep: Class 3 contains 22091 members Mstep: Class 4 contains 410 members Mstep: Class 5 contains 1061 members Mstep: Class 6 contains 6577 members Mstep: Class 7 contains 684 members Mstep: Class 8 contains 3054 members Mstep: Class 9 contains 15019 members Mstep: Class 10 contains 30575 members Mstep: Class 11 contains 1229 members Mstep: Class 12 contains 4991 members Mstep: Class 13 contains 132 members Mstep: Class 14 contains 1585 members Mstep: Class 15 contains 211 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 1232 members Mstep: Class 18 contains 6030 members Mstep: Class 19 contains 17900 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 251269 members Mstep: Class 22 contains 694 members Mstep: Class 23 contains 132 members Mstep: Class 24 contains 754 members Mstep: Class 25 contains 354 members Mstep: Class 26 contains 149 members Mstep: Class 27 contains 163 members Entering Unmasked Estep ConsiderDeletion Score: -15547537.000000 Penalty: 15749.137695 Iteration 168Q: 28 clusters Score -1.554754e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 1861 members Mstep: Class 3 contains 22100 members Mstep: Class 4 contains 410 members Mstep: Class 5 contains 1061 members Mstep: Class 6 contains 6577 members Mstep: Class 7 contains 694 members Mstep: Class 8 contains 3054 members Mstep: Class 9 contains 15015 members Mstep: Class 10 contains 30574 members Mstep: Class 11 contains 1229 members Mstep: Class 12 contains 4991 members Mstep: Class 13 contains 132 members Mstep: Class 14 contains 1585 members Mstep: Class 15 contains 211 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 1234 members Mstep: Class 18 contains 6030 members Mstep: Class 19 contains 17895 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 251258 members Mstep: Class 22 contains 694 members Mstep: Class 23 contains 132 members Mstep: Class 24 contains 754 members Mstep: Class 25 contains 354 members Mstep: Class 26 contains 149 members Mstep: Class 27 contains 163 members Entering Unmasked Estep ConsiderDeletion Score: -15547545.000000 Penalty: 15749.137695 Iteration 169Q: 28 clusters Score -1.554754e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 1860 members Mstep: Class 3 contains 22104 members Mstep: Class 4 contains 410 members Mstep: Class 5 contains 1061 members Mstep: Class 6 contains 6578 members Mstep: Class 7 contains 706 members Mstep: Class 8 contains 3054 members Mstep: Class 9 contains 15012 members Mstep: Class 10 contains 30573 members Mstep: Class 11 contains 1229 members Mstep: Class 12 contains 4991 members Mstep: Class 13 contains 132 members Mstep: Class 14 contains 1585 members Mstep: Class 15 contains 211 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 1235 members Mstep: Class 18 contains 6030 members Mstep: Class 19 contains 17892 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 251248 members Mstep: Class 22 contains 694 members Mstep: Class 23 contains 132 members Mstep: Class 24 contains 754 members Mstep: Class 25 contains 354 members Mstep: Class 26 contains 149 members Mstep: Class 27 contains 163 members Entering Unmasked Estep ConsiderDeletion Score: -15547544.000000 Penalty: 15749.137695 Iteration 170Q: 28 clusters Score -1.554754e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 1857 members Mstep: Class 3 contains 22107 members Mstep: Class 4 contains 410 members Mstep: Class 5 contains 1061 members Mstep: Class 6 contains 6579 members Mstep: Class 7 contains 712 members Mstep: Class 8 contains 3054 members Mstep: Class 9 contains 15005 members Mstep: Class 10 contains 30573 members Mstep: Class 11 contains 1229 members Mstep: Class 12 contains 4992 members Mstep: Class 13 contains 132 members Mstep: Class 14 contains 1585 members Mstep: Class 15 contains 211 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 1235 members Mstep: Class 18 contains 6030 members Mstep: Class 19 contains 17888 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 251251 members Mstep: Class 22 contains 694 members Mstep: Class 23 contains 132 members Mstep: Class 24 contains 754 members Mstep: Class 25 contains 354 members Mstep: Class 26 contains 149 members Mstep: Class 27 contains 163 members Entering Unmasked Estep ConsiderDeletion Score: -15547539.000000 Penalty: 15749.137695 Iteration 171Q: 28 clusters Score -1.554754e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 1851 members Mstep: Class 3 contains 22113 members Mstep: Class 4 contains 410 members Mstep: Class 5 contains 1061 members Mstep: Class 6 contains 6580 members Mstep: Class 7 contains 719 members Mstep: Class 8 contains 3054 members Mstep: Class 9 contains 15000 members Mstep: Class 10 contains 30574 members Mstep: Class 11 contains 1229 members Mstep: Class 12 contains 4993 members Mstep: Class 13 contains 132 members Mstep: Class 14 contains 1585 members Mstep: Class 15 contains 211 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 1235 members Mstep: Class 18 contains 6030 members Mstep: Class 19 contains 17884 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 251250 members Mstep: Class 22 contains 694 members Mstep: Class 23 contains 132 members Mstep: Class 24 contains 754 members Mstep: Class 25 contains 354 members Mstep: Class 26 contains 149 members Mstep: Class 27 contains 163 members Entering Unmasked Estep ConsiderDeletion Score: -15547542.000000 Penalty: 15749.137695 Iteration 172Q: 28 clusters Score -1.554754e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 1845 members Mstep: Class 3 contains 22118 members Mstep: Class 4 contains 410 members Mstep: Class 5 contains 1061 members Mstep: Class 6 contains 6585 members Mstep: Class 7 contains 739 members Mstep: Class 8 contains 3054 members Mstep: Class 9 contains 14993 members Mstep: Class 10 contains 30574 members Mstep: Class 11 contains 1229 members Mstep: Class 12 contains 4994 members Mstep: Class 13 contains 132 members Mstep: Class 14 contains 1584 members Mstep: Class 15 contains 211 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 1235 members Mstep: Class 18 contains 6031 members Mstep: Class 19 contains 17883 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 251233 members Mstep: Class 22 contains 694 members Mstep: Class 23 contains 132 members Mstep: Class 24 contains 754 members Mstep: Class 25 contains 354 members Mstep: Class 26 contains 149 members Mstep: Class 27 contains 163 members Entering Unmasked Estep ConsiderDeletion Score: -15547545.000000 Penalty: 15749.137695 Iteration 173Q: 28 clusters Score -1.554754e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 1836 members Mstep: Class 3 contains 22125 members Mstep: Class 4 contains 409 members Mstep: Class 5 contains 1061 members Mstep: Class 6 contains 6592 members Mstep: Class 7 contains 756 members Mstep: Class 8 contains 3054 members Mstep: Class 9 contains 14982 members Mstep: Class 10 contains 30576 members Mstep: Class 11 contains 1229 members Mstep: Class 12 contains 4995 members Mstep: Class 13 contains 132 members Mstep: Class 14 contains 1583 members Mstep: Class 15 contains 211 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 1234 members Mstep: Class 18 contains 6032 members Mstep: Class 19 contains 17881 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 251223 members Mstep: Class 22 contains 694 members Mstep: Class 23 contains 132 members Mstep: Class 24 contains 754 members Mstep: Class 25 contains 354 members Mstep: Class 26 contains 149 members Mstep: Class 27 contains 163 members Entering Unmasked Estep ConsiderDeletion Score: -15547546.000000 Penalty: 15749.137695 Iteration 174Q: 28 clusters Score -1.554755e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 1833 members Mstep: Class 3 contains 22129 members Mstep: Class 4 contains 408 members Mstep: Class 5 contains 1060 members Mstep: Class 6 contains 6596 members Mstep: Class 7 contains 768 members Mstep: Class 8 contains 3054 members Mstep: Class 9 contains 14975 members Mstep: Class 10 contains 30575 members Mstep: Class 11 contains 1229 members Mstep: Class 12 contains 4996 members Mstep: Class 13 contains 132 members Mstep: Class 14 contains 1583 members Mstep: Class 15 contains 211 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 1234 members Mstep: Class 18 contains 6031 members Mstep: Class 19 contains 17878 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 251219 members Mstep: Class 22 contains 694 members Mstep: Class 23 contains 132 members Mstep: Class 24 contains 754 members Mstep: Class 25 contains 354 members Mstep: Class 26 contains 149 members Mstep: Class 27 contains 163 members Entering Unmasked Estep ConsiderDeletion Score: -15547567.000000 Penalty: 15749.137695 Iteration 175Q: 28 clusters Score -1.554757e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 1830 members Mstep: Class 3 contains 22134 members Mstep: Class 4 contains 404 members Mstep: Class 5 contains 1060 members Mstep: Class 6 contains 6594 members Mstep: Class 7 contains 789 members Mstep: Class 8 contains 3054 members Mstep: Class 9 contains 14967 members Mstep: Class 10 contains 30571 members Mstep: Class 11 contains 1230 members Mstep: Class 12 contains 4997 members Mstep: Class 13 contains 132 members Mstep: Class 14 contains 1583 members Mstep: Class 15 contains 211 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 1234 members Mstep: Class 18 contains 6032 members Mstep: Class 19 contains 17876 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 251213 members Mstep: Class 22 contains 694 members Mstep: Class 23 contains 132 members Mstep: Class 24 contains 754 members Mstep: Class 25 contains 354 members Mstep: Class 26 contains 149 members Mstep: Class 27 contains 163 members Entering Unmasked Estep ConsiderDeletion Score: -15547558.000000 Penalty: 15749.137695 Iteration 176Q: 28 clusters Score -1.554756e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 1825 members Mstep: Class 3 contains 22142 members Mstep: Class 4 contains 401 members Mstep: Class 5 contains 1060 members Mstep: Class 6 contains 6598 members Mstep: Class 7 contains 801 members Mstep: Class 8 contains 3054 members Mstep: Class 9 contains 14960 members Mstep: Class 10 contains 30569 members Mstep: Class 11 contains 1231 members Mstep: Class 12 contains 4999 members Mstep: Class 13 contains 132 members Mstep: Class 14 contains 1583 members Mstep: Class 15 contains 211 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 1234 members Mstep: Class 18 contains 6032 members Mstep: Class 19 contains 17872 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 251207 members Mstep: Class 22 contains 694 members Mstep: Class 23 contains 132 members Mstep: Class 24 contains 754 members Mstep: Class 25 contains 354 members Mstep: Class 26 contains 149 members Mstep: Class 27 contains 163 members Entering Unmasked Estep ConsiderDeletion Score: -15547582.000000 Penalty: 15749.137695 Iteration 177Q: 28 clusters Score -1.554758e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 1821 members Mstep: Class 3 contains 22149 members Mstep: Class 4 contains 398 members Mstep: Class 5 contains 1060 members Mstep: Class 6 contains 6598 members Mstep: Class 7 contains 803 members Mstep: Class 8 contains 3054 members Mstep: Class 9 contains 14960 members Mstep: Class 10 contains 30570 members Mstep: Class 11 contains 1233 members Mstep: Class 12 contains 5002 members Mstep: Class 13 contains 132 members Mstep: Class 14 contains 1584 members Mstep: Class 15 contains 211 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 1234 members Mstep: Class 18 contains 6032 members Mstep: Class 19 contains 17867 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 251203 members Mstep: Class 22 contains 694 members Mstep: Class 23 contains 132 members Mstep: Class 24 contains 754 members Mstep: Class 25 contains 354 members Mstep: Class 26 contains 149 members Mstep: Class 27 contains 163 members Entering Unmasked Estep ConsiderDeletion Score: -15547574.000000 Penalty: 15749.137695 Iteration 178Q: 28 clusters Score -1.554757e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 1820 members Mstep: Class 3 contains 22152 members Mstep: Class 4 contains 395 members Mstep: Class 5 contains 1060 members Mstep: Class 6 contains 6596 members Mstep: Class 7 contains 807 members Mstep: Class 8 contains 3054 members Mstep: Class 9 contains 14959 members Mstep: Class 10 contains 30569 members Mstep: Class 11 contains 1234 members Mstep: Class 12 contains 5002 members Mstep: Class 13 contains 132 members Mstep: Class 14 contains 1584 members Mstep: Class 15 contains 211 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 1234 members Mstep: Class 18 contains 6032 members Mstep: Class 19 contains 17863 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 251207 members Mstep: Class 22 contains 694 members Mstep: Class 23 contains 132 members Mstep: Class 24 contains 754 members Mstep: Class 25 contains 354 members Mstep: Class 26 contains 149 members Mstep: Class 27 contains 163 members Entering Unmasked Estep ConsiderDeletion Score: -15547583.000000 Penalty: 15749.137695 Iteration 179Q: 28 clusters Score -1.554758e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 1818 members Mstep: Class 3 contains 22155 members Mstep: Class 4 contains 392 members Mstep: Class 5 contains 1060 members Mstep: Class 6 contains 6598 members Mstep: Class 7 contains 814 members Mstep: Class 8 contains 3054 members Mstep: Class 9 contains 14957 members Mstep: Class 10 contains 30567 members Mstep: Class 11 contains 1236 members Mstep: Class 12 contains 5002 members Mstep: Class 13 contains 132 members Mstep: Class 14 contains 1584 members Mstep: Class 15 contains 211 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 1234 members Mstep: Class 18 contains 6032 members Mstep: Class 19 contains 17860 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 251205 members Mstep: Class 22 contains 694 members Mstep: Class 23 contains 132 members Mstep: Class 24 contains 754 members Mstep: Class 25 contains 354 members Mstep: Class 26 contains 149 members Mstep: Class 27 contains 163 members Entering Unmasked Estep ConsiderDeletion Score: -15547600.000000 Penalty: 15749.137695 Iteration 180F: 28 clusters Score -1.55476e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 1816 members Mstep: Class 3 contains 22160 members Mstep: Class 4 contains 390 members Mstep: Class 5 contains 1060 members Mstep: Class 6 contains 6602 members Mstep: Class 7 contains 817 members Mstep: Class 8 contains 3054 members Mstep: Class 9 contains 14957 members Mstep: Class 10 contains 30567 members Mstep: Class 11 contains 1237 members Mstep: Class 12 contains 5002 members Mstep: Class 13 contains 132 members Mstep: Class 14 contains 1584 members Mstep: Class 15 contains 211 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 1234 members Mstep: Class 18 contains 6032 members Mstep: Class 19 contains 17858 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 251198 members Mstep: Class 22 contains 694 members Mstep: Class 23 contains 132 members Mstep: Class 24 contains 754 members Mstep: Class 25 contains 354 members Mstep: Class 26 contains 149 members Mstep: Class 27 contains 163 members Entering Unmasked Estep ConsiderDeletion Score: -15547586.000000 Penalty: 15749.137695 Iteration 181Q: 28 clusters Score -1.554759e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 1813 members Mstep: Class 3 contains 22165 members Mstep: Class 4 contains 390 members Mstep: Class 5 contains 1060 members Mstep: Class 6 contains 6602 members Mstep: Class 7 contains 819 members Mstep: Class 8 contains 3054 members Mstep: Class 9 contains 14957 members Mstep: Class 10 contains 30567 members Mstep: Class 11 contains 1237 members Mstep: Class 12 contains 5002 members Mstep: Class 13 contains 132 members Mstep: Class 14 contains 1584 members Mstep: Class 15 contains 211 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 1234 members Mstep: Class 18 contains 6031 members Mstep: Class 19 contains 17855 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 251198 members Mstep: Class 22 contains 694 members Mstep: Class 23 contains 132 members Mstep: Class 24 contains 754 members Mstep: Class 25 contains 354 members Mstep: Class 26 contains 149 members Mstep: Class 27 contains 163 members Entering Unmasked Estep ConsiderDeletion Score: -15547587.000000 Penalty: 15749.137695 Iteration 182Q: 28 clusters Score -1.554759e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 1809 members Mstep: Class 3 contains 22170 members Mstep: Class 4 contains 390 members Mstep: Class 5 contains 1060 members Mstep: Class 6 contains 6602 members Mstep: Class 7 contains 820 members Mstep: Class 8 contains 3054 members Mstep: Class 9 contains 14957 members Mstep: Class 10 contains 30567 members Mstep: Class 11 contains 1237 members Mstep: Class 12 contains 5002 members Mstep: Class 13 contains 132 members Mstep: Class 14 contains 1584 members Mstep: Class 15 contains 211 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 1235 members Mstep: Class 18 contains 6031 members Mstep: Class 19 contains 17852 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 251198 members Mstep: Class 22 contains 694 members Mstep: Class 23 contains 132 members Mstep: Class 24 contains 754 members Mstep: Class 25 contains 354 members Mstep: Class 26 contains 149 members Mstep: Class 27 contains 163 members Entering Unmasked Estep ConsiderDeletion Score: -15547585.000000 Penalty: 15749.137695 Iteration 183Q: 28 clusters Score -1.554758e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 1802 members Mstep: Class 3 contains 22180 members Mstep: Class 4 contains 390 members Mstep: Class 5 contains 1060 members Mstep: Class 6 contains 6603 members Mstep: Class 7 contains 821 members Mstep: Class 8 contains 3054 members Mstep: Class 9 contains 14956 members Mstep: Class 10 contains 30567 members Mstep: Class 11 contains 1237 members Mstep: Class 12 contains 5002 members Mstep: Class 13 contains 132 members Mstep: Class 14 contains 1584 members Mstep: Class 15 contains 211 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 1235 members Mstep: Class 18 contains 6030 members Mstep: Class 19 contains 17850 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 251197 members Mstep: Class 22 contains 694 members Mstep: Class 23 contains 132 members Mstep: Class 24 contains 754 members Mstep: Class 25 contains 354 members Mstep: Class 26 contains 149 members Mstep: Class 27 contains 163 members Entering Unmasked Estep ConsiderDeletion Score: -15547597.000000 Penalty: 15749.137695 Iteration 184Q: 28 clusters Score -1.55476e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 1800 members Mstep: Class 3 contains 22186 members Mstep: Class 4 contains 390 members Mstep: Class 5 contains 1060 members Mstep: Class 6 contains 6600 members Mstep: Class 7 contains 822 members Mstep: Class 8 contains 3054 members Mstep: Class 9 contains 14955 members Mstep: Class 10 contains 30567 members Mstep: Class 11 contains 1237 members Mstep: Class 12 contains 5002 members Mstep: Class 13 contains 132 members Mstep: Class 14 contains 1584 members Mstep: Class 15 contains 211 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 1235 members Mstep: Class 18 contains 6030 members Mstep: Class 19 contains 17847 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 251199 members Mstep: Class 22 contains 694 members Mstep: Class 23 contains 132 members Mstep: Class 24 contains 754 members Mstep: Class 25 contains 354 members Mstep: Class 26 contains 149 members Mstep: Class 27 contains 163 members Entering Unmasked Estep ConsiderDeletion Score: -15547602.000000 Penalty: 15749.137695 Iteration 185Q: 28 clusters Score -1.55476e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 1801 members Mstep: Class 3 contains 22191 members Mstep: Class 4 contains 389 members Mstep: Class 5 contains 1060 members Mstep: Class 6 contains 6597 members Mstep: Class 7 contains 823 members Mstep: Class 8 contains 3054 members Mstep: Class 9 contains 14953 members Mstep: Class 10 contains 30567 members Mstep: Class 11 contains 1237 members Mstep: Class 12 contains 5002 members Mstep: Class 13 contains 132 members Mstep: Class 14 contains 1584 members Mstep: Class 15 contains 211 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 1235 members Mstep: Class 18 contains 6032 members Mstep: Class 19 contains 17845 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 251198 members Mstep: Class 22 contains 694 members Mstep: Class 23 contains 132 members Mstep: Class 24 contains 754 members Mstep: Class 25 contains 354 members Mstep: Class 26 contains 149 members Mstep: Class 27 contains 163 members Entering Unmasked Estep ConsiderDeletion Score: -15547616.000000 Penalty: 15749.137695 Iteration 186Q: 28 clusters Score -1.554762e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 1802 members Mstep: Class 3 contains 22201 members Mstep: Class 4 contains 388 members Mstep: Class 5 contains 1060 members Mstep: Class 6 contains 6595 members Mstep: Class 7 contains 823 members Mstep: Class 8 contains 3054 members Mstep: Class 9 contains 14953 members Mstep: Class 10 contains 30566 members Mstep: Class 11 contains 1236 members Mstep: Class 12 contains 5002 members Mstep: Class 13 contains 132 members Mstep: Class 14 contains 1584 members Mstep: Class 15 contains 211 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 1235 members Mstep: Class 18 contains 6032 members Mstep: Class 19 contains 17844 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 251194 members Mstep: Class 22 contains 694 members Mstep: Class 23 contains 132 members Mstep: Class 24 contains 754 members Mstep: Class 25 contains 354 members Mstep: Class 26 contains 149 members Mstep: Class 27 contains 163 members Entering Unmasked Estep ConsiderDeletion Score: -15547606.000000 Penalty: 15749.137695 Iteration 187Q: 28 clusters Score -1.554761e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 1801 members Mstep: Class 3 contains 22203 members Mstep: Class 4 contains 389 members Mstep: Class 5 contains 1060 members Mstep: Class 6 contains 6597 members Mstep: Class 7 contains 823 members Mstep: Class 8 contains 3054 members Mstep: Class 9 contains 14952 members Mstep: Class 10 contains 30566 members Mstep: Class 11 contains 1233 members Mstep: Class 12 contains 5002 members Mstep: Class 13 contains 132 members Mstep: Class 14 contains 1584 members Mstep: Class 15 contains 211 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 1235 members Mstep: Class 18 contains 6034 members Mstep: Class 19 contains 17844 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 251192 members Mstep: Class 22 contains 694 members Mstep: Class 23 contains 132 members Mstep: Class 24 contains 754 members Mstep: Class 25 contains 354 members Mstep: Class 26 contains 149 members Mstep: Class 27 contains 163 members Entering Unmasked Estep ConsiderDeletion Score: -15547625.000000 Penalty: 15749.137695 Iteration 188Q: 28 clusters Score -1.554762e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 1799 members Mstep: Class 3 contains 22206 members Mstep: Class 4 contains 389 members Mstep: Class 5 contains 1060 members Mstep: Class 6 contains 6599 members Mstep: Class 7 contains 823 members Mstep: Class 8 contains 3054 members Mstep: Class 9 contains 14951 members Mstep: Class 10 contains 30566 members Mstep: Class 11 contains 1229 members Mstep: Class 12 contains 5002 members Mstep: Class 13 contains 132 members Mstep: Class 14 contains 1584 members Mstep: Class 15 contains 211 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 1235 members Mstep: Class 18 contains 6037 members Mstep: Class 19 contains 17844 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 251191 members Mstep: Class 22 contains 694 members Mstep: Class 23 contains 132 members Mstep: Class 24 contains 754 members Mstep: Class 25 contains 354 members Mstep: Class 26 contains 149 members Mstep: Class 27 contains 163 members Entering Unmasked Estep ConsiderDeletion Score: -15547603.000000 Penalty: 15749.137695 Iteration 189Q: 28 clusters Score -1.55476e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 1797 members Mstep: Class 3 contains 22206 members Mstep: Class 4 contains 389 members Mstep: Class 5 contains 1060 members Mstep: Class 6 contains 6601 members Mstep: Class 7 contains 823 members Mstep: Class 8 contains 3054 members Mstep: Class 9 contains 14951 members Mstep: Class 10 contains 30566 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 5002 members Mstep: Class 13 contains 132 members Mstep: Class 14 contains 1585 members Mstep: Class 15 contains 211 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 1235 members Mstep: Class 18 contains 6039 members Mstep: Class 19 contains 17844 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 251190 members Mstep: Class 22 contains 694 members Mstep: Class 23 contains 132 members Mstep: Class 24 contains 754 members Mstep: Class 25 contains 354 members Mstep: Class 26 contains 149 members Mstep: Class 27 contains 163 members Entering Unmasked Estep ConsiderDeletion Score: -15547619.000000 Penalty: 15749.137695 Iteration 190Q: 28 clusters Score -1.554762e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 1795 members Mstep: Class 3 contains 22207 members Mstep: Class 4 contains 389 members Mstep: Class 5 contains 1060 members Mstep: Class 6 contains 6602 members Mstep: Class 7 contains 823 members Mstep: Class 8 contains 3054 members Mstep: Class 9 contains 14952 members Mstep: Class 10 contains 30566 members Mstep: Class 11 contains 1226 members Mstep: Class 12 contains 5002 members Mstep: Class 13 contains 132 members Mstep: Class 14 contains 1585 members Mstep: Class 15 contains 211 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 1235 members Mstep: Class 18 contains 6040 members Mstep: Class 19 contains 17844 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 251189 members Mstep: Class 22 contains 694 members Mstep: Class 23 contains 132 members Mstep: Class 24 contains 754 members Mstep: Class 25 contains 354 members Mstep: Class 26 contains 149 members Mstep: Class 27 contains 163 members Entering Unmasked Estep ConsiderDeletion Score: -15547626.000000 Penalty: 15749.137695 Iteration 191Q: 28 clusters Score -1.554763e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 1795 members Mstep: Class 3 contains 22206 members Mstep: Class 4 contains 389 members Mstep: Class 5 contains 1060 members Mstep: Class 6 contains 6602 members Mstep: Class 7 contains 823 members Mstep: Class 8 contains 3054 members Mstep: Class 9 contains 14952 members Mstep: Class 10 contains 30566 members Mstep: Class 11 contains 1226 members Mstep: Class 12 contains 5002 members Mstep: Class 13 contains 132 members Mstep: Class 14 contains 1585 members Mstep: Class 15 contains 211 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 1235 members Mstep: Class 18 contains 6040 members Mstep: Class 19 contains 17844 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 251190 members Mstep: Class 22 contains 694 members Mstep: Class 23 contains 132 members Mstep: Class 24 contains 754 members Mstep: Class 25 contains 354 members Mstep: Class 26 contains 149 members Mstep: Class 27 contains 163 members Entering Unmasked Estep ConsiderDeletion Score: -15547624.000000 Penalty: 15749.137695 Iteration 192Q: 28 clusters Score -1.554762e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 1795 members Mstep: Class 3 contains 22206 members Mstep: Class 4 contains 389 members Mstep: Class 5 contains 1060 members Mstep: Class 6 contains 6602 members Mstep: Class 7 contains 823 members Mstep: Class 8 contains 3054 members Mstep: Class 9 contains 14952 members Mstep: Class 10 contains 30566 members Mstep: Class 11 contains 1226 members Mstep: Class 12 contains 5002 members Mstep: Class 13 contains 132 members Mstep: Class 14 contains 1585 members Mstep: Class 15 contains 211 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 1235 members Mstep: Class 18 contains 6040 members Mstep: Class 19 contains 17844 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 251190 members Mstep: Class 22 contains 694 members Mstep: Class 23 contains 132 members Mstep: Class 24 contains 754 members Mstep: Class 25 contains 354 members Mstep: Class 26 contains 149 members Mstep: Class 27 contains 163 members Entering Unmasked Estep ConsiderDeletion Score: -15547624.000000 Penalty: 15749.137695 Iteration 193F: 28 clusters Score -1.554762e+07 nChanged 0 Entering ConstructFrom: Score: -15547624.000000 Penalty: 15749.137695 Entering ConstructFrom: Trying to split cluster 1 (891 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Entering Unmasked Estep Score: -42031.078125 Penalty: 309.051666 Iteration 0F: 2 clusters Score -42031.08 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -41310.585938 Penalty: 618.103333 Iteration 0F: 3 clusters Score -41310.59 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -41510.417969 Penalty: 618.103333 Iteration 1F: 3 clusters Score -41510.42 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -41555.054688 Penalty: 618.103333 Iteration 2F: 3 clusters Score -41555.05 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -41579.507812 Penalty: 618.103333 Iteration 3Q: 3 clusters Score -41579.51 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -41589.027344 Penalty: 618.103333 Iteration 4Q: 3 clusters Score -41589.03 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -41598.597656 Penalty: 618.103333 Iteration 5Q: 3 clusters Score -41598.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -41608.468750 Penalty: 618.103333 Iteration 6Q: 3 clusters Score -41608.47 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -41612.421875 Penalty: 618.103333 Iteration 7Q: 3 clusters Score -41612.42 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -41613.003906 Penalty: 618.103333 Iteration 8Q: 3 clusters Score -41613 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -41613.589844 Penalty: 618.103333 Iteration 9Q: 3 clusters Score -41613.59 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -41613.648438 Penalty: 618.103333 Iteration 10Q: 3 clusters Score -41613.65 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -41613.648438 Penalty: 618.103333 Iteration 11F: 3 clusters Score -41613.65 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (1795 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1795 members Entering Unmasked Estep Score: -74803.492188 Penalty: 340.920593 Iteration 0F: 2 clusters Score -74803.49 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 951 members Entering Unmasked Estep Score: -73484.921875 Penalty: 681.841187 Iteration 0F: 3 clusters Score -73484.92 nChanged 762 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 1151 members Entering Unmasked Estep Score: -73979.468750 Penalty: 681.841187 Iteration 1F: 3 clusters Score -73979.47 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -74046.281250 Penalty: 681.841187 Iteration 2F: 3 clusters Score -74046.28 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 1317 members Entering Unmasked Estep Score: -74120.117188 Penalty: 681.841187 Iteration 3F: 3 clusters Score -74120.12 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 1401 members Entering Unmasked Estep Score: -74188.546875 Penalty: 681.841187 Iteration 4Q: 3 clusters Score -74188.55 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 1481 members Entering Unmasked Estep Score: -74260.679688 Penalty: 681.841187 Iteration 5Q: 3 clusters Score -74260.68 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 1545 members Entering Unmasked Estep Score: -74328.796875 Penalty: 681.841187 Iteration 6Q: 3 clusters Score -74328.8 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 1602 members Entering Unmasked Estep Score: -74398.265625 Penalty: 681.841187 Iteration 7Q: 3 clusters Score -74398.27 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 1627 members Entering Unmasked Estep Score: -74426.226562 Penalty: 681.841187 Iteration 8Q: 3 clusters Score -74426.23 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 1648 members Entering Unmasked Estep Score: -74451.046875 Penalty: 681.841187 Iteration 9Q: 3 clusters Score -74451.05 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 1656 members Entering Unmasked Estep Score: -74464.039062 Penalty: 681.841187 Iteration 10Q: 3 clusters Score -74464.04 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 1665 members Entering Unmasked Estep Score: -74472.937500 Penalty: 681.841187 Iteration 11Q: 3 clusters Score -74472.94 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 1669 members Entering Unmasked Estep Score: -74478.953125 Penalty: 681.841187 Iteration 12Q: 3 clusters Score -74478.95 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 1671 members Entering Unmasked Estep Score: -74483.000000 Penalty: 681.841187 Iteration 13Q: 3 clusters Score -74483 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 1669 members Entering Unmasked Estep Score: -74484.234375 Penalty: 681.841187 Iteration 14Q: 3 clusters Score -74484.23 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 1668 members Entering Unmasked Estep Score: -74484.382812 Penalty: 681.841187 Iteration 15Q: 3 clusters Score -74484.38 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 1669 members Entering Unmasked Estep Score: -74485.632812 Penalty: 681.841187 Iteration 16Q: 3 clusters Score -74485.63 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 1670 members Entering Unmasked Estep Score: -74487.156250 Penalty: 681.841187 Iteration 17Q: 3 clusters Score -74487.16 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 1671 members Entering Unmasked Estep Score: -74488.617188 Penalty: 681.841187 Iteration 18Q: 3 clusters Score -74488.62 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 1674 members Entering Unmasked Estep Score: -74490.507812 Penalty: 681.841187 Iteration 19Q: 3 clusters Score -74490.51 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 1679 members Entering Unmasked Estep Score: -74493.921875 Penalty: 681.841187 Iteration 20F: 3 clusters Score -74493.92 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 1681 members Entering Unmasked Estep Score: -74494.484375 Penalty: 681.841187 Iteration 21Q: 3 clusters Score -74494.48 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 1681 members Entering Unmasked Estep Score: -74494.484375 Penalty: 681.841187 Iteration 22F: 3 clusters Score -74494.48 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (22206 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22206 members Entering Unmasked Estep Score: -935407.375000 Penalty: 455.369354 Iteration 0F: 2 clusters Score -935407.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11037 members Mstep: Class 2 contains 11169 members Entering Unmasked Estep Score: -920613.312500 Penalty: 910.738708 Iteration 0F: 3 clusters Score -920613.3 nChanged 10581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9938 members Mstep: Class 2 contains 12268 members Entering Unmasked Estep Score: -926950.875000 Penalty: 910.738708 Iteration 1F: 3 clusters Score -926950.9 nChanged 971 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9399 members Mstep: Class 2 contains 12807 members Entering Unmasked Estep Score: -927309.625000 Penalty: 910.738708 Iteration 2Q: 3 clusters Score -927309.6 nChanged 1121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8644 members Mstep: Class 2 contains 13562 members Entering Unmasked Estep Score: -927827.937500 Penalty: 910.738708 Iteration 3F: 3 clusters Score -927827.9 nChanged 1206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7720 members Mstep: Class 2 contains 14486 members Entering Unmasked Estep Score: -928518.000000 Penalty: 910.738708 Iteration 4F: 3 clusters Score -928518 nChanged 1258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6678 members Mstep: Class 2 contains 15528 members Entering Unmasked Estep Score: -929460.750000 Penalty: 910.738708 Iteration 5F: 3 clusters Score -929460.8 nChanged 1283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5575 members Mstep: Class 2 contains 16631 members Entering Unmasked Estep Score: -930573.937500 Penalty: 910.738708 Iteration 6F: 3 clusters Score -930573.9 nChanged 1159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4592 members Mstep: Class 2 contains 17614 members Entering Unmasked Estep Score: -931576.562500 Penalty: 910.738708 Iteration 7F: 3 clusters Score -931576.6 nChanged 921 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3807 members Mstep: Class 2 contains 18399 members Entering Unmasked Estep Score: -932261.187500 Penalty: 910.738708 Iteration 8Q: 3 clusters Score -932261.2 nChanged 696 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3179 members Mstep: Class 2 contains 19027 members Entering Unmasked Estep Score: -932724.187500 Penalty: 910.738708 Iteration 9Q: 3 clusters Score -932724.2 nChanged 599 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2600 members Mstep: Class 2 contains 19606 members Entering Unmasked Estep Score: -933099.500000 Penalty: 910.738708 Iteration 10Q: 3 clusters Score -933099.5 nChanged 518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2088 members Mstep: Class 2 contains 20118 members Entering Unmasked Estep Score: -933438.812500 Penalty: 910.738708 Iteration 11Q: 3 clusters Score -933438.8 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1608 members Mstep: Class 2 contains 20598 members Entering Unmasked Estep Score: -933775.187500 Penalty: 910.738708 Iteration 12Q: 3 clusters Score -933775.2 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 21035 members Entering Unmasked Estep Score: -934097.125000 Penalty: 910.738708 Iteration 13Q: 3 clusters Score -934097.1 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 21385 members Entering Unmasked Estep Score: -934365.500000 Penalty: 910.738708 Iteration 14Q: 3 clusters Score -934365.5 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 21664 members Entering Unmasked Estep Score: -934595.687500 Penalty: 910.738708 Iteration 15Q: 3 clusters Score -934595.7 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 21858 members Entering Unmasked Estep Score: -934748.812500 Penalty: 910.738708 Iteration 16Q: 3 clusters Score -934748.8 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 21981 members Entering Unmasked Estep Score: -934847.812500 Penalty: 910.738708 Iteration 17Q: 3 clusters Score -934847.8 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 22046 members Entering Unmasked Estep Score: -934914.687500 Penalty: 910.738708 Iteration 18Q: 3 clusters Score -934914.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 22083 members Entering Unmasked Estep Score: -934951.625000 Penalty: 910.738708 Iteration 19Q: 3 clusters Score -934951.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 22106 members Entering Unmasked Estep Score: -934980.187500 Penalty: 910.738708 Iteration 20F: 3 clusters Score -934980.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 22118 members Entering Unmasked Estep Score: -934991.125000 Penalty: 910.738708 Iteration 21Q: 3 clusters Score -934991.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 22122 members Entering Unmasked Estep Score: -934995.437500 Penalty: 910.738708 Iteration 22Q: 3 clusters Score -934995.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 22125 members Entering Unmasked Estep Score: -935000.562500 Penalty: 910.738708 Iteration 23Q: 3 clusters Score -935000.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 22131 members Entering Unmasked Estep Score: -935007.687500 Penalty: 910.738708 Iteration 24Q: 3 clusters Score -935007.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 22137 members Entering Unmasked Estep Score: -935015.000000 Penalty: 910.738708 Iteration 25Q: 3 clusters Score -935015 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 22141 members Entering Unmasked Estep Score: -935019.437500 Penalty: 910.738708 Iteration 26Q: 3 clusters Score -935019.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63 members Mstep: Class 2 contains 22143 members Entering Unmasked Estep Score: -935021.937500 Penalty: 910.738708 Iteration 27Q: 3 clusters Score -935021.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Mstep: Class 2 contains 22144 members Entering Unmasked Estep Score: -935023.000000 Penalty: 910.738708 Iteration 28Q: 3 clusters Score -935023 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 22145 members Entering Unmasked Estep Score: -935024.062500 Penalty: 910.738708 Iteration 29Q: 3 clusters Score -935024.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 22145 members Entering Unmasked Estep Score: -935024.062500 Penalty: 910.738708 Iteration 30F: 3 clusters Score -935024.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (389 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Entering Unmasked Estep Score: -13526.313477 Penalty: 271.342865 Iteration 0F: 2 clusters Score -13526.31 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -13117.891602 Penalty: 542.685730 Iteration 0F: 3 clusters Score -13117.89 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -13206.957031 Penalty: 542.685730 Iteration 1F: 3 clusters Score -13206.96 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -13234.103516 Penalty: 542.685730 Iteration 2F: 3 clusters Score -13234.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -13271.064453 Penalty: 542.685730 Iteration 3F: 3 clusters Score -13271.06 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -13333.694336 Penalty: 542.685730 Iteration 4F: 3 clusters Score -13333.69 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -13419.734375 Penalty: 542.685730 Iteration 5F: 3 clusters Score -13419.73 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -13470.988281 Penalty: 542.685730 Iteration 6F: 3 clusters Score -13470.99 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -13496.272461 Penalty: 542.685730 Iteration 7Q: 3 clusters Score -13496.27 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -13517.567383 Penalty: 542.685730 Iteration 8Q: 3 clusters Score -13517.57 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -13548.500977 Penalty: 542.685730 Iteration 9Q: 3 clusters Score -13548.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -13572.678711 Penalty: 542.685730 Iteration 10Q: 3 clusters Score -13572.68 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -13593.612305 Penalty: 542.685730 Iteration 11Q: 3 clusters Score -13593.61 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -13598.102539 Penalty: 542.685730 Iteration 12Q: 3 clusters Score -13598.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -13600.361328 Penalty: 542.685730 Iteration 13Q: 3 clusters Score -13600.36 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -13600.361328 Penalty: 542.685730 Iteration 14F: 3 clusters Score -13600.36 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 1795 members Mstep: Class 3 contains 22206 members Mstep: Class 4 contains 191 members Mstep: Class 5 contains 1060 members Mstep: Class 6 contains 6602 members Mstep: Class 7 contains 823 members Mstep: Class 8 contains 3054 members Mstep: Class 9 contains 14952 members Mstep: Class 10 contains 30566 members Mstep: Class 11 contains 1226 members Mstep: Class 12 contains 5002 members Mstep: Class 13 contains 132 members Mstep: Class 14 contains 1585 members Mstep: Class 15 contains 211 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 1235 members Mstep: Class 18 contains 6040 members Mstep: Class 19 contains 17844 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 251190 members Mstep: Class 22 contains 694 members Mstep: Class 23 contains 132 members Mstep: Class 24 contains 754 members Mstep: Class 25 contains 354 members Mstep: Class 26 contains 149 members Mstep: Class 27 contains 163 members Mstep: Class 28 contains 198 members Entering Unmasked Estep Score: -15547394.000000 Penalty: 16332.439453 Splitting cluster 4 changes total score from -15547624.000000 to -15547394.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 5 (1060 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Entering Unmasked Estep Score: -48420.980469 Penalty: 316.954102 Iteration 0F: 2 clusters Score -48420.98 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -47576.292969 Penalty: 633.908203 Iteration 0F: 3 clusters Score -47576.29 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -47820.585938 Penalty: 633.908203 Iteration 1F: 3 clusters Score -47820.59 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -47862.480469 Penalty: 633.908203 Iteration 2F: 3 clusters Score -47862.48 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -47908.250000 Penalty: 633.908203 Iteration 3F: 3 clusters Score -47908.25 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -47940.097656 Penalty: 633.908203 Iteration 4Q: 3 clusters Score -47940.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -47961.558594 Penalty: 633.908203 Iteration 5Q: 3 clusters Score -47961.56 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -47978.105469 Penalty: 633.908203 Iteration 6Q: 3 clusters Score -47978.11 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -47989.933594 Penalty: 633.908203 Iteration 7Q: 3 clusters Score -47989.93 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -47999.898438 Penalty: 633.908203 Iteration 8Q: 3 clusters Score -47999.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -48010.144531 Penalty: 633.908203 Iteration 9Q: 3 clusters Score -48010.14 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -48020.160156 Penalty: 633.908203 Iteration 10Q: 3 clusters Score -48020.16 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -48029.398438 Penalty: 633.908203 Iteration 11Q: 3 clusters Score -48029.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -48037.449219 Penalty: 633.908203 Iteration 12Q: 3 clusters Score -48037.45 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -48047.457031 Penalty: 633.908203 Iteration 13Q: 3 clusters Score -48047.46 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -48055.355469 Penalty: 633.908203 Iteration 14Q: 3 clusters Score -48055.36 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -48061.972656 Penalty: 633.908203 Iteration 15Q: 3 clusters Score -48061.97 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -48068.500000 Penalty: 633.908203 Iteration 16Q: 3 clusters Score -48068.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -48072.210938 Penalty: 633.908203 Iteration 17Q: 3 clusters Score -48072.21 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -48075.523438 Penalty: 633.908203 Iteration 18Q: 3 clusters Score -48075.52 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -48078.613281 Penalty: 633.908203 Iteration 19Q: 3 clusters Score -48078.61 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -48079.207031 Penalty: 633.908203 Iteration 20F: 3 clusters Score -48079.21 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -48079.406250 Penalty: 633.908203 Iteration 21Q: 3 clusters Score -48079.41 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -48079.406250 Penalty: 633.908203 Iteration 22F: 3 clusters Score -48079.41 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (6602 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6602 members Entering Unmasked Estep Score: -287573.906250 Penalty: 400.178314 Iteration 0F: 2 clusters Score -287573.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3323 members Mstep: Class 2 contains 3279 members Entering Unmasked Estep Score: -283189.968750 Penalty: 800.356628 Iteration 0F: 3 clusters Score -283190 nChanged 3025 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3172 members Mstep: Class 2 contains 3430 members Entering Unmasked Estep Score: -285079.531250 Penalty: 800.356628 Iteration 1F: 3 clusters Score -285079.5 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3136 members Mstep: Class 2 contains 3466 members Entering Unmasked Estep Score: -285300.031250 Penalty: 800.356628 Iteration 2F: 3 clusters Score -285300 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3123 members Mstep: Class 2 contains 3479 members Entering Unmasked Estep Score: -285573.781250 Penalty: 800.356628 Iteration 3F: 3 clusters Score -285573.8 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3120 members Mstep: Class 2 contains 3482 members Entering Unmasked Estep Score: -285921.625000 Penalty: 800.356628 Iteration 4F: 3 clusters Score -285921.6 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3117 members Mstep: Class 2 contains 3485 members Entering Unmasked Estep Score: -286262.281250 Penalty: 800.356628 Iteration 5F: 3 clusters Score -286262.3 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3118 members Mstep: Class 2 contains 3484 members Entering Unmasked Estep Score: -286470.093750 Penalty: 800.356628 Iteration 6F: 3 clusters Score -286470.1 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3096 members Mstep: Class 2 contains 3506 members Entering Unmasked Estep Score: -286589.593750 Penalty: 800.356628 Iteration 7Q: 3 clusters Score -286589.6 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3038 members Mstep: Class 2 contains 3564 members Entering Unmasked Estep Score: -286709.031250 Penalty: 800.356628 Iteration 8Q: 3 clusters Score -286709 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2976 members Mstep: Class 2 contains 3626 members Entering Unmasked Estep Score: -286808.625000 Penalty: 800.356628 Iteration 9Q: 3 clusters Score -286808.6 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2913 members Mstep: Class 2 contains 3689 members Entering Unmasked Estep Score: -286888.375000 Penalty: 800.356628 Iteration 10Q: 3 clusters Score -286888.4 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2857 members Mstep: Class 2 contains 3745 members Entering Unmasked Estep Score: -286955.125000 Penalty: 800.356628 Iteration 11Q: 3 clusters Score -286955.1 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2812 members Mstep: Class 2 contains 3790 members Entering Unmasked Estep Score: -287000.750000 Penalty: 800.356628 Iteration 12Q: 3 clusters Score -287000.8 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2768 members Mstep: Class 2 contains 3834 members Entering Unmasked Estep Score: -287035.687500 Penalty: 800.356628 Iteration 13Q: 3 clusters Score -287035.7 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2730 members Mstep: Class 2 contains 3872 members Entering Unmasked Estep Score: -287053.281250 Penalty: 800.356628 Iteration 14Q: 3 clusters Score -287053.3 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2713 members Mstep: Class 2 contains 3889 members Entering Unmasked Estep Score: -287060.406250 Penalty: 800.356628 Iteration 15Q: 3 clusters Score -287060.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2695 members Mstep: Class 2 contains 3907 members Entering Unmasked Estep Score: -287065.281250 Penalty: 800.356628 Iteration 16Q: 3 clusters Score -287065.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2688 members Mstep: Class 2 contains 3914 members Entering Unmasked Estep Score: -287067.093750 Penalty: 800.356628 Iteration 17Q: 3 clusters Score -287067.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2681 members Mstep: Class 2 contains 3921 members Entering Unmasked Estep Score: -287068.187500 Penalty: 800.356628 Iteration 18Q: 3 clusters Score -287068.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2674 members Mstep: Class 2 contains 3928 members Entering Unmasked Estep Score: -287069.562500 Penalty: 800.356628 Iteration 19Q: 3 clusters Score -287069.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2664 members Mstep: Class 2 contains 3938 members Entering Unmasked Estep Score: -287070.500000 Penalty: 800.356628 Iteration 20F: 3 clusters Score -287070.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2657 members Mstep: Class 2 contains 3945 members Entering Unmasked Estep Score: -287072.218750 Penalty: 800.356628 Iteration 21Q: 3 clusters Score -287072.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2649 members Mstep: Class 2 contains 3953 members Entering Unmasked Estep Score: -287072.750000 Penalty: 800.356628 Iteration 22Q: 3 clusters Score -287072.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2644 members Mstep: Class 2 contains 3958 members Entering Unmasked Estep Score: -287073.250000 Penalty: 800.356628 Iteration 23Q: 3 clusters Score -287073.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2636 members Mstep: Class 2 contains 3966 members Entering Unmasked Estep Score: -287075.906250 Penalty: 800.356628 Iteration 24Q: 3 clusters Score -287075.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2626 members Mstep: Class 2 contains 3976 members Entering Unmasked Estep Score: -287079.593750 Penalty: 800.356628 Iteration 25Q: 3 clusters Score -287079.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2614 members Mstep: Class 2 contains 3988 members Entering Unmasked Estep Score: -287081.906250 Penalty: 800.356628 Iteration 26Q: 3 clusters Score -287081.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2602 members Mstep: Class 2 contains 4000 members Entering Unmasked Estep Score: -287084.375000 Penalty: 800.356628 Iteration 27Q: 3 clusters Score -287084.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2591 members Mstep: Class 2 contains 4011 members Entering Unmasked Estep Score: -287086.718750 Penalty: 800.356628 Iteration 28Q: 3 clusters Score -287086.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2580 members Mstep: Class 2 contains 4022 members Entering Unmasked Estep Score: -287089.125000 Penalty: 800.356628 Iteration 29Q: 3 clusters Score -287089.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2564 members Mstep: Class 2 contains 4038 members Entering Unmasked Estep Score: -287091.531250 Penalty: 800.356628 Iteration 30Q: 3 clusters Score -287091.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2554 members Mstep: Class 2 contains 4048 members Entering Unmasked Estep Score: -287092.781250 Penalty: 800.356628 Iteration 31Q: 3 clusters Score -287092.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2544 members Mstep: Class 2 contains 4058 members Entering Unmasked Estep Score: -287094.687500 Penalty: 800.356628 Iteration 32Q: 3 clusters Score -287094.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2531 members Mstep: Class 2 contains 4071 members Entering Unmasked Estep Score: -287096.375000 Penalty: 800.356628 Iteration 33Q: 3 clusters Score -287096.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2517 members Mstep: Class 2 contains 4085 members Entering Unmasked Estep Score: -287097.937500 Penalty: 800.356628 Iteration 34Q: 3 clusters Score -287097.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2503 members Mstep: Class 2 contains 4099 members Entering Unmasked Estep Score: -287099.968750 Penalty: 800.356628 Iteration 35Q: 3 clusters Score -287100 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2491 members Mstep: Class 2 contains 4111 members Entering Unmasked Estep Score: -287101.906250 Penalty: 800.356628 Iteration 36Q: 3 clusters Score -287101.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2478 members Mstep: Class 2 contains 4124 members Entering Unmasked Estep Score: -287102.718750 Penalty: 800.356628 Iteration 37Q: 3 clusters Score -287102.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2460 members Mstep: Class 2 contains 4142 members Entering Unmasked Estep Score: -287103.906250 Penalty: 800.356628 Iteration 38Q: 3 clusters Score -287103.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2441 members Mstep: Class 2 contains 4161 members Entering Unmasked Estep Score: -287106.937500 Penalty: 800.356628 Iteration 39Q: 3 clusters Score -287106.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2430 members Mstep: Class 2 contains 4172 members Entering Unmasked Estep Score: -287107.781250 Penalty: 800.356628 Iteration 40F: 3 clusters Score -287107.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2416 members Mstep: Class 2 contains 4186 members Entering Unmasked Estep Score: -287110.218750 Penalty: 800.356628 Iteration 41Q: 3 clusters Score -287110.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2402 members Mstep: Class 2 contains 4200 members Entering Unmasked Estep Score: -287111.562500 Penalty: 800.356628 Iteration 42Q: 3 clusters Score -287111.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2386 members Mstep: Class 2 contains 4216 members Entering Unmasked Estep Score: -287113.343750 Penalty: 800.356628 Iteration 43Q: 3 clusters Score -287113.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2372 members Mstep: Class 2 contains 4230 members Entering Unmasked Estep Score: -287114.843750 Penalty: 800.356628 Iteration 44Q: 3 clusters Score -287114.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2357 members Mstep: Class 2 contains 4245 members Entering Unmasked Estep Score: -287115.531250 Penalty: 800.356628 Iteration 45Q: 3 clusters Score -287115.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2341 members Mstep: Class 2 contains 4261 members Entering Unmasked Estep Score: -287118.187500 Penalty: 800.356628 Iteration 46Q: 3 clusters Score -287118.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2323 members Mstep: Class 2 contains 4279 members Entering Unmasked Estep Score: -287122.531250 Penalty: 800.356628 Iteration 47Q: 3 clusters Score -287122.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2301 members Mstep: Class 2 contains 4301 members Entering Unmasked Estep Score: -287125.812500 Penalty: 800.356628 Iteration 48Q: 3 clusters Score -287125.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2281 members Mstep: Class 2 contains 4321 members Entering Unmasked Estep Score: -287128.031250 Penalty: 800.356628 Iteration 49Q: 3 clusters Score -287128 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2261 members Mstep: Class 2 contains 4341 members Entering Unmasked Estep Score: -287131.375000 Penalty: 800.356628 Iteration 50Q: 3 clusters Score -287131.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2240 members Mstep: Class 2 contains 4362 members Entering Unmasked Estep Score: -287136.093750 Penalty: 800.356628 Iteration 51Q: 3 clusters Score -287136.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2219 members Mstep: Class 2 contains 4383 members Entering Unmasked Estep Score: -287138.343750 Penalty: 800.356628 Iteration 52Q: 3 clusters Score -287138.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2196 members Mstep: Class 2 contains 4406 members Entering Unmasked Estep Score: -287141.562500 Penalty: 800.356628 Iteration 53Q: 3 clusters Score -287141.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2171 members Mstep: Class 2 contains 4431 members Entering Unmasked Estep Score: -287144.593750 Penalty: 800.356628 Iteration 54Q: 3 clusters Score -287144.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2149 members Mstep: Class 2 contains 4453 members Entering Unmasked Estep Score: -287147.656250 Penalty: 800.356628 Iteration 55Q: 3 clusters Score -287147.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2127 members Mstep: Class 2 contains 4475 members Entering Unmasked Estep Score: -287150.500000 Penalty: 800.356628 Iteration 56Q: 3 clusters Score -287150.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2108 members Mstep: Class 2 contains 4494 members Entering Unmasked Estep Score: -287152.843750 Penalty: 800.356628 Iteration 57Q: 3 clusters Score -287152.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2085 members Mstep: Class 2 contains 4517 members Entering Unmasked Estep Score: -287155.906250 Penalty: 800.356628 Iteration 58Q: 3 clusters Score -287155.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2055 members Mstep: Class 2 contains 4547 members Entering Unmasked Estep Score: -287159.593750 Penalty: 800.356628 Iteration 59Q: 3 clusters Score -287159.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2029 members Mstep: Class 2 contains 4573 members Entering Unmasked Estep Score: -287164.562500 Penalty: 800.356628 Iteration 60F: 3 clusters Score -287164.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1998 members Mstep: Class 2 contains 4604 members Entering Unmasked Estep Score: -287169.937500 Penalty: 800.356628 Iteration 61Q: 3 clusters Score -287169.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1974 members Mstep: Class 2 contains 4628 members Entering Unmasked Estep Score: -287174.187500 Penalty: 800.356628 Iteration 62Q: 3 clusters Score -287174.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1957 members Mstep: Class 2 contains 4645 members Entering Unmasked Estep Score: -287176.750000 Penalty: 800.356628 Iteration 63Q: 3 clusters Score -287176.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1938 members Mstep: Class 2 contains 4664 members Entering Unmasked Estep Score: -287179.812500 Penalty: 800.356628 Iteration 64Q: 3 clusters Score -287179.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1921 members Mstep: Class 2 contains 4681 members Entering Unmasked Estep Score: -287181.281250 Penalty: 800.356628 Iteration 65Q: 3 clusters Score -287181.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1912 members Mstep: Class 2 contains 4690 members Entering Unmasked Estep Score: -287181.187500 Penalty: 800.356628 Iteration 66Q: 3 clusters Score -287181.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1907 members Mstep: Class 2 contains 4695 members Entering Unmasked Estep Score: -287181.531250 Penalty: 800.356628 Iteration 67Q: 3 clusters Score -287181.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1903 members Mstep: Class 2 contains 4699 members Entering Unmasked Estep Score: -287182.156250 Penalty: 800.356628 Iteration 68Q: 3 clusters Score -287182.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1894 members Mstep: Class 2 contains 4708 members Entering Unmasked Estep Score: -287183.250000 Penalty: 800.356628 Iteration 69Q: 3 clusters Score -287183.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1885 members Mstep: Class 2 contains 4717 members Entering Unmasked Estep Score: -287183.406250 Penalty: 800.356628 Iteration 70Q: 3 clusters Score -287183.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1879 members Mstep: Class 2 contains 4723 members Entering Unmasked Estep Score: -287184.593750 Penalty: 800.356628 Iteration 71Q: 3 clusters Score -287184.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1874 members Mstep: Class 2 contains 4728 members Entering Unmasked Estep Score: -287184.343750 Penalty: 800.356628 Iteration 72Q: 3 clusters Score -287184.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1872 members Mstep: Class 2 contains 4730 members Entering Unmasked Estep Score: -287184.531250 Penalty: 800.356628 Iteration 73Q: 3 clusters Score -287184.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1868 members Mstep: Class 2 contains 4734 members Entering Unmasked Estep Score: -287184.718750 Penalty: 800.356628 Iteration 74Q: 3 clusters Score -287184.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1865 members Mstep: Class 2 contains 4737 members Entering Unmasked Estep Score: -287184.687500 Penalty: 800.356628 Iteration 75Q: 3 clusters Score -287184.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1861 members Mstep: Class 2 contains 4741 members Entering Unmasked Estep Score: -287186.250000 Penalty: 800.356628 Iteration 76Q: 3 clusters Score -287186.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1856 members Mstep: Class 2 contains 4746 members Entering Unmasked Estep Score: -287186.062500 Penalty: 800.356628 Iteration 77Q: 3 clusters Score -287186.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1853 members Mstep: Class 2 contains 4749 members Entering Unmasked Estep Score: -287185.968750 Penalty: 800.356628 Iteration 78Q: 3 clusters Score -287186 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1851 members Mstep: Class 2 contains 4751 members Entering Unmasked Estep Score: -287186.343750 Penalty: 800.356628 Iteration 79Q: 3 clusters Score -287186.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1850 members Mstep: Class 2 contains 4752 members Entering Unmasked Estep Score: -287186.781250 Penalty: 800.356628 Iteration 80F: 3 clusters Score -287186.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (823 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Entering Unmasked Estep Score: -39281.031250 Penalty: 305.439514 Iteration 0F: 2 clusters Score -39281.03 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -38574.847656 Penalty: 610.879028 Iteration 0F: 3 clusters Score -38574.85 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -38746.585938 Penalty: 610.879028 Iteration 1F: 3 clusters Score -38746.59 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -38788.496094 Penalty: 610.879028 Iteration 2F: 3 clusters Score -38788.5 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -38810.707031 Penalty: 610.879028 Iteration 3Q: 3 clusters Score -38810.71 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -38828.652344 Penalty: 610.879028 Iteration 4Q: 3 clusters Score -38828.65 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -38843.488281 Penalty: 610.879028 Iteration 5Q: 3 clusters Score -38843.49 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -38857.472656 Penalty: 610.879028 Iteration 6Q: 3 clusters Score -38857.47 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -38872.390625 Penalty: 610.879028 Iteration 7Q: 3 clusters Score -38872.39 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -38890.156250 Penalty: 610.879028 Iteration 8Q: 3 clusters Score -38890.16 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -38905.003906 Penalty: 610.879028 Iteration 9Q: 3 clusters Score -38905 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -38922.488281 Penalty: 610.879028 Iteration 10Q: 3 clusters Score -38922.49 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -38936.089844 Penalty: 610.879028 Iteration 11Q: 3 clusters Score -38936.09 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -38949.476562 Penalty: 610.879028 Iteration 12Q: 3 clusters Score -38949.48 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -38959.960938 Penalty: 610.879028 Iteration 13Q: 3 clusters Score -38959.96 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -38968.117188 Penalty: 610.879028 Iteration 14Q: 3 clusters Score -38968.12 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -38974.109375 Penalty: 610.879028 Iteration 15Q: 3 clusters Score -38974.11 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -38977.445312 Penalty: 610.879028 Iteration 16Q: 3 clusters Score -38977.45 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -38980.878906 Penalty: 610.879028 Iteration 17Q: 3 clusters Score -38980.88 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -38983.902344 Penalty: 610.879028 Iteration 18Q: 3 clusters Score -38983.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -38988.375000 Penalty: 610.879028 Iteration 19Q: 3 clusters Score -38988.38 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -38989.718750 Penalty: 610.879028 Iteration 20F: 3 clusters Score -38989.72 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -38991.726562 Penalty: 610.879028 Iteration 21Q: 3 clusters Score -38991.73 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -38994.527344 Penalty: 610.879028 Iteration 22Q: 3 clusters Score -38994.53 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -38995.769531 Penalty: 610.879028 Iteration 23Q: 3 clusters Score -38995.77 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -38998.371094 Penalty: 610.879028 Iteration 24Q: 3 clusters Score -38998.37 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -39002.394531 Penalty: 610.879028 Iteration 25Q: 3 clusters Score -39002.39 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -39007.398438 Penalty: 610.879028 Iteration 26Q: 3 clusters Score -39007.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -39009.382812 Penalty: 610.879028 Iteration 27Q: 3 clusters Score -39009.38 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -39010.046875 Penalty: 610.879028 Iteration 28Q: 3 clusters Score -39010.05 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -39010.046875 Penalty: 610.879028 Iteration 29F: 3 clusters Score -39010.05 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (3054 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3054 members Entering Unmasked Estep Score: -127354.320312 Penalty: 365.101410 Iteration 0F: 2 clusters Score -127354.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1532 members Mstep: Class 2 contains 1522 members Entering Unmasked Estep Score: -125232.593750 Penalty: 730.202820 Iteration 0F: 3 clusters Score -125232.6 nChanged 1345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1589 members Mstep: Class 2 contains 1465 members Entering Unmasked Estep Score: -125896.164062 Penalty: 730.202820 Iteration 1F: 3 clusters Score -125896.2 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1635 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -125945.492188 Penalty: 730.202820 Iteration 2F: 3 clusters Score -125945.5 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1707 members Mstep: Class 2 contains 1347 members Entering Unmasked Estep Score: -125997.429688 Penalty: 730.202820 Iteration 3Q: 3 clusters Score -125997.4 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1802 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -126071.093750 Penalty: 730.202820 Iteration 4F: 3 clusters Score -126071.1 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1942 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -126178.828125 Penalty: 730.202820 Iteration 5F: 3 clusters Score -126178.8 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2090 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -126313.093750 Penalty: 730.202820 Iteration 6F: 3 clusters Score -126313.1 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2257 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -126471.640625 Penalty: 730.202820 Iteration 7F: 3 clusters Score -126471.6 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2389 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -126599.453125 Penalty: 730.202820 Iteration 8F: 3 clusters Score -126599.5 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2506 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -126707.351562 Penalty: 730.202820 Iteration 9Q: 3 clusters Score -126707.4 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2591 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -126795.781250 Penalty: 730.202820 Iteration 10Q: 3 clusters Score -126795.8 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2656 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -126864.507812 Penalty: 730.202820 Iteration 11Q: 3 clusters Score -126864.5 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2712 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -126938.937500 Penalty: 730.202820 Iteration 12Q: 3 clusters Score -126938.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2741 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -126990.570312 Penalty: 730.202820 Iteration 13Q: 3 clusters Score -126990.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2764 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -127029.164062 Penalty: 730.202820 Iteration 14Q: 3 clusters Score -127029.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2774 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -127053.781250 Penalty: 730.202820 Iteration 15Q: 3 clusters Score -127053.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2782 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -127067.218750 Penalty: 730.202820 Iteration 16Q: 3 clusters Score -127067.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2793 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -127077.617188 Penalty: 730.202820 Iteration 17Q: 3 clusters Score -127077.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2798 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -127083.515625 Penalty: 730.202820 Iteration 18Q: 3 clusters Score -127083.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2803 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -127086.656250 Penalty: 730.202820 Iteration 19Q: 3 clusters Score -127086.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2805 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -127088.242188 Penalty: 730.202820 Iteration 20F: 3 clusters Score -127088.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2802 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -127089.031250 Penalty: 730.202820 Iteration 21Q: 3 clusters Score -127089 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2800 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -127089.109375 Penalty: 730.202820 Iteration 22Q: 3 clusters Score -127089.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2800 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -127089.109375 Penalty: 730.202820 Iteration 23F: 3 clusters Score -127089.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (14952 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14952 members Entering Unmasked Estep Score: -688977.312500 Penalty: 437.373322 Iteration 0F: 2 clusters Score -688977.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7512 members Mstep: Class 2 contains 7440 members Entering Unmasked Estep Score: -678947.000000 Penalty: 874.746643 Iteration 0F: 3 clusters Score -678947 nChanged 7079 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7555 members Mstep: Class 2 contains 7397 members Entering Unmasked Estep Score: -683146.500000 Penalty: 874.746643 Iteration 1F: 3 clusters Score -683146.5 nChanged 862 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7671 members Mstep: Class 2 contains 7281 members Entering Unmasked Estep Score: -683525.000000 Penalty: 874.746643 Iteration 2F: 3 clusters Score -683525 nChanged 795 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7854 members Mstep: Class 2 contains 7098 members Entering Unmasked Estep Score: -683896.750000 Penalty: 874.746643 Iteration 3F: 3 clusters Score -683896.8 nChanged 832 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8154 members Mstep: Class 2 contains 6798 members Entering Unmasked Estep Score: -684326.562500 Penalty: 874.746643 Iteration 4F: 3 clusters Score -684326.6 nChanged 873 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8551 members Mstep: Class 2 contains 6401 members Entering Unmasked Estep Score: -684892.625000 Penalty: 874.746643 Iteration 5F: 3 clusters Score -684892.6 nChanged 971 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9024 members Mstep: Class 2 contains 5928 members Entering Unmasked Estep Score: -685618.250000 Penalty: 874.746643 Iteration 6F: 3 clusters Score -685618.2 nChanged 950 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9518 members Mstep: Class 2 contains 5434 members Entering Unmasked Estep Score: -686346.437500 Penalty: 874.746643 Iteration 7F: 3 clusters Score -686346.4 nChanged 851 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9919 members Mstep: Class 2 contains 5033 members Entering Unmasked Estep Score: -686924.312500 Penalty: 874.746643 Iteration 8F: 3 clusters Score -686924.3 nChanged 585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10182 members Mstep: Class 2 contains 4770 members Entering Unmasked Estep Score: -687231.062500 Penalty: 874.746643 Iteration 9Q: 3 clusters Score -687231.1 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10393 members Mstep: Class 2 contains 4559 members Entering Unmasked Estep Score: -687405.562500 Penalty: 874.746643 Iteration 10Q: 3 clusters Score -687405.6 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10568 members Mstep: Class 2 contains 4384 members Entering Unmasked Estep Score: -687521.500000 Penalty: 874.746643 Iteration 11Q: 3 clusters Score -687521.5 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10745 members Mstep: Class 2 contains 4207 members Entering Unmasked Estep Score: -687612.125000 Penalty: 874.746643 Iteration 12Q: 3 clusters Score -687612.1 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10915 members Mstep: Class 2 contains 4037 members Entering Unmasked Estep Score: -687689.875000 Penalty: 874.746643 Iteration 13Q: 3 clusters Score -687689.9 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11077 members Mstep: Class 2 contains 3875 members Entering Unmasked Estep Score: -687755.125000 Penalty: 874.746643 Iteration 14Q: 3 clusters Score -687755.1 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11197 members Mstep: Class 2 contains 3755 members Entering Unmasked Estep Score: -687791.187500 Penalty: 874.746643 Iteration 15Q: 3 clusters Score -687791.2 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11320 members Mstep: Class 2 contains 3632 members Entering Unmasked Estep Score: -687826.812500 Penalty: 874.746643 Iteration 16Q: 3 clusters Score -687826.8 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11432 members Mstep: Class 2 contains 3520 members Entering Unmasked Estep Score: -687850.875000 Penalty: 874.746643 Iteration 17Q: 3 clusters Score -687850.9 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11531 members Mstep: Class 2 contains 3421 members Entering Unmasked Estep Score: -687873.437500 Penalty: 874.746643 Iteration 18Q: 3 clusters Score -687873.4 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11637 members Mstep: Class 2 contains 3315 members Entering Unmasked Estep Score: -687897.312500 Penalty: 874.746643 Iteration 19Q: 3 clusters Score -687897.3 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11717 members Mstep: Class 2 contains 3235 members Entering Unmasked Estep Score: -687912.437500 Penalty: 874.746643 Iteration 20F: 3 clusters Score -687912.4 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11802 members Mstep: Class 2 contains 3150 members Entering Unmasked Estep Score: -687925.187500 Penalty: 874.746643 Iteration 21Q: 3 clusters Score -687925.2 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11882 members Mstep: Class 2 contains 3070 members Entering Unmasked Estep Score: -687937.937500 Penalty: 874.746643 Iteration 22Q: 3 clusters Score -687937.9 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11969 members Mstep: Class 2 contains 2983 members Entering Unmasked Estep Score: -687950.187500 Penalty: 874.746643 Iteration 23Q: 3 clusters Score -687950.2 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12055 members Mstep: Class 2 contains 2897 members Entering Unmasked Estep Score: -687968.812500 Penalty: 874.746643 Iteration 24Q: 3 clusters Score -687968.8 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12139 members Mstep: Class 2 contains 2813 members Entering Unmasked Estep Score: -687981.312500 Penalty: 874.746643 Iteration 25Q: 3 clusters Score -687981.3 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12210 members Mstep: Class 2 contains 2742 members Entering Unmasked Estep Score: -687990.937500 Penalty: 874.746643 Iteration 26Q: 3 clusters Score -687990.9 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12283 members Mstep: Class 2 contains 2669 members Entering Unmasked Estep Score: -688005.062500 Penalty: 874.746643 Iteration 27Q: 3 clusters Score -688005.1 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12363 members Mstep: Class 2 contains 2589 members Entering Unmasked Estep Score: -688018.125000 Penalty: 874.746643 Iteration 28Q: 3 clusters Score -688018.1 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12446 members Mstep: Class 2 contains 2506 members Entering Unmasked Estep Score: -688034.687500 Penalty: 874.746643 Iteration 29Q: 3 clusters Score -688034.7 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12528 members Mstep: Class 2 contains 2424 members Entering Unmasked Estep Score: -688053.562500 Penalty: 874.746643 Iteration 30Q: 3 clusters Score -688053.6 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12616 members Mstep: Class 2 contains 2336 members Entering Unmasked Estep Score: -688074.937500 Penalty: 874.746643 Iteration 31Q: 3 clusters Score -688074.9 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12707 members Mstep: Class 2 contains 2245 members Entering Unmasked Estep Score: -688098.687500 Penalty: 874.746643 Iteration 32Q: 3 clusters Score -688098.7 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12801 members Mstep: Class 2 contains 2151 members Entering Unmasked Estep Score: -688119.562500 Penalty: 874.746643 Iteration 33Q: 3 clusters Score -688119.6 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12885 members Mstep: Class 2 contains 2067 members Entering Unmasked Estep Score: -688138.937500 Penalty: 874.746643 Iteration 34Q: 3 clusters Score -688138.9 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12965 members Mstep: Class 2 contains 1987 members Entering Unmasked Estep Score: -688158.125000 Penalty: 874.746643 Iteration 35Q: 3 clusters Score -688158.1 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13048 members Mstep: Class 2 contains 1904 members Entering Unmasked Estep Score: -688176.250000 Penalty: 874.746643 Iteration 36Q: 3 clusters Score -688176.2 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13142 members Mstep: Class 2 contains 1810 members Entering Unmasked Estep Score: -688201.937500 Penalty: 874.746643 Iteration 37Q: 3 clusters Score -688201.9 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13244 members Mstep: Class 2 contains 1708 members Entering Unmasked Estep Score: -688233.062500 Penalty: 874.746643 Iteration 38Q: 3 clusters Score -688233.1 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13326 members Mstep: Class 2 contains 1626 members Entering Unmasked Estep Score: -688257.312500 Penalty: 874.746643 Iteration 39Q: 3 clusters Score -688257.3 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13404 members Mstep: Class 2 contains 1548 members Entering Unmasked Estep Score: -688279.875000 Penalty: 874.746643 Iteration 40F: 3 clusters Score -688279.9 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13484 members Mstep: Class 2 contains 1468 members Entering Unmasked Estep Score: -688305.312500 Penalty: 874.746643 Iteration 41Q: 3 clusters Score -688305.3 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13552 members Mstep: Class 2 contains 1400 members Entering Unmasked Estep Score: -688322.125000 Penalty: 874.746643 Iteration 42Q: 3 clusters Score -688322.1 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13618 members Mstep: Class 2 contains 1334 members Entering Unmasked Estep Score: -688337.750000 Penalty: 874.746643 Iteration 43Q: 3 clusters Score -688337.8 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13680 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -688351.062500 Penalty: 874.746643 Iteration 44Q: 3 clusters Score -688351.1 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13745 members Mstep: Class 2 contains 1207 members Entering Unmasked Estep Score: -688369.750000 Penalty: 874.746643 Iteration 45Q: 3 clusters Score -688369.8 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13796 members Mstep: Class 2 contains 1156 members Entering Unmasked Estep Score: -688387.812500 Penalty: 874.746643 Iteration 46Q: 3 clusters Score -688387.8 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13860 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -688405.187500 Penalty: 874.746643 Iteration 47Q: 3 clusters Score -688405.2 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13910 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -688421.687500 Penalty: 874.746643 Iteration 48Q: 3 clusters Score -688421.7 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13960 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -688442.187500 Penalty: 874.746643 Iteration 49Q: 3 clusters Score -688442.2 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14019 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -688473.875000 Penalty: 874.746643 Iteration 50Q: 3 clusters Score -688473.9 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14077 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -688511.375000 Penalty: 874.746643 Iteration 51Q: 3 clusters Score -688511.4 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14128 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -688533.187500 Penalty: 874.746643 Iteration 52Q: 3 clusters Score -688533.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14170 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -688561.500000 Penalty: 874.746643 Iteration 53Q: 3 clusters Score -688561.5 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14208 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -688589.812500 Penalty: 874.746643 Iteration 54Q: 3 clusters Score -688589.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14238 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -688601.187500 Penalty: 874.746643 Iteration 55Q: 3 clusters Score -688601.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14268 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -688615.500000 Penalty: 874.746643 Iteration 56Q: 3 clusters Score -688615.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14302 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -688636.250000 Penalty: 874.746643 Iteration 57Q: 3 clusters Score -688636.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14342 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -688654.187500 Penalty: 874.746643 Iteration 58Q: 3 clusters Score -688654.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14363 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -688660.625000 Penalty: 874.746643 Iteration 59Q: 3 clusters Score -688660.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14382 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -688665.500000 Penalty: 874.746643 Iteration 60F: 3 clusters Score -688665.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14398 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -688668.125000 Penalty: 874.746643 Iteration 61Q: 3 clusters Score -688668.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14416 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -688673.875000 Penalty: 874.746643 Iteration 62Q: 3 clusters Score -688673.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14425 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -688676.687500 Penalty: 874.746643 Iteration 63Q: 3 clusters Score -688676.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14434 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -688677.187500 Penalty: 874.746643 Iteration 64Q: 3 clusters Score -688677.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14436 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -688678.125000 Penalty: 874.746643 Iteration 65Q: 3 clusters Score -688678.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14439 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -688679.750000 Penalty: 874.746643 Iteration 66Q: 3 clusters Score -688679.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14443 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -688680.875000 Penalty: 874.746643 Iteration 67Q: 3 clusters Score -688680.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14448 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -688682.000000 Penalty: 874.746643 Iteration 68Q: 3 clusters Score -688682 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14451 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -688681.250000 Penalty: 874.746643 Iteration 69Q: 3 clusters Score -688681.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14452 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -688681.625000 Penalty: 874.746643 Iteration 70Q: 3 clusters Score -688681.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14453 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -688681.437500 Penalty: 874.746643 Iteration 71Q: 3 clusters Score -688681.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14454 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -688682.500000 Penalty: 874.746643 Iteration 72Q: 3 clusters Score -688682.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14456 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -688682.062500 Penalty: 874.746643 Iteration 73Q: 3 clusters Score -688682.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14459 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -688683.437500 Penalty: 874.746643 Iteration 74Q: 3 clusters Score -688683.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14460 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -688682.312500 Penalty: 874.746643 Iteration 75Q: 3 clusters Score -688682.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14462 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -688683.062500 Penalty: 874.746643 Iteration 76Q: 3 clusters Score -688683.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14466 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -688683.812500 Penalty: 874.746643 Iteration 77Q: 3 clusters Score -688683.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14466 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -688683.812500 Penalty: 874.746643 Iteration 78F: 3 clusters Score -688683.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (30566 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30566 members Entering Unmasked Estep Score: -1346906.250000 Penalty: 469.907776 Iteration 0F: 2 clusters Score -1346906 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15324 members Mstep: Class 2 contains 15242 members Entering Unmasked Estep Score: -1326509.250000 Penalty: 939.815552 Iteration 0F: 3 clusters Score -1326509 nChanged 14657 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15819 members Mstep: Class 2 contains 14747 members Entering Unmasked Estep Score: -1335094.000000 Penalty: 939.815552 Iteration 1F: 3 clusters Score -1335094 nChanged 1213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15996 members Mstep: Class 2 contains 14570 members Entering Unmasked Estep Score: -1335523.000000 Penalty: 939.815552 Iteration 2Q: 3 clusters Score -1335523 nChanged 1295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16265 members Mstep: Class 2 contains 14301 members Entering Unmasked Estep Score: -1336039.000000 Penalty: 939.815552 Iteration 3Q: 3 clusters Score -1336039 nChanged 1446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16663 members Mstep: Class 2 contains 13903 members Entering Unmasked Estep Score: -1336813.250000 Penalty: 939.815552 Iteration 4Q: 3 clusters Score -1336813 nChanged 1617 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17196 members Mstep: Class 2 contains 13370 members Entering Unmasked Estep Score: -1337880.625000 Penalty: 939.815552 Iteration 5F: 3 clusters Score -1337881 nChanged 1769 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17877 members Mstep: Class 2 contains 12689 members Entering Unmasked Estep Score: -1339122.125000 Penalty: 939.815552 Iteration 6F: 3 clusters Score -1339122 nChanged 1725 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18536 members Mstep: Class 2 contains 12030 members Entering Unmasked Estep Score: -1340188.875000 Penalty: 939.815552 Iteration 7F: 3 clusters Score -1340189 nChanged 1392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19110 members Mstep: Class 2 contains 11456 members Entering Unmasked Estep Score: -1340786.750000 Penalty: 939.815552 Iteration 8Q: 3 clusters Score -1340787 nChanged 1026 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19600 members Mstep: Class 2 contains 10966 members Entering Unmasked Estep Score: -1341122.000000 Penalty: 939.815552 Iteration 9Q: 3 clusters Score -1341122 nChanged 737 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20127 members Mstep: Class 2 contains 10439 members Entering Unmasked Estep Score: -1341335.125000 Penalty: 939.815552 Iteration 10Q: 3 clusters Score -1341335 nChanged 640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20671 members Mstep: Class 2 contains 9895 members Entering Unmasked Estep Score: -1341522.125000 Penalty: 939.815552 Iteration 11Q: 3 clusters Score -1341522 nChanged 578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21225 members Mstep: Class 2 contains 9341 members Entering Unmasked Estep Score: -1341686.625000 Penalty: 939.815552 Iteration 12Q: 3 clusters Score -1341687 nChanged 557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21772 members Mstep: Class 2 contains 8794 members Entering Unmasked Estep Score: -1341861.000000 Penalty: 939.815552 Iteration 13Q: 3 clusters Score -1341861 nChanged 607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22375 members Mstep: Class 2 contains 8191 members Entering Unmasked Estep Score: -1342056.375000 Penalty: 939.815552 Iteration 14Q: 3 clusters Score -1342056 nChanged 595 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22970 members Mstep: Class 2 contains 7596 members Entering Unmasked Estep Score: -1342254.500000 Penalty: 939.815552 Iteration 15Q: 3 clusters Score -1342254 nChanged 588 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23558 members Mstep: Class 2 contains 7008 members Entering Unmasked Estep Score: -1342469.250000 Penalty: 939.815552 Iteration 16Q: 3 clusters Score -1342469 nChanged 668 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24226 members Mstep: Class 2 contains 6340 members Entering Unmasked Estep Score: -1342745.625000 Penalty: 939.815552 Iteration 17Q: 3 clusters Score -1342746 nChanged 699 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24925 members Mstep: Class 2 contains 5641 members Entering Unmasked Estep Score: -1343078.750000 Penalty: 939.815552 Iteration 18Q: 3 clusters Score -1343079 nChanged 773 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25696 members Mstep: Class 2 contains 4870 members Entering Unmasked Estep Score: -1343481.250000 Penalty: 939.815552 Iteration 19Q: 3 clusters Score -1343481 nChanged 723 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26419 members Mstep: Class 2 contains 4147 members Entering Unmasked Estep Score: -1343883.875000 Penalty: 939.815552 Iteration 20F: 3 clusters Score -1343884 nChanged 699 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27118 members Mstep: Class 2 contains 3448 members Entering Unmasked Estep Score: -1344325.875000 Penalty: 939.815552 Iteration 21Q: 3 clusters Score -1344326 nChanged 658 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27776 members Mstep: Class 2 contains 2790 members Entering Unmasked Estep Score: -1344780.000000 Penalty: 939.815552 Iteration 22Q: 3 clusters Score -1344780 nChanged 590 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28366 members Mstep: Class 2 contains 2200 members Entering Unmasked Estep Score: -1345215.375000 Penalty: 939.815552 Iteration 23Q: 3 clusters Score -1345215 nChanged 499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28865 members Mstep: Class 2 contains 1701 members Entering Unmasked Estep Score: -1345593.250000 Penalty: 939.815552 Iteration 24Q: 3 clusters Score -1345593 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29232 members Mstep: Class 2 contains 1334 members Entering Unmasked Estep Score: -1345857.125000 Penalty: 939.815552 Iteration 25Q: 3 clusters Score -1345857 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29494 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -1346040.125000 Penalty: 939.815552 Iteration 26Q: 3 clusters Score -1346040 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29686 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -1346158.250000 Penalty: 939.815552 Iteration 27Q: 3 clusters Score -1346158 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29828 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -1346263.750000 Penalty: 939.815552 Iteration 28Q: 3 clusters Score -1346264 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29954 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -1346351.625000 Penalty: 939.815552 Iteration 29Q: 3 clusters Score -1346352 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30043 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -1346410.500000 Penalty: 939.815552 Iteration 30Q: 3 clusters Score -1346410 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30104 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -1346451.500000 Penalty: 939.815552 Iteration 31Q: 3 clusters Score -1346452 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30154 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -1346478.125000 Penalty: 939.815552 Iteration 32Q: 3 clusters Score -1346478 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30190 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -1346491.750000 Penalty: 939.815552 Iteration 33Q: 3 clusters Score -1346492 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30214 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -1346504.750000 Penalty: 939.815552 Iteration 34Q: 3 clusters Score -1346505 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30234 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -1346518.250000 Penalty: 939.815552 Iteration 35Q: 3 clusters Score -1346518 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30250 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -1346524.375000 Penalty: 939.815552 Iteration 36Q: 3 clusters Score -1346524 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30263 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -1346532.500000 Penalty: 939.815552 Iteration 37Q: 3 clusters Score -1346532 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30270 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -1346537.625000 Penalty: 939.815552 Iteration 38Q: 3 clusters Score -1346538 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30272 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -1346539.875000 Penalty: 939.815552 Iteration 39Q: 3 clusters Score -1346540 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30277 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -1346541.750000 Penalty: 939.815552 Iteration 40F: 3 clusters Score -1346542 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30283 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -1346544.250000 Penalty: 939.815552 Iteration 41Q: 3 clusters Score -1346544 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30288 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -1346545.500000 Penalty: 939.815552 Iteration 42Q: 3 clusters Score -1346546 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30290 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -1346545.750000 Penalty: 939.815552 Iteration 43Q: 3 clusters Score -1346546 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30291 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -1346545.500000 Penalty: 939.815552 Iteration 44Q: 3 clusters Score -1346546 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30293 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -1346547.625000 Penalty: 939.815552 Iteration 45Q: 3 clusters Score -1346548 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30297 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -1346548.375000 Penalty: 939.815552 Iteration 46Q: 3 clusters Score -1346548 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30300 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -1346551.375000 Penalty: 939.815552 Iteration 47Q: 3 clusters Score -1346551 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30303 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -1346551.875000 Penalty: 939.815552 Iteration 48Q: 3 clusters Score -1346552 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30304 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -1346552.000000 Penalty: 939.815552 Iteration 49Q: 3 clusters Score -1346552 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30304 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -1346552.000000 Penalty: 939.815552 Iteration 50F: 3 clusters Score -1346552 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (1226 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Entering Unmasked Estep Score: -48883.496094 Penalty: 323.573792 Iteration 0F: 2 clusters Score -48883.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -47942.882812 Penalty: 647.147583 Iteration 0F: 3 clusters Score -47942.88 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -48214.496094 Penalty: 647.147583 Iteration 1F: 3 clusters Score -48214.5 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -48258.035156 Penalty: 647.147583 Iteration 2F: 3 clusters Score -48258.04 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -48297.500000 Penalty: 647.147583 Iteration 3F: 3 clusters Score -48297.5 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -48342.953125 Penalty: 647.147583 Iteration 4F: 3 clusters Score -48342.95 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -48393.265625 Penalty: 647.147583 Iteration 5F: 3 clusters Score -48393.27 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -48438.996094 Penalty: 647.147583 Iteration 6Q: 3 clusters Score -48439 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -48473.488281 Penalty: 647.147583 Iteration 7Q: 3 clusters Score -48473.49 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -48505.246094 Penalty: 647.147583 Iteration 8Q: 3 clusters Score -48505.25 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -48536.023438 Penalty: 647.147583 Iteration 9Q: 3 clusters Score -48536.02 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -48578.277344 Penalty: 647.147583 Iteration 10Q: 3 clusters Score -48578.28 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -48610.421875 Penalty: 647.147583 Iteration 11Q: 3 clusters Score -48610.42 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -48632.804688 Penalty: 647.147583 Iteration 12Q: 3 clusters Score -48632.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -48643.605469 Penalty: 647.147583 Iteration 13Q: 3 clusters Score -48643.61 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -48658.089844 Penalty: 647.147583 Iteration 14Q: 3 clusters Score -48658.09 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -48664.203125 Penalty: 647.147583 Iteration 15Q: 3 clusters Score -48664.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -48668.257812 Penalty: 647.147583 Iteration 16Q: 3 clusters Score -48668.26 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -48675.589844 Penalty: 647.147583 Iteration 17Q: 3 clusters Score -48675.59 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -48679.292969 Penalty: 647.147583 Iteration 18Q: 3 clusters Score -48679.29 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -48682.160156 Penalty: 647.147583 Iteration 19Q: 3 clusters Score -48682.16 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -48684.511719 Penalty: 647.147583 Iteration 20F: 3 clusters Score -48684.51 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -48687.683594 Penalty: 647.147583 Iteration 21Q: 3 clusters Score -48687.68 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -48690.640625 Penalty: 647.147583 Iteration 22Q: 3 clusters Score -48690.64 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -48691.753906 Penalty: 647.147583 Iteration 23Q: 3 clusters Score -48691.75 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -48694.015625 Penalty: 647.147583 Iteration 24Q: 3 clusters Score -48694.02 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -48695.566406 Penalty: 647.147583 Iteration 25Q: 3 clusters Score -48695.57 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -48696.488281 Penalty: 647.147583 Iteration 26Q: 3 clusters Score -48696.49 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -48696.957031 Penalty: 647.147583 Iteration 27Q: 3 clusters Score -48696.96 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -48696.957031 Penalty: 647.147583 Iteration 28F: 3 clusters Score -48696.96 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (5002 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5002 members Entering Unmasked Estep Score: -236236.312500 Penalty: 387.550507 Iteration 0F: 2 clusters Score -236236.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2527 members Mstep: Class 2 contains 2475 members Entering Unmasked Estep Score: -232829.859375 Penalty: 775.101013 Iteration 0F: 3 clusters Score -232829.9 nChanged 2293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2734 members Mstep: Class 2 contains 2268 members Entering Unmasked Estep Score: -234177.593750 Penalty: 775.101013 Iteration 1F: 3 clusters Score -234177.6 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2875 members Mstep: Class 2 contains 2127 members Entering Unmasked Estep Score: -234385.937500 Penalty: 775.101013 Iteration 2F: 3 clusters Score -234385.9 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3068 members Mstep: Class 2 contains 1934 members Entering Unmasked Estep Score: -234616.156250 Penalty: 775.101013 Iteration 3F: 3 clusters Score -234616.2 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3318 members Mstep: Class 2 contains 1684 members Entering Unmasked Estep Score: -234866.703125 Penalty: 775.101013 Iteration 4F: 3 clusters Score -234866.7 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3540 members Mstep: Class 2 contains 1462 members Entering Unmasked Estep Score: -235102.484375 Penalty: 775.101013 Iteration 5F: 3 clusters Score -235102.5 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3732 members Mstep: Class 2 contains 1270 members Entering Unmasked Estep Score: -235313.375000 Penalty: 775.101013 Iteration 6Q: 3 clusters Score -235313.4 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3901 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -235485.453125 Penalty: 775.101013 Iteration 7Q: 3 clusters Score -235485.5 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4029 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -235580.859375 Penalty: 775.101013 Iteration 8Q: 3 clusters Score -235580.9 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4132 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -235641.765625 Penalty: 775.101013 Iteration 9Q: 3 clusters Score -235641.8 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4209 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -235677.265625 Penalty: 775.101013 Iteration 10Q: 3 clusters Score -235677.3 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4269 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -235702.859375 Penalty: 775.101013 Iteration 11Q: 3 clusters Score -235702.9 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4328 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -235727.640625 Penalty: 775.101013 Iteration 12Q: 3 clusters Score -235727.6 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4387 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -235754.453125 Penalty: 775.101013 Iteration 13Q: 3 clusters Score -235754.5 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4438 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -235786.937500 Penalty: 775.101013 Iteration 14Q: 3 clusters Score -235786.9 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4491 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -235822.328125 Penalty: 775.101013 Iteration 15Q: 3 clusters Score -235822.3 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4528 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -235844.359375 Penalty: 775.101013 Iteration 16Q: 3 clusters Score -235844.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4559 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -235863.640625 Penalty: 775.101013 Iteration 17Q: 3 clusters Score -235863.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4585 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -235880.375000 Penalty: 775.101013 Iteration 18Q: 3 clusters Score -235880.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4602 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -235888.953125 Penalty: 775.101013 Iteration 19Q: 3 clusters Score -235889 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4622 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -235899.015625 Penalty: 775.101013 Iteration 20F: 3 clusters Score -235899 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4643 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -235913.359375 Penalty: 775.101013 Iteration 21Q: 3 clusters Score -235913.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4662 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -235923.859375 Penalty: 775.101013 Iteration 22Q: 3 clusters Score -235923.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4680 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -235930.875000 Penalty: 775.101013 Iteration 23Q: 3 clusters Score -235930.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4692 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -235935.625000 Penalty: 775.101013 Iteration 24Q: 3 clusters Score -235935.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4706 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -235945.968750 Penalty: 775.101013 Iteration 25Q: 3 clusters Score -235946 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4718 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -235952.515625 Penalty: 775.101013 Iteration 26Q: 3 clusters Score -235952.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4725 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -235955.218750 Penalty: 775.101013 Iteration 27Q: 3 clusters Score -235955.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4731 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -235956.890625 Penalty: 775.101013 Iteration 28Q: 3 clusters Score -235956.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4735 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -235957.687500 Penalty: 775.101013 Iteration 29Q: 3 clusters Score -235957.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4737 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -235958.328125 Penalty: 775.101013 Iteration 30Q: 3 clusters Score -235958.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4740 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -235960.640625 Penalty: 775.101013 Iteration 31Q: 3 clusters Score -235960.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4746 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -235962.171875 Penalty: 775.101013 Iteration 32Q: 3 clusters Score -235962.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4749 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -235962.562500 Penalty: 775.101013 Iteration 33Q: 3 clusters Score -235962.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4749 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -235962.562500 Penalty: 775.101013 Iteration 34F: 3 clusters Score -235962.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (132 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Entering Unmasked Estep Score: -5257.753906 Penalty: 222.167496 Iteration 0F: 2 clusters Score -5257.754 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 65 members Entering Unmasked Estep Score: -5019.527344 Penalty: 444.334991 Iteration 0F: 3 clusters Score -5019.527 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -5063.478516 Penalty: 444.334991 Iteration 1F: 3 clusters Score -5063.479 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 63 members Entering Unmasked Estep Score: -5072.360840 Penalty: 444.334991 Iteration 2Q: 3 clusters Score -5072.361 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 63 members Entering Unmasked Estep Score: -5072.360840 Penalty: 444.334991 Iteration 3F: 3 clusters Score -5072.361 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (1585 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1585 members Entering Unmasked Estep Score: -66809.218750 Penalty: 335.259460 Iteration 0F: 2 clusters Score -66809.22 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -65641.632812 Penalty: 670.518921 Iteration 0F: 3 clusters Score -65641.63 nChanged 654 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -66036.992188 Penalty: 670.518921 Iteration 1F: 3 clusters Score -66036.99 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -66112.140625 Penalty: 670.518921 Iteration 2F: 3 clusters Score -66112.14 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -66159.085938 Penalty: 670.518921 Iteration 3F: 3 clusters Score -66159.09 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -66201.234375 Penalty: 670.518921 Iteration 4Q: 3 clusters Score -66201.23 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -66240.601562 Penalty: 670.518921 Iteration 5Q: 3 clusters Score -66240.6 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -66285.226562 Penalty: 670.518921 Iteration 6Q: 3 clusters Score -66285.23 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -66320.664062 Penalty: 670.518921 Iteration 7Q: 3 clusters Score -66320.66 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -66357.796875 Penalty: 670.518921 Iteration 8Q: 3 clusters Score -66357.8 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -66393.664062 Penalty: 670.518921 Iteration 9Q: 3 clusters Score -66393.66 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -66421.257812 Penalty: 670.518921 Iteration 10Q: 3 clusters Score -66421.26 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -66434.281250 Penalty: 670.518921 Iteration 11Q: 3 clusters Score -66434.28 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -66442.359375 Penalty: 670.518921 Iteration 12Q: 3 clusters Score -66442.36 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -66454.359375 Penalty: 670.518921 Iteration 13Q: 3 clusters Score -66454.36 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -66461.671875 Penalty: 670.518921 Iteration 14Q: 3 clusters Score -66461.67 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -66465.867188 Penalty: 670.518921 Iteration 15Q: 3 clusters Score -66465.87 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 1060 members Entering Unmasked Estep Score: -66470.695312 Penalty: 670.518921 Iteration 16Q: 3 clusters Score -66470.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 1067 members Entering Unmasked Estep Score: -66475.593750 Penalty: 670.518921 Iteration 17Q: 3 clusters Score -66475.59 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 1077 members Entering Unmasked Estep Score: -66480.039062 Penalty: 670.518921 Iteration 18Q: 3 clusters Score -66480.04 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -66482.468750 Penalty: 670.518921 Iteration 19Q: 3 clusters Score -66482.47 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -66487.406250 Penalty: 670.518921 Iteration 20F: 3 clusters Score -66487.41 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -66493.414062 Penalty: 670.518921 Iteration 21Q: 3 clusters Score -66493.41 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 1116 members Entering Unmasked Estep Score: -66498.492188 Penalty: 670.518921 Iteration 22Q: 3 clusters Score -66498.49 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -66502.304688 Penalty: 670.518921 Iteration 23Q: 3 clusters Score -66502.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 1131 members Entering Unmasked Estep Score: -66504.765625 Penalty: 670.518921 Iteration 24Q: 3 clusters Score -66504.77 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -66506.226562 Penalty: 670.518921 Iteration 25Q: 3 clusters Score -66506.23 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -66507.046875 Penalty: 670.518921 Iteration 26Q: 3 clusters Score -66507.05 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -66508.484375 Penalty: 670.518921 Iteration 27Q: 3 clusters Score -66508.48 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -66511.632812 Penalty: 670.518921 Iteration 28Q: 3 clusters Score -66511.63 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 1147 members Entering Unmasked Estep Score: -66515.820312 Penalty: 670.518921 Iteration 29Q: 3 clusters Score -66515.82 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -66519.414062 Penalty: 670.518921 Iteration 30Q: 3 clusters Score -66519.41 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -66523.203125 Penalty: 670.518921 Iteration 31Q: 3 clusters Score -66523.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -66527.421875 Penalty: 670.518921 Iteration 32Q: 3 clusters Score -66527.42 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -66535.687500 Penalty: 670.518921 Iteration 33Q: 3 clusters Score -66535.69 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -66546.367188 Penalty: 670.518921 Iteration 34Q: 3 clusters Score -66546.37 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -66559.960938 Penalty: 670.518921 Iteration 35Q: 3 clusters Score -66559.96 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -66569.273438 Penalty: 670.518921 Iteration 36Q: 3 clusters Score -66569.27 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -66576.945312 Penalty: 670.518921 Iteration 37Q: 3 clusters Score -66576.95 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -66582.687500 Penalty: 670.518921 Iteration 38Q: 3 clusters Score -66582.69 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -66586.546875 Penalty: 670.518921 Iteration 39Q: 3 clusters Score -66586.55 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -66589.390625 Penalty: 670.518921 Iteration 40F: 3 clusters Score -66589.39 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -66593.445312 Penalty: 670.518921 Iteration 41Q: 3 clusters Score -66593.45 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -66595.000000 Penalty: 670.518921 Iteration 42Q: 3 clusters Score -66595 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -66595.421875 Penalty: 670.518921 Iteration 43Q: 3 clusters Score -66595.42 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -66596.062500 Penalty: 670.518921 Iteration 44Q: 3 clusters Score -66596.06 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 1147 members Entering Unmasked Estep Score: -66596.843750 Penalty: 670.518921 Iteration 45Q: 3 clusters Score -66596.84 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -66597.406250 Penalty: 670.518921 Iteration 46Q: 3 clusters Score -66597.41 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 1152 members Entering Unmasked Estep Score: -66599.195312 Penalty: 670.518921 Iteration 47Q: 3 clusters Score -66599.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 1156 members Entering Unmasked Estep Score: -66600.500000 Penalty: 670.518921 Iteration 48Q: 3 clusters Score -66600.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -66601.039062 Penalty: 670.518921 Iteration 49Q: 3 clusters Score -66601.04 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -66601.359375 Penalty: 670.518921 Iteration 50Q: 3 clusters Score -66601.36 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 1158 members Entering Unmasked Estep Score: -66601.757812 Penalty: 670.518921 Iteration 51Q: 3 clusters Score -66601.76 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -66602.148438 Penalty: 670.518921 Iteration 52Q: 3 clusters Score -66602.15 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -66602.765625 Penalty: 670.518921 Iteration 53Q: 3 clusters Score -66602.77 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 1162 members Entering Unmasked Estep Score: -66602.945312 Penalty: 670.518921 Iteration 54Q: 3 clusters Score -66602.95 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 1163 members Entering Unmasked Estep Score: -66602.960938 Penalty: 670.518921 Iteration 55Q: 3 clusters Score -66602.96 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 1163 members Entering Unmasked Estep Score: -66602.960938 Penalty: 670.518921 Iteration 56F: 3 clusters Score -66602.96 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (211 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Entering Unmasked Estep Score: -8731.577148 Penalty: 243.509552 Iteration 0F: 2 clusters Score -8731.577 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -8449.551758 Penalty: 487.019104 Iteration 0F: 3 clusters Score -8449.552 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -8528.157227 Penalty: 487.019104 Iteration 1F: 3 clusters Score -8528.157 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -8545.083008 Penalty: 487.019104 Iteration 2F: 3 clusters Score -8545.083 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -8549.103516 Penalty: 487.019104 Iteration 3Q: 3 clusters Score -8549.104 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -8552.718750 Penalty: 487.019104 Iteration 4Q: 3 clusters Score -8552.719 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -8554.644531 Penalty: 487.019104 Iteration 5Q: 3 clusters Score -8554.645 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -8554.956055 Penalty: 487.019104 Iteration 6Q: 3 clusters Score -8554.956 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -8555.345703 Penalty: 487.019104 Iteration 7Q: 3 clusters Score -8555.346 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -8555.345703 Penalty: 487.019104 Iteration 8F: 3 clusters Score -8555.346 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (188 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Entering Unmasked Estep Score: -7848.042480 Penalty: 238.258118 Iteration 0F: 2 clusters Score -7848.042 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -7568.968262 Penalty: 476.516235 Iteration 0F: 3 clusters Score -7568.968 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -7612.880859 Penalty: 476.516235 Iteration 1F: 3 clusters Score -7612.881 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -7630.753906 Penalty: 476.516235 Iteration 2F: 3 clusters Score -7630.754 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -7644.195312 Penalty: 476.516235 Iteration 3Q: 3 clusters Score -7644.195 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -7652.616699 Penalty: 476.516235 Iteration 4Q: 3 clusters Score -7652.617 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -7656.192871 Penalty: 476.516235 Iteration 5Q: 3 clusters Score -7656.193 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -7656.556641 Penalty: 476.516235 Iteration 6Q: 3 clusters Score -7656.557 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -7657.251465 Penalty: 476.516235 Iteration 7Q: 3 clusters Score -7657.251 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -7657.251465 Penalty: 476.516235 Iteration 8F: 3 clusters Score -7657.251 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (1235 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Entering Unmasked Estep Score: -53291.996094 Penalty: 323.906586 Iteration 0F: 2 clusters Score -53292 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -52324.566406 Penalty: 647.813171 Iteration 0F: 3 clusters Score -52324.57 nChanged 518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -52616.566406 Penalty: 647.813171 Iteration 1F: 3 clusters Score -52616.57 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -52677.972656 Penalty: 647.813171 Iteration 2F: 3 clusters Score -52677.97 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -52712.417969 Penalty: 647.813171 Iteration 3F: 3 clusters Score -52712.42 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -52736.226562 Penalty: 647.813171 Iteration 4Q: 3 clusters Score -52736.23 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -52756.933594 Penalty: 647.813171 Iteration 5Q: 3 clusters Score -52756.93 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -52769.027344 Penalty: 647.813171 Iteration 6Q: 3 clusters Score -52769.03 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -52781.519531 Penalty: 647.813171 Iteration 7Q: 3 clusters Score -52781.52 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -52795.152344 Penalty: 647.813171 Iteration 8Q: 3 clusters Score -52795.15 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -52810.773438 Penalty: 647.813171 Iteration 9Q: 3 clusters Score -52810.77 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -52825.714844 Penalty: 647.813171 Iteration 10Q: 3 clusters Score -52825.71 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -52837.687500 Penalty: 647.813171 Iteration 11Q: 3 clusters Score -52837.69 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -52857.609375 Penalty: 647.813171 Iteration 12Q: 3 clusters Score -52857.61 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -52875.179688 Penalty: 647.813171 Iteration 13Q: 3 clusters Score -52875.18 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -52884.992188 Penalty: 647.813171 Iteration 14Q: 3 clusters Score -52884.99 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -52891.851562 Penalty: 647.813171 Iteration 15Q: 3 clusters Score -52891.85 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -52898.226562 Penalty: 647.813171 Iteration 16Q: 3 clusters Score -52898.23 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -52900.257812 Penalty: 647.813171 Iteration 17Q: 3 clusters Score -52900.26 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -52901.734375 Penalty: 647.813171 Iteration 18Q: 3 clusters Score -52901.73 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -52903.574219 Penalty: 647.813171 Iteration 19Q: 3 clusters Score -52903.57 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -52905.148438 Penalty: 647.813171 Iteration 20F: 3 clusters Score -52905.15 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -52907.128906 Penalty: 647.813171 Iteration 21Q: 3 clusters Score -52907.13 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -52910.589844 Penalty: 647.813171 Iteration 22Q: 3 clusters Score -52910.59 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -52912.597656 Penalty: 647.813171 Iteration 23Q: 3 clusters Score -52912.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -52914.753906 Penalty: 647.813171 Iteration 24Q: 3 clusters Score -52914.75 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -52915.414062 Penalty: 647.813171 Iteration 25Q: 3 clusters Score -52915.41 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -52916.054688 Penalty: 647.813171 Iteration 26Q: 3 clusters Score -52916.05 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -52916.195312 Penalty: 647.813171 Iteration 27Q: 3 clusters Score -52916.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -52916.308594 Penalty: 647.813171 Iteration 28Q: 3 clusters Score -52916.31 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -52916.398438 Penalty: 647.813171 Iteration 29Q: 3 clusters Score -52916.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -52916.398438 Penalty: 647.813171 Iteration 30F: 3 clusters Score -52916.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (6040 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6040 members Entering Unmasked Estep Score: -247905.171875 Penalty: 396.130249 Iteration 0F: 2 clusters Score -247905.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3035 members Mstep: Class 2 contains 3005 members Entering Unmasked Estep Score: -243832.078125 Penalty: 792.260498 Iteration 0F: 3 clusters Score -243832.1 nChanged 2760 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3103 members Mstep: Class 2 contains 2937 members Entering Unmasked Estep Score: -245399.968750 Penalty: 792.260498 Iteration 1F: 3 clusters Score -245400 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3094 members Mstep: Class 2 contains 2946 members Entering Unmasked Estep Score: -245519.046875 Penalty: 792.260498 Iteration 2Q: 3 clusters Score -245519 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3072 members Mstep: Class 2 contains 2968 members Entering Unmasked Estep Score: -245670.718750 Penalty: 792.260498 Iteration 3Q: 3 clusters Score -245670.7 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3085 members Mstep: Class 2 contains 2955 members Entering Unmasked Estep Score: -245897.640625 Penalty: 792.260498 Iteration 4F: 3 clusters Score -245897.6 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3084 members Mstep: Class 2 contains 2956 members Entering Unmasked Estep Score: -246222.250000 Penalty: 792.260498 Iteration 5F: 3 clusters Score -246222.2 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3062 members Mstep: Class 2 contains 2978 members Entering Unmasked Estep Score: -246593.437500 Penalty: 792.260498 Iteration 6F: 3 clusters Score -246593.4 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3024 members Mstep: Class 2 contains 3016 members Entering Unmasked Estep Score: -246932.734375 Penalty: 792.260498 Iteration 7F: 3 clusters Score -246932.7 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2973 members Mstep: Class 2 contains 3067 members Entering Unmasked Estep Score: -247160.843750 Penalty: 792.260498 Iteration 8F: 3 clusters Score -247160.8 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2924 members Mstep: Class 2 contains 3116 members Entering Unmasked Estep Score: -247297.031250 Penalty: 792.260498 Iteration 9Q: 3 clusters Score -247297 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2860 members Mstep: Class 2 contains 3180 members Entering Unmasked Estep Score: -247415.562500 Penalty: 792.260498 Iteration 10Q: 3 clusters Score -247415.6 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2782 members Mstep: Class 2 contains 3258 members Entering Unmasked Estep Score: -247517.578125 Penalty: 792.260498 Iteration 11Q: 3 clusters Score -247517.6 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2712 members Mstep: Class 2 contains 3328 members Entering Unmasked Estep Score: -247598.812500 Penalty: 792.260498 Iteration 12Q: 3 clusters Score -247598.8 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2665 members Mstep: Class 2 contains 3375 members Entering Unmasked Estep Score: -247647.203125 Penalty: 792.260498 Iteration 13Q: 3 clusters Score -247647.2 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2621 members Mstep: Class 2 contains 3419 members Entering Unmasked Estep Score: -247674.578125 Penalty: 792.260498 Iteration 14Q: 3 clusters Score -247674.6 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2580 members Mstep: Class 2 contains 3460 members Entering Unmasked Estep Score: -247690.046875 Penalty: 792.260498 Iteration 15Q: 3 clusters Score -247690 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2544 members Mstep: Class 2 contains 3496 members Entering Unmasked Estep Score: -247701.812500 Penalty: 792.260498 Iteration 16Q: 3 clusters Score -247701.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2513 members Mstep: Class 2 contains 3527 members Entering Unmasked Estep Score: -247708.546875 Penalty: 792.260498 Iteration 17Q: 3 clusters Score -247708.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2498 members Mstep: Class 2 contains 3542 members Entering Unmasked Estep Score: -247710.437500 Penalty: 792.260498 Iteration 18Q: 3 clusters Score -247710.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2485 members Mstep: Class 2 contains 3555 members Entering Unmasked Estep Score: -247712.125000 Penalty: 792.260498 Iteration 19Q: 3 clusters Score -247712.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2472 members Mstep: Class 2 contains 3568 members Entering Unmasked Estep Score: -247713.250000 Penalty: 792.260498 Iteration 20F: 3 clusters Score -247713.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2453 members Mstep: Class 2 contains 3587 members Entering Unmasked Estep Score: -247716.984375 Penalty: 792.260498 Iteration 21Q: 3 clusters Score -247717 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2429 members Mstep: Class 2 contains 3611 members Entering Unmasked Estep Score: -247720.484375 Penalty: 792.260498 Iteration 22Q: 3 clusters Score -247720.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2411 members Mstep: Class 2 contains 3629 members Entering Unmasked Estep Score: -247724.218750 Penalty: 792.260498 Iteration 23Q: 3 clusters Score -247724.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2394 members Mstep: Class 2 contains 3646 members Entering Unmasked Estep Score: -247726.296875 Penalty: 792.260498 Iteration 24Q: 3 clusters Score -247726.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2375 members Mstep: Class 2 contains 3665 members Entering Unmasked Estep Score: -247728.921875 Penalty: 792.260498 Iteration 25Q: 3 clusters Score -247728.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2361 members Mstep: Class 2 contains 3679 members Entering Unmasked Estep Score: -247730.687500 Penalty: 792.260498 Iteration 26Q: 3 clusters Score -247730.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2351 members Mstep: Class 2 contains 3689 members Entering Unmasked Estep Score: -247731.437500 Penalty: 792.260498 Iteration 27Q: 3 clusters Score -247731.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2339 members Mstep: Class 2 contains 3701 members Entering Unmasked Estep Score: -247733.296875 Penalty: 792.260498 Iteration 28Q: 3 clusters Score -247733.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2324 members Mstep: Class 2 contains 3716 members Entering Unmasked Estep Score: -247736.609375 Penalty: 792.260498 Iteration 29Q: 3 clusters Score -247736.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2301 members Mstep: Class 2 contains 3739 members Entering Unmasked Estep Score: -247741.187500 Penalty: 792.260498 Iteration 30Q: 3 clusters Score -247741.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2279 members Mstep: Class 2 contains 3761 members Entering Unmasked Estep Score: -247744.203125 Penalty: 792.260498 Iteration 31Q: 3 clusters Score -247744.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2263 members Mstep: Class 2 contains 3777 members Entering Unmasked Estep Score: -247745.875000 Penalty: 792.260498 Iteration 32Q: 3 clusters Score -247745.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2247 members Mstep: Class 2 contains 3793 members Entering Unmasked Estep Score: -247748.750000 Penalty: 792.260498 Iteration 33Q: 3 clusters Score -247748.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2230 members Mstep: Class 2 contains 3810 members Entering Unmasked Estep Score: -247750.703125 Penalty: 792.260498 Iteration 34Q: 3 clusters Score -247750.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2212 members Mstep: Class 2 contains 3828 members Entering Unmasked Estep Score: -247753.109375 Penalty: 792.260498 Iteration 35Q: 3 clusters Score -247753.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2199 members Mstep: Class 2 contains 3841 members Entering Unmasked Estep Score: -247754.687500 Penalty: 792.260498 Iteration 36Q: 3 clusters Score -247754.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2190 members Mstep: Class 2 contains 3850 members Entering Unmasked Estep Score: -247755.234375 Penalty: 792.260498 Iteration 37Q: 3 clusters Score -247755.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2179 members Mstep: Class 2 contains 3861 members Entering Unmasked Estep Score: -247756.015625 Penalty: 792.260498 Iteration 38Q: 3 clusters Score -247756 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2167 members Mstep: Class 2 contains 3873 members Entering Unmasked Estep Score: -247757.156250 Penalty: 792.260498 Iteration 39Q: 3 clusters Score -247757.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2160 members Mstep: Class 2 contains 3880 members Entering Unmasked Estep Score: -247757.890625 Penalty: 792.260498 Iteration 40F: 3 clusters Score -247757.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2156 members Mstep: Class 2 contains 3884 members Entering Unmasked Estep Score: -247758.109375 Penalty: 792.260498 Iteration 41Q: 3 clusters Score -247758.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2154 members Mstep: Class 2 contains 3886 members Entering Unmasked Estep Score: -247757.921875 Penalty: 792.260498 Iteration 42Q: 3 clusters Score -247757.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2148 members Mstep: Class 2 contains 3892 members Entering Unmasked Estep Score: -247758.484375 Penalty: 792.260498 Iteration 43Q: 3 clusters Score -247758.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2141 members Mstep: Class 2 contains 3899 members Entering Unmasked Estep Score: -247758.937500 Penalty: 792.260498 Iteration 44Q: 3 clusters Score -247758.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2133 members Mstep: Class 2 contains 3907 members Entering Unmasked Estep Score: -247759.484375 Penalty: 792.260498 Iteration 45Q: 3 clusters Score -247759.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2126 members Mstep: Class 2 contains 3914 members Entering Unmasked Estep Score: -247760.437500 Penalty: 792.260498 Iteration 46Q: 3 clusters Score -247760.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2118 members Mstep: Class 2 contains 3922 members Entering Unmasked Estep Score: -247760.796875 Penalty: 792.260498 Iteration 47Q: 3 clusters Score -247760.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2111 members Mstep: Class 2 contains 3929 members Entering Unmasked Estep Score: -247761.765625 Penalty: 792.260498 Iteration 48Q: 3 clusters Score -247761.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2100 members Mstep: Class 2 contains 3940 members Entering Unmasked Estep Score: -247763.578125 Penalty: 792.260498 Iteration 49Q: 3 clusters Score -247763.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2087 members Mstep: Class 2 contains 3953 members Entering Unmasked Estep Score: -247765.781250 Penalty: 792.260498 Iteration 50Q: 3 clusters Score -247765.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2071 members Mstep: Class 2 contains 3969 members Entering Unmasked Estep Score: -247768.656250 Penalty: 792.260498 Iteration 51Q: 3 clusters Score -247768.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2061 members Mstep: Class 2 contains 3979 members Entering Unmasked Estep Score: -247769.328125 Penalty: 792.260498 Iteration 52Q: 3 clusters Score -247769.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2052 members Mstep: Class 2 contains 3988 members Entering Unmasked Estep Score: -247770.203125 Penalty: 792.260498 Iteration 53Q: 3 clusters Score -247770.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2047 members Mstep: Class 2 contains 3993 members Entering Unmasked Estep Score: -247770.500000 Penalty: 792.260498 Iteration 54Q: 3 clusters Score -247770.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2039 members Mstep: Class 2 contains 4001 members Entering Unmasked Estep Score: -247771.546875 Penalty: 792.260498 Iteration 55Q: 3 clusters Score -247771.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2033 members Mstep: Class 2 contains 4007 members Entering Unmasked Estep Score: -247771.968750 Penalty: 792.260498 Iteration 56Q: 3 clusters Score -247772 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2029 members Mstep: Class 2 contains 4011 members Entering Unmasked Estep Score: -247772.109375 Penalty: 792.260498 Iteration 57Q: 3 clusters Score -247772.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2023 members Mstep: Class 2 contains 4017 members Entering Unmasked Estep Score: -247772.703125 Penalty: 792.260498 Iteration 58Q: 3 clusters Score -247772.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2018 members Mstep: Class 2 contains 4022 members Entering Unmasked Estep Score: -247773.015625 Penalty: 792.260498 Iteration 59Q: 3 clusters Score -247773 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2011 members Mstep: Class 2 contains 4029 members Entering Unmasked Estep Score: -247773.312500 Penalty: 792.260498 Iteration 60F: 3 clusters Score -247773.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2006 members Mstep: Class 2 contains 4034 members Entering Unmasked Estep Score: -247774.250000 Penalty: 792.260498 Iteration 61Q: 3 clusters Score -247774.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2001 members Mstep: Class 2 contains 4039 members Entering Unmasked Estep Score: -247774.593750 Penalty: 792.260498 Iteration 62Q: 3 clusters Score -247774.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1997 members Mstep: Class 2 contains 4043 members Entering Unmasked Estep Score: -247775.390625 Penalty: 792.260498 Iteration 63Q: 3 clusters Score -247775.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1990 members Mstep: Class 2 contains 4050 members Entering Unmasked Estep Score: -247775.171875 Penalty: 792.260498 Iteration 64Q: 3 clusters Score -247775.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1986 members Mstep: Class 2 contains 4054 members Entering Unmasked Estep Score: -247775.875000 Penalty: 792.260498 Iteration 65Q: 3 clusters Score -247775.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1984 members Mstep: Class 2 contains 4056 members Entering Unmasked Estep Score: -247776.078125 Penalty: 792.260498 Iteration 66Q: 3 clusters Score -247776.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1982 members Mstep: Class 2 contains 4058 members Entering Unmasked Estep Score: -247775.578125 Penalty: 792.260498 Iteration 67Q: 3 clusters Score -247775.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1982 members Mstep: Class 2 contains 4058 members Entering Unmasked Estep Score: -247775.578125 Penalty: 792.260498 Iteration 68F: 3 clusters Score -247775.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (17844 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17844 members Entering Unmasked Estep Score: -838016.125000 Penalty: 445.418732 Iteration 0F: 2 clusters Score -838016.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9003 members Mstep: Class 2 contains 8841 members Entering Unmasked Estep Score: -826227.437500 Penalty: 890.837463 Iteration 0F: 3 clusters Score -826227.4 nChanged 8374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9327 members Mstep: Class 2 contains 8517 members Entering Unmasked Estep Score: -831060.500000 Penalty: 890.837463 Iteration 1F: 3 clusters Score -831060.5 nChanged 952 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9505 members Mstep: Class 2 contains 8339 members Entering Unmasked Estep Score: -831556.562500 Penalty: 890.837463 Iteration 2F: 3 clusters Score -831556.6 nChanged 1046 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9765 members Mstep: Class 2 contains 8079 members Entering Unmasked Estep Score: -832243.250000 Penalty: 890.837463 Iteration 3F: 3 clusters Score -832243.2 nChanged 1138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10049 members Mstep: Class 2 contains 7795 members Entering Unmasked Estep Score: -833067.937500 Penalty: 890.837463 Iteration 4F: 3 clusters Score -833067.9 nChanged 1166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10251 members Mstep: Class 2 contains 7593 members Entering Unmasked Estep Score: -833992.312500 Penalty: 890.837463 Iteration 5F: 3 clusters Score -833992.3 nChanged 1103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10366 members Mstep: Class 2 contains 7478 members Entering Unmasked Estep Score: -834731.500000 Penalty: 890.837463 Iteration 6F: 3 clusters Score -834731.5 nChanged 834 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10452 members Mstep: Class 2 contains 7392 members Entering Unmasked Estep Score: -835074.187500 Penalty: 890.837463 Iteration 7Q: 3 clusters Score -835074.2 nChanged 485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10543 members Mstep: Class 2 contains 7301 members Entering Unmasked Estep Score: -835203.000000 Penalty: 890.837463 Iteration 8Q: 3 clusters Score -835203 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10641 members Mstep: Class 2 contains 7203 members Entering Unmasked Estep Score: -835287.437500 Penalty: 890.837463 Iteration 9Q: 3 clusters Score -835287.4 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10701 members Mstep: Class 2 contains 7143 members Entering Unmasked Estep Score: -835360.250000 Penalty: 890.837463 Iteration 10Q: 3 clusters Score -835360.2 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10744 members Mstep: Class 2 contains 7100 members Entering Unmasked Estep Score: -835428.500000 Penalty: 890.837463 Iteration 11Q: 3 clusters Score -835428.5 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10778 members Mstep: Class 2 contains 7066 members Entering Unmasked Estep Score: -835494.437500 Penalty: 890.837463 Iteration 12Q: 3 clusters Score -835494.4 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10809 members Mstep: Class 2 contains 7035 members Entering Unmasked Estep Score: -835542.500000 Penalty: 890.837463 Iteration 13Q: 3 clusters Score -835542.5 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10845 members Mstep: Class 2 contains 6999 members Entering Unmasked Estep Score: -835604.437500 Penalty: 890.837463 Iteration 14Q: 3 clusters Score -835604.4 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10878 members Mstep: Class 2 contains 6966 members Entering Unmasked Estep Score: -835660.875000 Penalty: 890.837463 Iteration 15Q: 3 clusters Score -835660.9 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10901 members Mstep: Class 2 contains 6943 members Entering Unmasked Estep Score: -835714.000000 Penalty: 890.837463 Iteration 16Q: 3 clusters Score -835714 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10945 members Mstep: Class 2 contains 6899 members Entering Unmasked Estep Score: -835770.125000 Penalty: 890.837463 Iteration 17Q: 3 clusters Score -835770.1 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11005 members Mstep: Class 2 contains 6839 members Entering Unmasked Estep Score: -835834.562500 Penalty: 890.837463 Iteration 18Q: 3 clusters Score -835834.6 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11067 members Mstep: Class 2 contains 6777 members Entering Unmasked Estep Score: -835894.562500 Penalty: 890.837463 Iteration 19Q: 3 clusters Score -835894.6 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11122 members Mstep: Class 2 contains 6722 members Entering Unmasked Estep Score: -835954.562500 Penalty: 890.837463 Iteration 20F: 3 clusters Score -835954.6 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11197 members Mstep: Class 2 contains 6647 members Entering Unmasked Estep Score: -836010.812500 Penalty: 890.837463 Iteration 21Q: 3 clusters Score -836010.8 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11275 members Mstep: Class 2 contains 6569 members Entering Unmasked Estep Score: -836062.375000 Penalty: 890.837463 Iteration 22Q: 3 clusters Score -836062.4 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11334 members Mstep: Class 2 contains 6510 members Entering Unmasked Estep Score: -836091.062500 Penalty: 890.837463 Iteration 23Q: 3 clusters Score -836091.1 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11393 members Mstep: Class 2 contains 6451 members Entering Unmasked Estep Score: -836121.000000 Penalty: 890.837463 Iteration 24Q: 3 clusters Score -836121 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11459 members Mstep: Class 2 contains 6385 members Entering Unmasked Estep Score: -836141.250000 Penalty: 890.837463 Iteration 25Q: 3 clusters Score -836141.2 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11529 members Mstep: Class 2 contains 6315 members Entering Unmasked Estep Score: -836162.125000 Penalty: 890.837463 Iteration 26Q: 3 clusters Score -836162.1 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11606 members Mstep: Class 2 contains 6238 members Entering Unmasked Estep Score: -836178.187500 Penalty: 890.837463 Iteration 27Q: 3 clusters Score -836178.2 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11684 members Mstep: Class 2 contains 6160 members Entering Unmasked Estep Score: -836193.375000 Penalty: 890.837463 Iteration 28Q: 3 clusters Score -836193.4 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11761 members Mstep: Class 2 contains 6083 members Entering Unmasked Estep Score: -836204.500000 Penalty: 890.837463 Iteration 29Q: 3 clusters Score -836204.5 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11831 members Mstep: Class 2 contains 6013 members Entering Unmasked Estep Score: -836217.562500 Penalty: 890.837463 Iteration 30Q: 3 clusters Score -836217.6 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11887 members Mstep: Class 2 contains 5957 members Entering Unmasked Estep Score: -836226.687500 Penalty: 890.837463 Iteration 31Q: 3 clusters Score -836226.7 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11940 members Mstep: Class 2 contains 5904 members Entering Unmasked Estep Score: -836228.000000 Penalty: 890.837463 Iteration 32Q: 3 clusters Score -836228 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12005 members Mstep: Class 2 contains 5839 members Entering Unmasked Estep Score: -836240.437500 Penalty: 890.837463 Iteration 33Q: 3 clusters Score -836240.4 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12073 members Mstep: Class 2 contains 5771 members Entering Unmasked Estep Score: -836242.562500 Penalty: 890.837463 Iteration 34Q: 3 clusters Score -836242.6 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12134 members Mstep: Class 2 contains 5710 members Entering Unmasked Estep Score: -836247.937500 Penalty: 890.837463 Iteration 35Q: 3 clusters Score -836247.9 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12196 members Mstep: Class 2 contains 5648 members Entering Unmasked Estep Score: -836257.375000 Penalty: 890.837463 Iteration 36Q: 3 clusters Score -836257.4 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12259 members Mstep: Class 2 contains 5585 members Entering Unmasked Estep Score: -836260.687500 Penalty: 890.837463 Iteration 37Q: 3 clusters Score -836260.7 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12322 members Mstep: Class 2 contains 5522 members Entering Unmasked Estep Score: -836266.937500 Penalty: 890.837463 Iteration 38Q: 3 clusters Score -836266.9 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12393 members Mstep: Class 2 contains 5451 members Entering Unmasked Estep Score: -836276.375000 Penalty: 890.837463 Iteration 39Q: 3 clusters Score -836276.4 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12475 members Mstep: Class 2 contains 5369 members Entering Unmasked Estep Score: -836286.125000 Penalty: 890.837463 Iteration 40F: 3 clusters Score -836286.1 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12563 members Mstep: Class 2 contains 5281 members Entering Unmasked Estep Score: -836305.625000 Penalty: 890.837463 Iteration 41Q: 3 clusters Score -836305.6 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12648 members Mstep: Class 2 contains 5196 members Entering Unmasked Estep Score: -836308.375000 Penalty: 890.837463 Iteration 42Q: 3 clusters Score -836308.4 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12733 members Mstep: Class 2 contains 5111 members Entering Unmasked Estep Score: -836323.812500 Penalty: 890.837463 Iteration 43Q: 3 clusters Score -836323.8 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12828 members Mstep: Class 2 contains 5016 members Entering Unmasked Estep Score: -836334.625000 Penalty: 890.837463 Iteration 44Q: 3 clusters Score -836334.6 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12938 members Mstep: Class 2 contains 4906 members Entering Unmasked Estep Score: -836355.625000 Penalty: 890.837463 Iteration 45Q: 3 clusters Score -836355.6 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13054 members Mstep: Class 2 contains 4790 members Entering Unmasked Estep Score: -836377.000000 Penalty: 890.837463 Iteration 46Q: 3 clusters Score -836377 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13163 members Mstep: Class 2 contains 4681 members Entering Unmasked Estep Score: -836394.312500 Penalty: 890.837463 Iteration 47Q: 3 clusters Score -836394.3 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13268 members Mstep: Class 2 contains 4576 members Entering Unmasked Estep Score: -836419.750000 Penalty: 890.837463 Iteration 48Q: 3 clusters Score -836419.8 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13389 members Mstep: Class 2 contains 4455 members Entering Unmasked Estep Score: -836439.937500 Penalty: 890.837463 Iteration 49Q: 3 clusters Score -836439.9 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13531 members Mstep: Class 2 contains 4313 members Entering Unmasked Estep Score: -836476.875000 Penalty: 890.837463 Iteration 50Q: 3 clusters Score -836476.9 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13694 members Mstep: Class 2 contains 4150 members Entering Unmasked Estep Score: -836526.250000 Penalty: 890.837463 Iteration 51Q: 3 clusters Score -836526.2 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13872 members Mstep: Class 2 contains 3972 members Entering Unmasked Estep Score: -836578.687500 Penalty: 890.837463 Iteration 52Q: 3 clusters Score -836578.7 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14041 members Mstep: Class 2 contains 3803 members Entering Unmasked Estep Score: -836626.812500 Penalty: 890.837463 Iteration 53Q: 3 clusters Score -836626.8 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14191 members Mstep: Class 2 contains 3653 members Entering Unmasked Estep Score: -836664.500000 Penalty: 890.837463 Iteration 54Q: 3 clusters Score -836664.5 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14327 members Mstep: Class 2 contains 3517 members Entering Unmasked Estep Score: -836691.375000 Penalty: 890.837463 Iteration 55Q: 3 clusters Score -836691.4 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14453 members Mstep: Class 2 contains 3391 members Entering Unmasked Estep Score: -836715.375000 Penalty: 890.837463 Iteration 56Q: 3 clusters Score -836715.4 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14584 members Mstep: Class 2 contains 3260 members Entering Unmasked Estep Score: -836747.625000 Penalty: 890.837463 Iteration 57Q: 3 clusters Score -836747.6 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14714 members Mstep: Class 2 contains 3130 members Entering Unmasked Estep Score: -836773.875000 Penalty: 890.837463 Iteration 58Q: 3 clusters Score -836773.9 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14841 members Mstep: Class 2 contains 3003 members Entering Unmasked Estep Score: -836803.937500 Penalty: 890.837463 Iteration 59Q: 3 clusters Score -836803.9 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14972 members Mstep: Class 2 contains 2872 members Entering Unmasked Estep Score: -836836.500000 Penalty: 890.837463 Iteration 60F: 3 clusters Score -836836.5 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15098 members Mstep: Class 2 contains 2746 members Entering Unmasked Estep Score: -836872.187500 Penalty: 890.837463 Iteration 61Q: 3 clusters Score -836872.2 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15228 members Mstep: Class 2 contains 2616 members Entering Unmasked Estep Score: -836903.562500 Penalty: 890.837463 Iteration 62Q: 3 clusters Score -836903.6 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15337 members Mstep: Class 2 contains 2507 members Entering Unmasked Estep Score: -836930.625000 Penalty: 890.837463 Iteration 63Q: 3 clusters Score -836930.6 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15441 members Mstep: Class 2 contains 2403 members Entering Unmasked Estep Score: -836960.625000 Penalty: 890.837463 Iteration 64Q: 3 clusters Score -836960.6 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15548 members Mstep: Class 2 contains 2296 members Entering Unmasked Estep Score: -836990.437500 Penalty: 890.837463 Iteration 65Q: 3 clusters Score -836990.4 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15653 members Mstep: Class 2 contains 2191 members Entering Unmasked Estep Score: -837021.062500 Penalty: 890.837463 Iteration 66Q: 3 clusters Score -837021.1 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15771 members Mstep: Class 2 contains 2073 members Entering Unmasked Estep Score: -837053.250000 Penalty: 890.837463 Iteration 67Q: 3 clusters Score -837053.2 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15878 members Mstep: Class 2 contains 1966 members Entering Unmasked Estep Score: -837087.750000 Penalty: 890.837463 Iteration 68Q: 3 clusters Score -837087.8 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15998 members Mstep: Class 2 contains 1846 members Entering Unmasked Estep Score: -837124.937500 Penalty: 890.837463 Iteration 69Q: 3 clusters Score -837124.9 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16117 members Mstep: Class 2 contains 1727 members Entering Unmasked Estep Score: -837156.937500 Penalty: 890.837463 Iteration 70Q: 3 clusters Score -837156.9 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16218 members Mstep: Class 2 contains 1626 members Entering Unmasked Estep Score: -837190.500000 Penalty: 890.837463 Iteration 71Q: 3 clusters Score -837190.5 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16311 members Mstep: Class 2 contains 1533 members Entering Unmasked Estep Score: -837215.937500 Penalty: 890.837463 Iteration 72Q: 3 clusters Score -837215.9 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16404 members Mstep: Class 2 contains 1440 members Entering Unmasked Estep Score: -837244.562500 Penalty: 890.837463 Iteration 73Q: 3 clusters Score -837244.6 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16489 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -837270.125000 Penalty: 890.837463 Iteration 74Q: 3 clusters Score -837270.1 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16569 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -837289.125000 Penalty: 890.837463 Iteration 75Q: 3 clusters Score -837289.1 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16641 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -837313.250000 Penalty: 890.837463 Iteration 76Q: 3 clusters Score -837313.2 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16720 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -837336.812500 Penalty: 890.837463 Iteration 77Q: 3 clusters Score -837336.8 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16779 members Mstep: Class 2 contains 1065 members Entering Unmasked Estep Score: -837352.312500 Penalty: 890.837463 Iteration 78Q: 3 clusters Score -837352.3 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16835 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -837366.687500 Penalty: 890.837463 Iteration 79Q: 3 clusters Score -837366.7 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16884 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -837378.000000 Penalty: 890.837463 Iteration 80F: 3 clusters Score -837378 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16934 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -837391.687500 Penalty: 890.837463 Iteration 81Q: 3 clusters Score -837391.7 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16991 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -837407.937500 Penalty: 890.837463 Iteration 82Q: 3 clusters Score -837407.9 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17050 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -837428.812500 Penalty: 890.837463 Iteration 83Q: 3 clusters Score -837428.8 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17104 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -837446.250000 Penalty: 890.837463 Iteration 84Q: 3 clusters Score -837446.2 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17155 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -837463.500000 Penalty: 890.837463 Iteration 85Q: 3 clusters Score -837463.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17189 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -837476.687500 Penalty: 890.837463 Iteration 86Q: 3 clusters Score -837476.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17219 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -837486.375000 Penalty: 890.837463 Iteration 87Q: 3 clusters Score -837486.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17246 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -837499.625000 Penalty: 890.837463 Iteration 88Q: 3 clusters Score -837499.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17283 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -837516.687500 Penalty: 890.837463 Iteration 89Q: 3 clusters Score -837516.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17311 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -837530.000000 Penalty: 890.837463 Iteration 90Q: 3 clusters Score -837530 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17345 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -837545.687500 Penalty: 890.837463 Iteration 91Q: 3 clusters Score -837545.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17376 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -837558.312500 Penalty: 890.837463 Iteration 92Q: 3 clusters Score -837558.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17406 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -837572.187500 Penalty: 890.837463 Iteration 93Q: 3 clusters Score -837572.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17436 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -837588.437500 Penalty: 890.837463 Iteration 94Q: 3 clusters Score -837588.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17461 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -837600.812500 Penalty: 890.837463 Iteration 95Q: 3 clusters Score -837600.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17479 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -837608.000000 Penalty: 890.837463 Iteration 96Q: 3 clusters Score -837608 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17490 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -837610.937500 Penalty: 890.837463 Iteration 97Q: 3 clusters Score -837610.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17497 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -837613.062500 Penalty: 890.837463 Iteration 98Q: 3 clusters Score -837613.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17501 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -837614.375000 Penalty: 890.837463 Iteration 99Q: 3 clusters Score -837614.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17503 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -837615.375000 Penalty: 890.837463 Iteration 100F: 3 clusters Score -837615.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17508 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -837617.250000 Penalty: 890.837463 Iteration 101Q: 3 clusters Score -837617.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17514 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -837619.437500 Penalty: 890.837463 Iteration 102Q: 3 clusters Score -837619.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17519 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -837623.375000 Penalty: 890.837463 Iteration 103Q: 3 clusters Score -837623.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17526 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -837625.812500 Penalty: 890.837463 Iteration 104Q: 3 clusters Score -837625.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17534 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -837627.937500 Penalty: 890.837463 Iteration 105Q: 3 clusters Score -837627.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17536 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -837628.562500 Penalty: 890.837463 Iteration 106Q: 3 clusters Score -837628.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17536 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -837627.875000 Penalty: 890.837463 Iteration 107Q: 3 clusters Score -837627.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17536 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -837627.875000 Penalty: 890.837463 Iteration 108F: 3 clusters Score -837627.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (213 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Entering Unmasked Estep Score: -8043.222656 Penalty: 243.938797 Iteration 0F: 2 clusters Score -8043.223 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -7759.274902 Penalty: 487.877594 Iteration 0F: 3 clusters Score -7759.275 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -7828.953125 Penalty: 487.877594 Iteration 1F: 3 clusters Score -7828.953 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -7837.111816 Penalty: 487.877594 Iteration 2Q: 3 clusters Score -7837.112 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -7839.278320 Penalty: 487.877594 Iteration 3Q: 3 clusters Score -7839.278 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -7840.414551 Penalty: 487.877594 Iteration 4Q: 3 clusters Score -7840.415 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -7840.414551 Penalty: 487.877594 Iteration 5F: 3 clusters Score -7840.415 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (251190 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251190 members Entering Unmasked Estep Score: -10836043.000000 Penalty: 565.745422 Iteration 0F: 2 clusters Score -1.083604e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125551 members Mstep: Class 2 contains 125639 members Entering Unmasked Estep Score: -10671415.000000 Penalty: 1131.490845 Iteration 0F: 3 clusters Score -1.067142e+07 nChanged 123905 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117232 members Mstep: Class 2 contains 133958 members Entering Unmasked Estep Score: -10748884.000000 Penalty: 1131.490845 Iteration 1F: 3 clusters Score -1.074888e+07 nChanged 8676 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114116 members Mstep: Class 2 contains 137074 members Entering Unmasked Estep Score: -10751696.000000 Penalty: 1131.490845 Iteration 2Q: 3 clusters Score -1.07517e+07 nChanged 10204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110016 members Mstep: Class 2 contains 141174 members Entering Unmasked Estep Score: -10756055.000000 Penalty: 1131.490845 Iteration 3Q: 3 clusters Score -1.075606e+07 nChanged 12115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104911 members Mstep: Class 2 contains 146279 members Entering Unmasked Estep Score: -10762663.000000 Penalty: 1131.490845 Iteration 4Q: 3 clusters Score -1.076266e+07 nChanged 14237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98782 members Mstep: Class 2 contains 152408 members Entering Unmasked Estep Score: -10772662.000000 Penalty: 1131.490845 Iteration 5F: 3 clusters Score -1.077266e+07 nChanged 15711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92737 members Mstep: Class 2 contains 158453 members Entering Unmasked Estep Score: -10785920.000000 Penalty: 1131.490845 Iteration 6F: 3 clusters Score -1.078592e+07 nChanged 15259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88348 members Mstep: Class 2 contains 162842 members Entering Unmasked Estep Score: -10796977.000000 Penalty: 1131.490845 Iteration 7F: 3 clusters Score -1.079698e+07 nChanged 11245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85283 members Mstep: Class 2 contains 165907 members Entering Unmasked Estep Score: -10801966.000000 Penalty: 1131.490845 Iteration 8Q: 3 clusters Score -1.080197e+07 nChanged 6514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82405 members Mstep: Class 2 contains 168785 members Entering Unmasked Estep Score: -10803663.000000 Penalty: 1131.490845 Iteration 9Q: 3 clusters Score -1.080366e+07 nChanged 3914 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79405 members Mstep: Class 2 contains 171785 members Entering Unmasked Estep Score: -10804541.000000 Penalty: 1131.490845 Iteration 10Q: 3 clusters Score -1.080454e+07 nChanged 3371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76206 members Mstep: Class 2 contains 174984 members Entering Unmasked Estep Score: -10805346.000000 Penalty: 1131.490845 Iteration 11Q: 3 clusters Score -1.080535e+07 nChanged 3400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72854 members Mstep: Class 2 contains 178336 members Entering Unmasked Estep Score: -10806322.000000 Penalty: 1131.490845 Iteration 12Q: 3 clusters Score -1.080632e+07 nChanged 3711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69173 members Mstep: Class 2 contains 182017 members Entering Unmasked Estep Score: -10807422.000000 Penalty: 1131.490845 Iteration 13Q: 3 clusters Score -1.080742e+07 nChanged 3827 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65362 members Mstep: Class 2 contains 185828 members Entering Unmasked Estep Score: -10808654.000000 Penalty: 1131.490845 Iteration 14Q: 3 clusters Score -1.080865e+07 nChanged 3985 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61397 members Mstep: Class 2 contains 189793 members Entering Unmasked Estep Score: -10809902.000000 Penalty: 1131.490845 Iteration 15Q: 3 clusters Score -1.08099e+07 nChanged 3960 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57461 members Mstep: Class 2 contains 193729 members Entering Unmasked Estep Score: -10811208.000000 Penalty: 1131.490845 Iteration 16Q: 3 clusters Score -1.081121e+07 nChanged 4101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53368 members Mstep: Class 2 contains 197822 members Entering Unmasked Estep Score: -10812608.000000 Penalty: 1131.490845 Iteration 17Q: 3 clusters Score -1.081261e+07 nChanged 4238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49134 members Mstep: Class 2 contains 202056 members Entering Unmasked Estep Score: -10814119.000000 Penalty: 1131.490845 Iteration 18Q: 3 clusters Score -1.081412e+07 nChanged 4053 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45091 members Mstep: Class 2 contains 206099 members Entering Unmasked Estep Score: -10815616.000000 Penalty: 1131.490845 Iteration 19Q: 3 clusters Score -1.081562e+07 nChanged 3782 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41321 members Mstep: Class 2 contains 209869 members Entering Unmasked Estep Score: -10817130.000000 Penalty: 1131.490845 Iteration 20F: 3 clusters Score -1.081713e+07 nChanged 3606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37731 members Mstep: Class 2 contains 213459 members Entering Unmasked Estep Score: -10818465.000000 Penalty: 1131.490845 Iteration 21Q: 3 clusters Score -1.081846e+07 nChanged 3380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34359 members Mstep: Class 2 contains 216831 members Entering Unmasked Estep Score: -10819767.000000 Penalty: 1131.490845 Iteration 22Q: 3 clusters Score -1.081977e+07 nChanged 3205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31160 members Mstep: Class 2 contains 220030 members Entering Unmasked Estep Score: -10820919.000000 Penalty: 1131.490845 Iteration 23Q: 3 clusters Score -1.082092e+07 nChanged 3049 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28113 members Mstep: Class 2 contains 223077 members Entering Unmasked Estep Score: -10822187.000000 Penalty: 1131.490845 Iteration 24Q: 3 clusters Score -1.082219e+07 nChanged 2866 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25247 members Mstep: Class 2 contains 225943 members Entering Unmasked Estep Score: -10823471.000000 Penalty: 1131.490845 Iteration 25Q: 3 clusters Score -1.082347e+07 nChanged 2694 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22557 members Mstep: Class 2 contains 228633 members Entering Unmasked Estep Score: -10824727.000000 Penalty: 1131.490845 Iteration 26Q: 3 clusters Score -1.082473e+07 nChanged 2555 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20002 members Mstep: Class 2 contains 231188 members Entering Unmasked Estep Score: -10825817.000000 Penalty: 1131.490845 Iteration 27Q: 3 clusters Score -1.082582e+07 nChanged 2319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17683 members Mstep: Class 2 contains 233507 members Entering Unmasked Estep Score: -10826771.000000 Penalty: 1131.490845 Iteration 28Q: 3 clusters Score -1.082677e+07 nChanged 2111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15572 members Mstep: Class 2 contains 235618 members Entering Unmasked Estep Score: -10827701.000000 Penalty: 1131.490845 Iteration 29Q: 3 clusters Score -1.08277e+07 nChanged 1878 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13694 members Mstep: Class 2 contains 237496 members Entering Unmasked Estep Score: -10828510.000000 Penalty: 1131.490845 Iteration 30Q: 3 clusters Score -1.082851e+07 nChanged 1816 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11878 members Mstep: Class 2 contains 239312 members Entering Unmasked Estep Score: -10829214.000000 Penalty: 1131.490845 Iteration 31Q: 3 clusters Score -1.082921e+07 nChanged 1685 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10193 members Mstep: Class 2 contains 240997 members Entering Unmasked Estep Score: -10829949.000000 Penalty: 1131.490845 Iteration 32Q: 3 clusters Score -1.082995e+07 nChanged 1584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8609 members Mstep: Class 2 contains 242581 members Entering Unmasked Estep Score: -10830659.000000 Penalty: 1131.490845 Iteration 33Q: 3 clusters Score -1.083066e+07 nChanged 1433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7176 members Mstep: Class 2 contains 244014 members Entering Unmasked Estep Score: -10831461.000000 Penalty: 1131.490845 Iteration 34Q: 3 clusters Score -1.083146e+07 nChanged 1317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5859 members Mstep: Class 2 contains 245331 members Entering Unmasked Estep Score: -10832112.000000 Penalty: 1131.490845 Iteration 35Q: 3 clusters Score -1.083211e+07 nChanged 1134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4725 members Mstep: Class 2 contains 246465 members Entering Unmasked Estep Score: -10832724.000000 Penalty: 1131.490845 Iteration 36Q: 3 clusters Score -1.083272e+07 nChanged 1018 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3707 members Mstep: Class 2 contains 247483 members Entering Unmasked Estep Score: -10833277.000000 Penalty: 1131.490845 Iteration 37Q: 3 clusters Score -1.083328e+07 nChanged 876 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2831 members Mstep: Class 2 contains 248359 members Entering Unmasked Estep Score: -10833784.000000 Penalty: 1131.490845 Iteration 38Q: 3 clusters Score -1.083378e+07 nChanged 721 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2116 members Mstep: Class 2 contains 249074 members Entering Unmasked Estep Score: -10834189.000000 Penalty: 1131.490845 Iteration 39Q: 3 clusters Score -1.083419e+07 nChanged 550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1568 members Mstep: Class 2 contains 249622 members Entering Unmasked Estep Score: -10834523.000000 Penalty: 1131.490845 Iteration 40F: 3 clusters Score -1.083452e+07 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 250043 members Entering Unmasked Estep Score: -10834727.000000 Penalty: 1131.490845 Iteration 41Q: 3 clusters Score -1.083473e+07 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 250349 members Entering Unmasked Estep Score: -10834907.000000 Penalty: 1131.490845 Iteration 42Q: 3 clusters Score -1.083491e+07 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 250592 members Entering Unmasked Estep Score: -10835128.000000 Penalty: 1131.490845 Iteration 43Q: 3 clusters Score -1.083513e+07 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 250766 members Entering Unmasked Estep Score: -10835267.000000 Penalty: 1131.490845 Iteration 44Q: 3 clusters Score -1.083527e+07 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 250865 members Entering Unmasked Estep Score: -10835340.000000 Penalty: 1131.490845 Iteration 45Q: 3 clusters Score -1.083534e+07 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 250934 members Entering Unmasked Estep Score: -10835397.000000 Penalty: 1131.490845 Iteration 46Q: 3 clusters Score -1.08354e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 250987 members Entering Unmasked Estep Score: -10835413.000000 Penalty: 1131.490845 Iteration 47Q: 3 clusters Score -1.083541e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 251029 members Entering Unmasked Estep Score: -10835449.000000 Penalty: 1131.490845 Iteration 48Q: 3 clusters Score -1.083545e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 251049 members Entering Unmasked Estep Score: -10835469.000000 Penalty: 1131.490845 Iteration 49Q: 3 clusters Score -1.083547e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 251064 members Entering Unmasked Estep Score: -10835483.000000 Penalty: 1131.490845 Iteration 50Q: 3 clusters Score -1.083548e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 251072 members Entering Unmasked Estep Score: -10835489.000000 Penalty: 1131.490845 Iteration 51Q: 3 clusters Score -1.083549e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 251074 members Entering Unmasked Estep Score: -10835498.000000 Penalty: 1131.490845 Iteration 52Q: 3 clusters Score -1.08355e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 251072 members Entering Unmasked Estep Score: -10835497.000000 Penalty: 1131.490845 Iteration 53Q: 3 clusters Score -1.08355e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 251070 members Entering Unmasked Estep Score: -10835497.000000 Penalty: 1131.490845 Iteration 54Q: 3 clusters Score -1.08355e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 251067 members Entering Unmasked Estep Score: -10835501.000000 Penalty: 1131.490845 Iteration 55Q: 3 clusters Score -1.08355e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 251066 members Entering Unmasked Estep Score: -10835499.000000 Penalty: 1131.490845 Iteration 56Q: 3 clusters Score -1.08355e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 251067 members Entering Unmasked Estep Score: -10835502.000000 Penalty: 1131.490845 Iteration 57Q: 3 clusters Score -1.08355e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 251067 members Entering Unmasked Estep Score: -10835502.000000 Penalty: 1131.490845 Iteration 58F: 3 clusters Score -1.08355e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (694 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Entering Unmasked Estep Score: -28087.689453 Penalty: 297.682465 Iteration 0F: 2 clusters Score -28087.69 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -27463.017578 Penalty: 595.364929 Iteration 0F: 3 clusters Score -27463.02 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -27621.958984 Penalty: 595.364929 Iteration 1F: 3 clusters Score -27621.96 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -27658.714844 Penalty: 595.364929 Iteration 2F: 3 clusters Score -27658.71 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -27692.123047 Penalty: 595.364929 Iteration 3F: 3 clusters Score -27692.12 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -27722.603516 Penalty: 595.364929 Iteration 4Q: 3 clusters Score -27722.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -27742.126953 Penalty: 595.364929 Iteration 5Q: 3 clusters Score -27742.13 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -27767.527344 Penalty: 595.364929 Iteration 6Q: 3 clusters Score -27767.53 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -27780.675781 Penalty: 595.364929 Iteration 7Q: 3 clusters Score -27780.68 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -27788.740234 Penalty: 595.364929 Iteration 8Q: 3 clusters Score -27788.74 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -27803.742188 Penalty: 595.364929 Iteration 9Q: 3 clusters Score -27803.74 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -27825.367188 Penalty: 595.364929 Iteration 10Q: 3 clusters Score -27825.37 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -27843.257812 Penalty: 595.364929 Iteration 11Q: 3 clusters Score -27843.26 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -27857.294922 Penalty: 595.364929 Iteration 12Q: 3 clusters Score -27857.29 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -27874.949219 Penalty: 595.364929 Iteration 13Q: 3 clusters Score -27874.95 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -27887.078125 Penalty: 595.364929 Iteration 14Q: 3 clusters Score -27887.08 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -27896.021484 Penalty: 595.364929 Iteration 15Q: 3 clusters Score -27896.02 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -27900.468750 Penalty: 595.364929 Iteration 16Q: 3 clusters Score -27900.47 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -27902.818359 Penalty: 595.364929 Iteration 17Q: 3 clusters Score -27902.82 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -27904.345703 Penalty: 595.364929 Iteration 18Q: 3 clusters Score -27904.35 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -27904.556641 Penalty: 595.364929 Iteration 19Q: 3 clusters Score -27904.56 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -27904.556641 Penalty: 595.364929 Iteration 20F: 3 clusters Score -27904.56 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (132 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Entering Unmasked Estep Score: -5035.088867 Penalty: 222.167496 Iteration 0F: 2 clusters Score -5035.089 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -4802.375488 Penalty: 444.334991 Iteration 0F: 3 clusters Score -4802.375 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63 members Mstep: Class 2 contains 69 members Entering Unmasked Estep Score: -4831.231934 Penalty: 444.334991 Iteration 1F: 3 clusters Score -4831.232 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 61 members Entering Unmasked Estep Score: -4846.665039 Penalty: 444.334991 Iteration 2F: 3 clusters Score -4846.665 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Mstep: Class 2 contains 55 members Entering Unmasked Estep Score: -4858.858398 Penalty: 444.334991 Iteration 3Q: 3 clusters Score -4858.858 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 52 members Entering Unmasked Estep Score: -4862.340332 Penalty: 444.334991 Iteration 4Q: 3 clusters Score -4862.34 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 49 members Entering Unmasked Estep Score: -4866.037109 Penalty: 444.334991 Iteration 5Q: 3 clusters Score -4866.037 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 48 members Entering Unmasked Estep Score: -4866.543945 Penalty: 444.334991 Iteration 6Q: 3 clusters Score -4866.544 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 48 members Entering Unmasked Estep Score: -4866.543945 Penalty: 444.334991 Iteration 7F: 3 clusters Score -4866.544 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (754 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Entering Unmasked Estep Score: -30361.742188 Penalty: 301.455353 Iteration 0F: 2 clusters Score -30361.74 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -29713.560547 Penalty: 602.910706 Iteration 0F: 3 clusters Score -29713.56 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -29897.175781 Penalty: 602.910706 Iteration 1F: 3 clusters Score -29897.18 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -29943.078125 Penalty: 602.910706 Iteration 2F: 3 clusters Score -29943.08 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -29969.041016 Penalty: 602.910706 Iteration 3F: 3 clusters Score -29969.04 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -29985.242188 Penalty: 602.910706 Iteration 4Q: 3 clusters Score -29985.24 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -29997.140625 Penalty: 602.910706 Iteration 5Q: 3 clusters Score -29997.14 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -30011.216797 Penalty: 602.910706 Iteration 6Q: 3 clusters Score -30011.22 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -30017.539062 Penalty: 602.910706 Iteration 7Q: 3 clusters Score -30017.54 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -30019.687500 Penalty: 602.910706 Iteration 8Q: 3 clusters Score -30019.69 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -30024.085938 Penalty: 602.910706 Iteration 9Q: 3 clusters Score -30024.09 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -30028.779297 Penalty: 602.910706 Iteration 10Q: 3 clusters Score -30028.78 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -30031.570312 Penalty: 602.910706 Iteration 11Q: 3 clusters Score -30031.57 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -30035.228516 Penalty: 602.910706 Iteration 12Q: 3 clusters Score -30035.23 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -30039.224609 Penalty: 602.910706 Iteration 13Q: 3 clusters Score -30039.22 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -30043.957031 Penalty: 602.910706 Iteration 14Q: 3 clusters Score -30043.96 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -30047.447266 Penalty: 602.910706 Iteration 15Q: 3 clusters Score -30047.45 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -30051.832031 Penalty: 602.910706 Iteration 16Q: 3 clusters Score -30051.83 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -30055.480469 Penalty: 602.910706 Iteration 17Q: 3 clusters Score -30055.48 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -30061.548828 Penalty: 602.910706 Iteration 18Q: 3 clusters Score -30061.55 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -30069.095703 Penalty: 602.910706 Iteration 19Q: 3 clusters Score -30069.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -30076.511719 Penalty: 602.910706 Iteration 20F: 3 clusters Score -30076.51 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -30091.535156 Penalty: 602.910706 Iteration 21Q: 3 clusters Score -30091.54 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -30099.703125 Penalty: 602.910706 Iteration 22Q: 3 clusters Score -30099.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -30101.845703 Penalty: 602.910706 Iteration 23Q: 3 clusters Score -30101.85 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -30102.769531 Penalty: 602.910706 Iteration 24Q: 3 clusters Score -30102.77 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -30102.806641 Penalty: 602.910706 Iteration 25Q: 3 clusters Score -30102.81 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -30102.806641 Penalty: 602.910706 Iteration 26F: 3 clusters Score -30102.81 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (354 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Entering Unmasked Estep Score: -14982.859375 Penalty: 267.053009 Iteration 0F: 2 clusters Score -14982.86 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 172 members Entering Unmasked Estep Score: -14595.974609 Penalty: 534.106018 Iteration 0F: 3 clusters Score -14595.97 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -14682.430664 Penalty: 534.106018 Iteration 1F: 3 clusters Score -14682.43 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -14713.824219 Penalty: 534.106018 Iteration 2F: 3 clusters Score -14713.82 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -14730.557617 Penalty: 534.106018 Iteration 3Q: 3 clusters Score -14730.56 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -14741.942383 Penalty: 534.106018 Iteration 4Q: 3 clusters Score -14741.94 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -14752.933594 Penalty: 534.106018 Iteration 5Q: 3 clusters Score -14752.93 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -14759.729492 Penalty: 534.106018 Iteration 6Q: 3 clusters Score -14759.73 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -14762.612305 Penalty: 534.106018 Iteration 7Q: 3 clusters Score -14762.61 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -14765.187500 Penalty: 534.106018 Iteration 8Q: 3 clusters Score -14765.19 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -14766.919922 Penalty: 534.106018 Iteration 9Q: 3 clusters Score -14766.92 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -14768.265625 Penalty: 534.106018 Iteration 10Q: 3 clusters Score -14768.27 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -14768.568359 Penalty: 534.106018 Iteration 11Q: 3 clusters Score -14768.57 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -14768.568359 Penalty: 534.106018 Iteration 12F: 3 clusters Score -14768.57 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (149 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Entering Unmasked Estep Score: -5850.562012 Penalty: 227.679550 Iteration 0F: 2 clusters Score -5850.562 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -5665.118652 Penalty: 455.359100 Iteration 0F: 3 clusters Score -5665.119 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -5770.529785 Penalty: 455.359100 Iteration 1F: 3 clusters Score -5770.53 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -5801.888672 Penalty: 455.359100 Iteration 2F: 3 clusters Score -5801.889 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -5818.564941 Penalty: 455.359100 Iteration 3F: 3 clusters Score -5818.565 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -5827.545410 Penalty: 455.359100 Iteration 4Q: 3 clusters Score -5827.545 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -5830.444824 Penalty: 455.359100 Iteration 5Q: 3 clusters Score -5830.445 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -5830.444824 Penalty: 455.359100 Iteration 6F: 3 clusters Score -5830.445 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (163 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Entering Unmasked Estep Score: -6187.431641 Penalty: 231.765625 Iteration 0F: 2 clusters Score -6187.432 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -5927.293945 Penalty: 463.531250 Iteration 0F: 3 clusters Score -5927.294 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -5991.323730 Penalty: 463.531250 Iteration 1F: 3 clusters Score -5991.324 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -6021.366699 Penalty: 463.531250 Iteration 2F: 3 clusters Score -6021.367 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -6025.010254 Penalty: 463.531250 Iteration 3Q: 3 clusters Score -6025.01 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -6027.956055 Penalty: 463.531250 Iteration 4Q: 3 clusters Score -6027.956 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -6030.075684 Penalty: 463.531250 Iteration 5Q: 3 clusters Score -6030.076 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 71 members Entering Unmasked Estep Score: -6032.159668 Penalty: 463.531250 Iteration 6Q: 3 clusters Score -6032.16 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -6032.996582 Penalty: 463.531250 Iteration 7Q: 3 clusters Score -6032.997 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 69 members Entering Unmasked Estep Score: -6033.419922 Penalty: 463.531250 Iteration 8Q: 3 clusters Score -6033.42 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 69 members Entering Unmasked Estep Score: -6033.419922 Penalty: 463.531250 Iteration 9F: 3 clusters Score -6033.42 nChanged 0 --- Evaluating fit on full set of 1108397 points --- Entering Unmasked Estep Score: -46657172.000000 Penalty: 17098.785156 21->28 Clusters: Score -46657172.000000, best is -46656184.000000 THE BEST YET! Starting from 22 clusters... Entering ConstructFrom: --- Running on subset of 369465 points --- Entering CEM Assigned 22 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17649 members Mstep: Class 2 contains 17643 members Mstep: Class 3 contains 17668 members Mstep: Class 4 contains 17698 members Mstep: Class 5 contains 17687 members Mstep: Class 6 contains 17858 members Mstep: Class 7 contains 17375 members Mstep: Class 8 contains 17513 members Mstep: Class 9 contains 17283 members Mstep: Class 10 contains 17542 members Mstep: Class 11 contains 17776 members Mstep: Class 12 contains 17639 members Mstep: Class 13 contains 17507 members Mstep: Class 14 contains 17619 members Mstep: Class 15 contains 17673 members Mstep: Class 16 contains 17804 members Mstep: Class 17 contains 17419 members Mstep: Class 18 contains 17591 members Mstep: Class 19 contains 17371 members Mstep: Class 20 contains 17474 members Mstep: Class 21 contains 17676 members Entering Unmasked Estep ConsiderDeletion Deleting Class 13. Lose 0.000000 but Gain 583.300781 Score: -13239063.000000 Penalty: 11666.028320 Iteration 0F: 21 clusters Score -1.323906e+07 nChanged 351220 Entering Unmasked Mstep Mstep: Class 0 contains 2406 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 115 members Mstep: Class 3 contains 996 members Mstep: Class 4 contains 1558 members Mstep: Class 5 contains 229 members Mstep: Class 6 contains 2251 members Mstep: Class 7 contains 8957 members Mstep: Class 8 contains 1721 members Mstep: Class 9 contains 21242 members Mstep: Class 10 contains 121046 members Mstep: Class 11 contains 35747 members Mstep: Class 12 contains 3374 members Mstep: Class 14 contains 84514 members Mstep: Class 15 contains 24618 members Mstep: Class 16 contains 481 members Mstep: Class 17 contains 129 members Mstep: Class 18 contains 781 members Mstep: Class 19 contains 523 members Mstep: Class 20 contains 57620 members Mstep: Class 21 contains 315 members Entering Unmasked Estep ConsiderDeletion Deleting Class 5. Lose 51.512814 but Gain 583.301758 Score: -15193816.000000 Penalty: 11082.726562 Iteration 1F: 20 clusters Score -1.519382e+07 nChanged 99295 Entering Unmasked Mstep Mstep: Class 0 contains 402 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 318 members Mstep: Class 3 contains 576 members Mstep: Class 4 contains 2430 members Mstep: Class 6 contains 1761 members Mstep: Class 7 contains 7291 members Mstep: Class 8 contains 2538 members Mstep: Class 9 contains 17935 members Mstep: Class 10 contains 149955 members Mstep: Class 11 contains 19064 members Mstep: Class 12 contains 3312 members Mstep: Class 14 contains 75792 members Mstep: Class 15 contains 28320 members Mstep: Class 16 contains 1409 members Mstep: Class 17 contains 676 members Mstep: Class 18 contains 234 members Mstep: Class 19 contains 187 members Mstep: Class 20 contains 55469 members Mstep: Class 21 contains 1260 members Entering Unmasked Estep ConsiderDeletion Deleting Class 19. Lose 120.032318 but Gain 583.301758 Score: -15373345.000000 Penalty: 10499.424805 Iteration 2F: 19 clusters Score -1.537334e+07 nChanged 61412 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 419 members Mstep: Class 3 contains 472 members Mstep: Class 4 contains 2459 members Mstep: Class 6 contains 1726 members Mstep: Class 7 contains 7217 members Mstep: Class 8 contains 3005 members Mstep: Class 9 contains 16835 members Mstep: Class 10 contains 172076 members Mstep: Class 11 contains 7791 members Mstep: Class 12 contains 2341 members Mstep: Class 14 contains 69832 members Mstep: Class 15 contains 34785 members Mstep: Class 16 contains 1602 members Mstep: Class 17 contains 1118 members Mstep: Class 18 contains 106 members Mstep: Class 20 contains 45954 members Mstep: Class 21 contains 1277 members Entering Unmasked Estep ConsiderDeletion Deleting Class 18. Lose 317.420624 but Gain 583.300781 Score: -15434889.000000 Penalty: 9916.124023 Iteration 3F: 18 clusters Score -1.543489e+07 nChanged 41642 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 437 members Mstep: Class 3 contains 395 members Mstep: Class 4 contains 2568 members Mstep: Class 6 contains 1534 members Mstep: Class 7 contains 6755 members Mstep: Class 8 contains 2928 members Mstep: Class 9 contains 16641 members Mstep: Class 10 contains 192657 members Mstep: Class 11 contains 2695 members Mstep: Class 12 contains 1719 members Mstep: Class 14 contains 65655 members Mstep: Class 15 contains 36677 members Mstep: Class 16 contains 1517 members Mstep: Class 17 contains 1121 members Mstep: Class 20 contains 34378 members Mstep: Class 21 contains 1280 members Entering Unmasked Estep ConsiderDeletion Deleting Class 3. Lose 383.075836 but Gain 583.301758 Score: -15471331.000000 Penalty: 9332.822266 Iteration 4F: 17 clusters Score -1.547133e+07 nChanged 31199 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 437 members Mstep: Class 4 contains 2863 members Mstep: Class 6 contains 1227 members Mstep: Class 7 contains 5975 members Mstep: Class 8 contains 2620 members Mstep: Class 9 contains 16491 members Mstep: Class 10 contains 211677 members Mstep: Class 11 contains 891 members Mstep: Class 12 contains 1389 members Mstep: Class 14 contains 62646 members Mstep: Class 15 contains 35987 members Mstep: Class 16 contains 1420 members Mstep: Class 17 contains 1126 members Mstep: Class 20 contains 22923 members Mstep: Class 21 contains 1280 members Entering Unmasked Estep ConsiderDeletion Score: -15496412.000000 Penalty: 9332.822266 Iteration 5F: 17 clusters Score -1.549641e+07 nChanged 23291 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 431 members Mstep: Class 4 contains 3080 members Mstep: Class 6 contains 969 members Mstep: Class 7 contains 5322 members Mstep: Class 8 contains 2284 members Mstep: Class 9 contains 15950 members Mstep: Class 10 contains 227350 members Mstep: Class 11 contains 433 members Mstep: Class 12 contains 1259 members Mstep: Class 14 contains 60197 members Mstep: Class 15 contains 34537 members Mstep: Class 16 contains 1334 members Mstep: Class 17 contains 1127 members Mstep: Class 20 contains 13395 members Mstep: Class 21 contains 1280 members Entering Unmasked Estep ConsiderDeletion Score: -15511399.000000 Penalty: 9332.822266 Iteration 6F: 17 clusters Score -1.55114e+07 nChanged 16808 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 418 members Mstep: Class 4 contains 3212 members Mstep: Class 6 contains 808 members Mstep: Class 7 contains 4907 members Mstep: Class 8 contains 2031 members Mstep: Class 9 contains 15233 members Mstep: Class 10 contains 239458 members Mstep: Class 11 contains 357 members Mstep: Class 12 contains 1218 members Mstep: Class 14 contains 57402 members Mstep: Class 15 contains 33206 members Mstep: Class 16 contains 1303 members Mstep: Class 17 contains 1127 members Mstep: Class 20 contains 6988 members Mstep: Class 21 contains 1280 members Entering Unmasked Estep ConsiderDeletion Score: -15518860.000000 Penalty: 9332.822266 Iteration 7Q: 17 clusters Score -1.551886e+07 nChanged 11729 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 406 members Mstep: Class 4 contains 3301 members Mstep: Class 6 contains 713 members Mstep: Class 7 contains 4656 members Mstep: Class 8 contains 1849 members Mstep: Class 9 contains 14583 members Mstep: Class 10 contains 248122 members Mstep: Class 11 contains 361 members Mstep: Class 12 contains 1195 members Mstep: Class 14 contains 54451 members Mstep: Class 15 contains 32222 members Mstep: Class 16 contains 1313 members Mstep: Class 17 contains 1127 members Mstep: Class 20 contains 3367 members Mstep: Class 21 contains 1280 members Entering Unmasked Estep ConsiderDeletion Score: -15522744.000000 Penalty: 9332.822266 Iteration 8Q: 17 clusters Score -1.552274e+07 nChanged 8136 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 387 members Mstep: Class 4 contains 3371 members Mstep: Class 6 contains 650 members Mstep: Class 7 contains 4494 members Mstep: Class 8 contains 1698 members Mstep: Class 9 contains 14155 members Mstep: Class 10 contains 254092 members Mstep: Class 11 contains 375 members Mstep: Class 12 contains 1177 members Mstep: Class 14 contains 51679 members Mstep: Class 15 contains 31630 members Mstep: Class 16 contains 1331 members Mstep: Class 17 contains 1127 members Mstep: Class 20 contains 1500 members Mstep: Class 21 contains 1280 members Entering Unmasked Estep ConsiderDeletion Deleting Class 20. Lose 538.608459 but Gain 583.301758 Score: -15524732.000000 Penalty: 8749.520508 Iteration 9Q: 16 clusters Score -1.552473e+07 nChanged 6205 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 367 members Mstep: Class 4 contains 3444 members Mstep: Class 6 contains 603 members Mstep: Class 7 contains 4404 members Mstep: Class 8 contains 1574 members Mstep: Class 9 contains 13942 members Mstep: Class 10 contains 258517 members Mstep: Class 11 contains 378 members Mstep: Class 12 contains 1171 members Mstep: Class 14 contains 49488 members Mstep: Class 15 contains 31307 members Mstep: Class 16 contains 1344 members Mstep: Class 17 contains 1127 members Mstep: Class 21 contains 1280 members Entering Unmasked Estep ConsiderDeletion Deleting Class 2. Lose 554.039368 but Gain 583.300781 Score: -15526435.000000 Penalty: 8166.219727 Iteration 10Q: 15 clusters Score -1.552644e+07 nChanged 4090 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 510 members Mstep: Class 4 contains 3494 members Mstep: Class 6 contains 612 members Mstep: Class 7 contains 4439 members Mstep: Class 8 contains 1464 members Mstep: Class 9 contains 13873 members Mstep: Class 10 contains 260920 members Mstep: Class 11 contains 388 members Mstep: Class 12 contains 1168 members Mstep: Class 14 contains 47658 members Mstep: Class 15 contains 31129 members Mstep: Class 16 contains 1394 members Mstep: Class 17 contains 1127 members Mstep: Class 21 contains 1280 members Entering Unmasked Estep ConsiderDeletion Score: -15527281.000000 Penalty: 8166.219727 Iteration 11Q: 15 clusters Score -1.552728e+07 nChanged 3064 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 510 members Mstep: Class 4 contains 3544 members Mstep: Class 6 contains 580 members Mstep: Class 7 contains 4408 members Mstep: Class 8 contains 1340 members Mstep: Class 9 contains 13942 members Mstep: Class 10 contains 262737 members Mstep: Class 11 contains 397 members Mstep: Class 12 contains 1170 members Mstep: Class 14 contains 46000 members Mstep: Class 15 contains 31047 members Mstep: Class 16 contains 1374 members Mstep: Class 17 contains 1127 members Mstep: Class 21 contains 1280 members Entering Unmasked Estep ConsiderDeletion Score: -15527474.000000 Penalty: 8166.219727 Iteration 12Q: 15 clusters Score -1.552747e+07 nChanged 2422 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 510 members Mstep: Class 4 contains 3582 members Mstep: Class 6 contains 546 members Mstep: Class 7 contains 4364 members Mstep: Class 8 contains 1244 members Mstep: Class 9 contains 14098 members Mstep: Class 10 contains 264029 members Mstep: Class 11 contains 403 members Mstep: Class 12 contains 1172 members Mstep: Class 14 contains 44710 members Mstep: Class 15 contains 31031 members Mstep: Class 16 contains 1360 members Mstep: Class 17 contains 1127 members Mstep: Class 21 contains 1280 members Entering Unmasked Estep ConsiderDeletion Score: -15527712.000000 Penalty: 8166.219727 Iteration 13Q: 15 clusters Score -1.552771e+07 nChanged 1934 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 510 members Mstep: Class 4 contains 3608 members Mstep: Class 6 contains 518 members Mstep: Class 7 contains 4317 members Mstep: Class 8 contains 1167 members Mstep: Class 9 contains 14323 members Mstep: Class 10 contains 264932 members Mstep: Class 11 contains 407 members Mstep: Class 12 contains 1174 members Mstep: Class 14 contains 43695 members Mstep: Class 15 contains 31052 members Mstep: Class 16 contains 1346 members Mstep: Class 17 contains 1127 members Mstep: Class 21 contains 1280 members Entering Unmasked Estep ConsiderDeletion Score: -15527954.000000 Penalty: 8166.219727 Iteration 14Q: 15 clusters Score -1.552795e+07 nChanged 1633 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 510 members Mstep: Class 4 contains 3635 members Mstep: Class 6 contains 497 members Mstep: Class 7 contains 4280 members Mstep: Class 8 contains 1095 members Mstep: Class 9 contains 14560 members Mstep: Class 10 contains 265586 members Mstep: Class 11 contains 412 members Mstep: Class 12 contains 1175 members Mstep: Class 14 contains 42887 members Mstep: Class 15 contains 31082 members Mstep: Class 16 contains 1330 members Mstep: Class 17 contains 1127 members Mstep: Class 21 contains 1280 members Entering Unmasked Estep ConsiderDeletion Score: -15528164.000000 Penalty: 8166.219727 Iteration 15Q: 15 clusters Score -1.552816e+07 nChanged 1399 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 510 members Mstep: Class 4 contains 3663 members Mstep: Class 6 contains 481 members Mstep: Class 7 contains 4230 members Mstep: Class 8 contains 1024 members Mstep: Class 9 contains 14799 members Mstep: Class 10 contains 266064 members Mstep: Class 11 contains 418 members Mstep: Class 12 contains 1176 members Mstep: Class 14 contains 42258 members Mstep: Class 15 contains 31107 members Mstep: Class 16 contains 1319 members Mstep: Class 17 contains 1127 members Mstep: Class 21 contains 1280 members Entering Unmasked Estep ConsiderDeletion Score: -15528275.000000 Penalty: 8166.219727 Iteration 16Q: 15 clusters Score -1.552828e+07 nChanged 1197 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 510 members Mstep: Class 4 contains 3690 members Mstep: Class 6 contains 463 members Mstep: Class 7 contains 4169 members Mstep: Class 8 contains 958 members Mstep: Class 9 contains 15035 members Mstep: Class 10 contains 266392 members Mstep: Class 11 contains 419 members Mstep: Class 12 contains 1179 members Mstep: Class 14 contains 41778 members Mstep: Class 15 contains 31144 members Mstep: Class 16 contains 1312 members Mstep: Class 17 contains 1127 members Mstep: Class 21 contains 1280 members Entering Unmasked Estep ConsiderDeletion Score: -15528403.000000 Penalty: 8166.219727 Iteration 17Q: 15 clusters Score -1.55284e+07 nChanged 1090 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 510 members Mstep: Class 4 contains 3712 members Mstep: Class 6 contains 447 members Mstep: Class 7 contains 4112 members Mstep: Class 8 contains 891 members Mstep: Class 9 contains 15298 members Mstep: Class 10 contains 266600 members Mstep: Class 11 contains 419 members Mstep: Class 12 contains 1180 members Mstep: Class 14 contains 41399 members Mstep: Class 15 contains 31177 members Mstep: Class 16 contains 1304 members Mstep: Class 17 contains 1127 members Mstep: Class 21 contains 1280 members Entering Unmasked Estep ConsiderDeletion Score: -15528546.000000 Penalty: 8166.219727 Iteration 18Q: 15 clusters Score -1.552855e+07 nChanged 989 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 510 members Mstep: Class 4 contains 3731 members Mstep: Class 6 contains 434 members Mstep: Class 7 contains 4057 members Mstep: Class 8 contains 838 members Mstep: Class 9 contains 15563 members Mstep: Class 10 contains 266758 members Mstep: Class 11 contains 421 members Mstep: Class 12 contains 1181 members Mstep: Class 14 contains 41051 members Mstep: Class 15 contains 31206 members Mstep: Class 16 contains 1299 members Mstep: Class 17 contains 1127 members Mstep: Class 21 contains 1280 members Entering Unmasked Estep ConsiderDeletion Score: -15528668.000000 Penalty: 8166.219727 Iteration 19Q: 15 clusters Score -1.552867e+07 nChanged 925 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 510 members Mstep: Class 4 contains 3752 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 4022 members Mstep: Class 8 contains 788 members Mstep: Class 9 contains 15826 members Mstep: Class 10 contains 266862 members Mstep: Class 11 contains 422 members Mstep: Class 12 contains 1182 members Mstep: Class 14 contains 40742 members Mstep: Class 15 contains 31235 members Mstep: Class 16 contains 1289 members Mstep: Class 17 contains 1127 members Mstep: Class 21 contains 1280 members Entering Unmasked Estep ConsiderDeletion Score: -15528713.000000 Penalty: 8166.219727 Iteration 20F: 15 clusters Score -1.552871e+07 nChanged 817 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 510 members Mstep: Class 4 contains 3769 members Mstep: Class 6 contains 409 members Mstep: Class 7 contains 3991 members Mstep: Class 8 contains 749 members Mstep: Class 9 contains 16102 members Mstep: Class 10 contains 266880 members Mstep: Class 11 contains 423 members Mstep: Class 12 contains 1181 members Mstep: Class 14 contains 40508 members Mstep: Class 15 contains 31255 members Mstep: Class 16 contains 1272 members Mstep: Class 17 contains 1127 members Mstep: Class 21 contains 1280 members Entering Unmasked Estep ConsiderDeletion Score: -15528932.000000 Penalty: 8166.219727 Iteration 21Q: 15 clusters Score -1.552893e+07 nChanged 756 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 510 members Mstep: Class 4 contains 3779 members Mstep: Class 6 contains 391 members Mstep: Class 7 contains 3966 members Mstep: Class 8 contains 710 members Mstep: Class 9 contains 16376 members Mstep: Class 10 contains 266866 members Mstep: Class 11 contains 423 members Mstep: Class 12 contains 1181 members Mstep: Class 14 contains 40315 members Mstep: Class 15 contains 31276 members Mstep: Class 16 contains 1256 members Mstep: Class 17 contains 1127 members Mstep: Class 21 contains 1280 members Entering Unmasked Estep ConsiderDeletion Deleting Class 6. Lose 569.328552 but Gain 583.301758 Score: -15529099.000000 Penalty: 7582.917969 Iteration 22Q: 14 clusters Score -1.55291e+07 nChanged 1050 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 510 members Mstep: Class 4 contains 3797 members Mstep: Class 7 contains 4067 members Mstep: Class 8 contains 688 members Mstep: Class 9 contains 16637 members Mstep: Class 10 contains 266820 members Mstep: Class 11 contains 424 members Mstep: Class 12 contains 1181 members Mstep: Class 14 contains 40370 members Mstep: Class 15 contains 31289 members Mstep: Class 16 contains 1266 members Mstep: Class 17 contains 1127 members Mstep: Class 21 contains 1280 members Entering Unmasked Estep ConsiderDeletion Score: -15529755.000000 Penalty: 7582.917969 Iteration 23Q: 14 clusters Score -1.552976e+07 nChanged 743 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 510 members Mstep: Class 4 contains 3811 members Mstep: Class 7 contains 4077 members Mstep: Class 8 contains 650 members Mstep: Class 9 contains 16851 members Mstep: Class 10 contains 266891 members Mstep: Class 11 contains 424 members Mstep: Class 12 contains 1181 members Mstep: Class 14 contains 40119 members Mstep: Class 15 contains 31294 members Mstep: Class 16 contains 1241 members Mstep: Class 17 contains 1127 members Mstep: Class 21 contains 1280 members Entering Unmasked Estep ConsiderDeletion Score: -15529832.000000 Penalty: 7582.917969 Iteration 24Q: 14 clusters Score -1.552983e+07 nChanged 613 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 510 members Mstep: Class 4 contains 3822 members Mstep: Class 7 contains 4078 members Mstep: Class 8 contains 617 members Mstep: Class 9 contains 17042 members Mstep: Class 10 contains 266930 members Mstep: Class 11 contains 422 members Mstep: Class 12 contains 1181 members Mstep: Class 14 contains 39924 members Mstep: Class 15 contains 31304 members Mstep: Class 16 contains 1219 members Mstep: Class 17 contains 1127 members Mstep: Class 21 contains 1280 members Entering Unmasked Estep ConsiderDeletion Score: -15529930.000000 Penalty: 7582.917969 Iteration 25Q: 14 clusters Score -1.552993e+07 nChanged 523 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 510 members Mstep: Class 4 contains 3832 members Mstep: Class 7 contains 4076 members Mstep: Class 8 contains 590 members Mstep: Class 9 contains 17220 members Mstep: Class 10 contains 266925 members Mstep: Class 11 contains 424 members Mstep: Class 12 contains 1181 members Mstep: Class 14 contains 39778 members Mstep: Class 15 contains 31317 members Mstep: Class 16 contains 1196 members Mstep: Class 17 contains 1127 members Mstep: Class 21 contains 1280 members Entering Unmasked Estep ConsiderDeletion Score: -15530053.000000 Penalty: 7582.917969 Iteration 26Q: 14 clusters Score -1.553005e+07 nChanged 508 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 510 members Mstep: Class 4 contains 3842 members Mstep: Class 7 contains 4086 members Mstep: Class 8 contains 555 members Mstep: Class 9 contains 17392 members Mstep: Class 10 contains 266931 members Mstep: Class 11 contains 426 members Mstep: Class 12 contains 1181 members Mstep: Class 14 contains 39633 members Mstep: Class 15 contains 31318 members Mstep: Class 16 contains 1175 members Mstep: Class 17 contains 1127 members Mstep: Class 21 contains 1280 members Entering Unmasked Estep ConsiderDeletion Score: -15530138.000000 Penalty: 7582.917969 Iteration 27Q: 14 clusters Score -1.553014e+07 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 510 members Mstep: Class 4 contains 3854 members Mstep: Class 7 contains 4087 members Mstep: Class 8 contains 527 members Mstep: Class 9 contains 17573 members Mstep: Class 10 contains 266886 members Mstep: Class 11 contains 423 members Mstep: Class 12 contains 1181 members Mstep: Class 14 contains 39530 members Mstep: Class 15 contains 31324 members Mstep: Class 16 contains 1154 members Mstep: Class 17 contains 1127 members Mstep: Class 21 contains 1280 members Entering Unmasked Estep ConsiderDeletion Score: -15530212.000000 Penalty: 7582.917969 Iteration 28Q: 14 clusters Score -1.553021e+07 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 510 members Mstep: Class 4 contains 3861 members Mstep: Class 7 contains 4094 members Mstep: Class 8 contains 494 members Mstep: Class 9 contains 17743 members Mstep: Class 10 contains 266810 members Mstep: Class 11 contains 424 members Mstep: Class 12 contains 1181 members Mstep: Class 14 contains 39463 members Mstep: Class 15 contains 31334 members Mstep: Class 16 contains 1135 members Mstep: Class 17 contains 1127 members Mstep: Class 21 contains 1280 members Entering Unmasked Estep ConsiderDeletion Score: -15530303.000000 Penalty: 7582.917969 Iteration 29Q: 14 clusters Score -1.55303e+07 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 510 members Mstep: Class 4 contains 3865 members Mstep: Class 7 contains 4100 members Mstep: Class 8 contains 476 members Mstep: Class 9 contains 17899 members Mstep: Class 10 contains 266749 members Mstep: Class 11 contains 424 members Mstep: Class 12 contains 1181 members Mstep: Class 14 contains 39383 members Mstep: Class 15 contains 31343 members Mstep: Class 16 contains 1119 members Mstep: Class 17 contains 1127 members Mstep: Class 21 contains 1280 members Entering Unmasked Estep ConsiderDeletion Score: -15530407.000000 Penalty: 7582.917969 Iteration 30Q: 14 clusters Score -1.553041e+07 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 510 members Mstep: Class 4 contains 3868 members Mstep: Class 7 contains 4103 members Mstep: Class 8 contains 458 members Mstep: Class 9 contains 18053 members Mstep: Class 10 contains 266698 members Mstep: Class 11 contains 424 members Mstep: Class 12 contains 1181 members Mstep: Class 14 contains 39300 members Mstep: Class 15 contains 31349 members Mstep: Class 16 contains 1105 members Mstep: Class 17 contains 1127 members Mstep: Class 21 contains 1280 members Entering Unmasked Estep ConsiderDeletion Score: -15530449.000000 Penalty: 7582.917969 Iteration 31Q: 14 clusters Score -1.553045e+07 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 510 members Mstep: Class 4 contains 3873 members Mstep: Class 7 contains 4114 members Mstep: Class 8 contains 436 members Mstep: Class 9 contains 18204 members Mstep: Class 10 contains 266640 members Mstep: Class 11 contains 425 members Mstep: Class 12 contains 1181 members Mstep: Class 14 contains 39226 members Mstep: Class 15 contains 31351 members Mstep: Class 16 contains 1089 members Mstep: Class 17 contains 1127 members Mstep: Class 21 contains 1280 members Entering Unmasked Estep ConsiderDeletion Deleting Class 8. Lose 550.945984 but Gain 583.301270 Score: -15530512.000000 Penalty: 6999.616699 Iteration 32Q: 13 clusters Score -1.553051e+07 nChanged 710 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 510 members Mstep: Class 4 contains 3877 members Mstep: Class 7 contains 4355 members Mstep: Class 9 contains 18356 members Mstep: Class 10 contains 266554 members Mstep: Class 11 contains 425 members Mstep: Class 12 contains 1181 members Mstep: Class 14 contains 39230 members Mstep: Class 15 contains 31354 members Mstep: Class 16 contains 1207 members Mstep: Class 17 contains 1127 members Mstep: Class 21 contains 1280 members Entering Unmasked Estep ConsiderDeletion Score: -15531239.000000 Penalty: 6999.616699 Iteration 33Q: 13 clusters Score -1.553124e+07 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 510 members Mstep: Class 4 contains 3881 members Mstep: Class 7 contains 4375 members Mstep: Class 9 contains 18515 members Mstep: Class 10 contains 266507 members Mstep: Class 11 contains 425 members Mstep: Class 12 contains 1181 members Mstep: Class 14 contains 39126 members Mstep: Class 15 contains 31357 members Mstep: Class 16 contains 1172 members Mstep: Class 17 contains 1127 members Mstep: Class 21 contains 1280 members Entering Unmasked Estep ConsiderDeletion Score: -15531358.000000 Penalty: 6999.616699 Iteration 34Q: 13 clusters Score -1.553136e+07 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 510 members Mstep: Class 4 contains 3886 members Mstep: Class 7 contains 4392 members Mstep: Class 9 contains 18663 members Mstep: Class 10 contains 266425 members Mstep: Class 11 contains 425 members Mstep: Class 12 contains 1181 members Mstep: Class 14 contains 39076 members Mstep: Class 15 contains 31363 members Mstep: Class 16 contains 1128 members Mstep: Class 17 contains 1127 members Mstep: Class 21 contains 1280 members Entering Unmasked Estep ConsiderDeletion Score: -15531396.000000 Penalty: 6999.616699 Iteration 35Q: 13 clusters Score -1.55314e+07 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 510 members Mstep: Class 4 contains 3889 members Mstep: Class 7 contains 4408 members Mstep: Class 9 contains 18798 members Mstep: Class 10 contains 266357 members Mstep: Class 11 contains 425 members Mstep: Class 12 contains 1181 members Mstep: Class 14 contains 39023 members Mstep: Class 15 contains 31365 members Mstep: Class 16 contains 1093 members Mstep: Class 17 contains 1127 members Mstep: Class 21 contains 1280 members Entering Unmasked Estep ConsiderDeletion Score: -15531440.000000 Penalty: 6999.616699 Iteration 36Q: 13 clusters Score -1.553144e+07 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 510 members Mstep: Class 4 contains 3892 members Mstep: Class 7 contains 4412 members Mstep: Class 9 contains 18940 members Mstep: Class 10 contains 266264 members Mstep: Class 11 contains 425 members Mstep: Class 12 contains 1181 members Mstep: Class 14 contains 38990 members Mstep: Class 15 contains 31368 members Mstep: Class 16 contains 1067 members Mstep: Class 17 contains 1127 members Mstep: Class 21 contains 1280 members Entering Unmasked Estep ConsiderDeletion Score: -15531499.000000 Penalty: 6999.616699 Iteration 37Q: 13 clusters Score -1.55315e+07 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 510 members Mstep: Class 4 contains 3898 members Mstep: Class 7 contains 4401 members Mstep: Class 9 contains 19060 members Mstep: Class 10 contains 266190 members Mstep: Class 11 contains 426 members Mstep: Class 12 contains 1181 members Mstep: Class 14 contains 38961 members Mstep: Class 15 contains 31368 members Mstep: Class 16 contains 1054 members Mstep: Class 17 contains 1127 members Mstep: Class 21 contains 1280 members Entering Unmasked Estep ConsiderDeletion Score: -15531524.000000 Penalty: 6999.616699 Iteration 38Q: 13 clusters Score -1.553152e+07 nChanged 210 Entering ConstructFrom: Score: -15531524.000000 Penalty: 6999.616699 Entering ConstructFrom: Trying to split cluster 1 (510 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Entering Unmasked Estep Score: -20110.154297 Penalty: 283.665680 Iteration 0F: 2 clusters Score -20110.15 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -19632.777344 Penalty: 567.331360 Iteration 0F: 3 clusters Score -19632.78 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -19791.705078 Penalty: 567.331360 Iteration 1F: 3 clusters Score -19791.71 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -19883.646484 Penalty: 567.331360 Iteration 2F: 3 clusters Score -19883.65 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -19929.908203 Penalty: 567.331360 Iteration 3F: 3 clusters Score -19929.91 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -19948.558594 Penalty: 567.331360 Iteration 4Q: 3 clusters Score -19948.56 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -19963.201172 Penalty: 567.331360 Iteration 5Q: 3 clusters Score -19963.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -19970.273438 Penalty: 567.331360 Iteration 6Q: 3 clusters Score -19970.27 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -19974.250000 Penalty: 567.331360 Iteration 7Q: 3 clusters Score -19974.25 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -19974.250000 Penalty: 567.331360 Iteration 8F: 3 clusters Score -19974.25 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (3900 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3900 members Entering Unmasked Estep Score: -159173.500000 Penalty: 376.227295 Iteration 0F: 2 clusters Score -159173.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1980 members Mstep: Class 2 contains 1920 members Entering Unmasked Estep Score: -156466.406250 Penalty: 752.454590 Iteration 0F: 3 clusters Score -156466.4 nChanged 1734 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2228 members Mstep: Class 2 contains 1672 members Entering Unmasked Estep Score: -157460.203125 Penalty: 752.454590 Iteration 1F: 3 clusters Score -157460.2 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2394 members Mstep: Class 2 contains 1506 members Entering Unmasked Estep Score: -157596.765625 Penalty: 752.454590 Iteration 2F: 3 clusters Score -157596.8 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2579 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -157726.031250 Penalty: 752.454590 Iteration 3F: 3 clusters Score -157726 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2777 members Mstep: Class 2 contains 1123 members Entering Unmasked Estep Score: -157900.109375 Penalty: 752.454590 Iteration 4F: 3 clusters Score -157900.1 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2994 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -158107.125000 Penalty: 752.454590 Iteration 5F: 3 clusters Score -158107.1 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3189 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -158327.375000 Penalty: 752.454590 Iteration 6F: 3 clusters Score -158327.4 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3338 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -158528.312500 Penalty: 752.454590 Iteration 7Q: 3 clusters Score -158528.3 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3423 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -158671.531250 Penalty: 752.454590 Iteration 8Q: 3 clusters Score -158671.5 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3463 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -158735.546875 Penalty: 752.454590 Iteration 9Q: 3 clusters Score -158735.5 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3493 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -158775.718750 Penalty: 752.454590 Iteration 10Q: 3 clusters Score -158775.7 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3513 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -158794.718750 Penalty: 752.454590 Iteration 11Q: 3 clusters Score -158794.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3531 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -158812.640625 Penalty: 752.454590 Iteration 12Q: 3 clusters Score -158812.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3544 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -158829.250000 Penalty: 752.454590 Iteration 13Q: 3 clusters Score -158829.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3556 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -158844.937500 Penalty: 752.454590 Iteration 14Q: 3 clusters Score -158844.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3568 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -158866.375000 Penalty: 752.454590 Iteration 15Q: 3 clusters Score -158866.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3575 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -158887.171875 Penalty: 752.454590 Iteration 16Q: 3 clusters Score -158887.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3584 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -158910.687500 Penalty: 752.454590 Iteration 17Q: 3 clusters Score -158910.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3594 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -158944.546875 Penalty: 752.454590 Iteration 18Q: 3 clusters Score -158944.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3602 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -158993.531250 Penalty: 752.454590 Iteration 19Q: 3 clusters Score -158993.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3606 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -159031.062500 Penalty: 752.454590 Iteration 20F: 3 clusters Score -159031.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3586 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -159057.328125 Penalty: 752.454590 Iteration 21Q: 3 clusters Score -159057.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3559 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -159083.890625 Penalty: 752.454590 Iteration 22Q: 3 clusters Score -159083.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3523 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -159113.125000 Penalty: 752.454590 Iteration 23Q: 3 clusters Score -159113.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3493 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -159134.578125 Penalty: 752.454590 Iteration 24Q: 3 clusters Score -159134.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3468 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -159155.562500 Penalty: 752.454590 Iteration 25Q: 3 clusters Score -159155.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3438 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -159174.984375 Penalty: 752.454590 Iteration 26Q: 3 clusters Score -159175 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3411 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -159190.718750 Penalty: 752.454590 Iteration 27Q: 3 clusters Score -159190.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3384 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -159209.468750 Penalty: 752.454590 Iteration 28Q: 3 clusters Score -159209.5 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3339 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -159240.203125 Penalty: 752.454590 Iteration 29Q: 3 clusters Score -159240.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3296 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -159258.593750 Penalty: 752.454590 Iteration 30Q: 3 clusters Score -159258.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3265 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -159274.218750 Penalty: 752.454590 Iteration 31Q: 3 clusters Score -159274.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3242 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -159283.218750 Penalty: 752.454590 Iteration 32Q: 3 clusters Score -159283.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3224 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -159287.812500 Penalty: 752.454590 Iteration 33Q: 3 clusters Score -159287.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3218 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -159290.218750 Penalty: 752.454590 Iteration 34Q: 3 clusters Score -159290.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3214 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -159290.703125 Penalty: 752.454590 Iteration 35Q: 3 clusters Score -159290.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3212 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -159290.953125 Penalty: 752.454590 Iteration 36Q: 3 clusters Score -159291 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3210 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -159291.406250 Penalty: 752.454590 Iteration 37Q: 3 clusters Score -159291.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3210 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -159325.515625 Penalty: 752.454590 Iteration 38F: 3 clusters Score -159325.5 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3156 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -159362.718750 Penalty: 752.454590 Iteration 39Q: 3 clusters Score -159362.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3117 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -159392.609375 Penalty: 752.454590 Iteration 40F: 3 clusters Score -159392.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3074 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -159426.968750 Penalty: 752.454590 Iteration 41Q: 3 clusters Score -159427 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3028 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -159469.953125 Penalty: 752.454590 Iteration 42Q: 3 clusters Score -159470 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2962 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -159566.859375 Penalty: 752.454590 Iteration 43Q: 3 clusters Score -159566.9 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2886 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -159658.015625 Penalty: 752.454590 Iteration 44Q: 3 clusters Score -159658 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2807 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -159765.859375 Penalty: 752.454590 Iteration 45Q: 3 clusters Score -159765.9 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2725 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -159862.640625 Penalty: 752.454590 Iteration 46Q: 3 clusters Score -159862.6 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2664 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -159927.921875 Penalty: 752.454590 Iteration 47Q: 3 clusters Score -159927.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2619 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -159965.671875 Penalty: 752.454590 Iteration 48Q: 3 clusters Score -159965.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2592 members Mstep: Class 2 contains 1308 members Entering Unmasked Estep Score: -159983.734375 Penalty: 752.454590 Iteration 49Q: 3 clusters Score -159983.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2576 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -159994.906250 Penalty: 752.454590 Iteration 50Q: 3 clusters Score -159994.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2567 members Mstep: Class 2 contains 1333 members Entering Unmasked Estep Score: -159997.578125 Penalty: 752.454590 Iteration 51Q: 3 clusters Score -159997.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2565 members Mstep: Class 2 contains 1335 members Entering Unmasked Estep Score: -159997.859375 Penalty: 752.454590 Iteration 52Q: 3 clusters Score -159997.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2562 members Mstep: Class 2 contains 1338 members Entering Unmasked Estep Score: -159998.437500 Penalty: 752.454590 Iteration 53Q: 3 clusters Score -159998.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2560 members Mstep: Class 2 contains 1340 members Entering Unmasked Estep Score: -159998.859375 Penalty: 752.454590 Iteration 54Q: 3 clusters Score -159998.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2560 members Mstep: Class 2 contains 1340 members Entering Unmasked Estep Score: -160030.906250 Penalty: 752.454590 Iteration 55F: 3 clusters Score -160030.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2536 members Mstep: Class 2 contains 1364 members Entering Unmasked Estep Score: -160057.406250 Penalty: 752.454590 Iteration 56Q: 3 clusters Score -160057.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2518 members Mstep: Class 2 contains 1382 members Entering Unmasked Estep Score: -160065.140625 Penalty: 752.454590 Iteration 57Q: 3 clusters Score -160065.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2510 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -160067.656250 Penalty: 752.454590 Iteration 58Q: 3 clusters Score -160067.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2506 members Mstep: Class 2 contains 1394 members Entering Unmasked Estep Score: -160068.265625 Penalty: 752.454590 Iteration 59Q: 3 clusters Score -160068.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2506 members Mstep: Class 2 contains 1394 members Entering Unmasked Estep Score: -160068.265625 Penalty: 752.454590 Iteration 60F: 3 clusters Score -160068.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 1394 members Mstep: Class 4 contains 2506 members Mstep: Class 7 contains 4392 members Mstep: Class 9 contains 19181 members Mstep: Class 10 contains 266116 members Mstep: Class 11 contains 425 members Mstep: Class 12 contains 1181 members Mstep: Class 14 contains 38932 members Mstep: Class 15 contains 31369 members Mstep: Class 16 contains 1043 members Mstep: Class 17 contains 1127 members Mstep: Class 21 contains 1280 members Entering Unmasked Estep Score: -15532305.000000 Penalty: 7582.917969 Splitting cluster 4 changes total score from -15531524.000000 to -15532305.000000 So it's getting split into cluster 2. Entering ConstructFrom: Trying to split cluster 7 (4392 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4392 members Entering Unmasked Estep Score: -178651.281250 Penalty: 381.633057 Iteration 0F: 2 clusters Score -178651.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2152 members Mstep: Class 2 contains 2240 members Entering Unmasked Estep Score: -175678.796875 Penalty: 763.266113 Iteration 0F: 3 clusters Score -175678.8 nChanged 1953 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2121 members Mstep: Class 2 contains 2271 members Entering Unmasked Estep Score: -176761.984375 Penalty: 763.266113 Iteration 1F: 3 clusters Score -176762 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2084 members Mstep: Class 2 contains 2308 members Entering Unmasked Estep Score: -176844.093750 Penalty: 763.266113 Iteration 2F: 3 clusters Score -176844.1 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2024 members Mstep: Class 2 contains 2368 members Entering Unmasked Estep Score: -176909.562500 Penalty: 763.266113 Iteration 3Q: 3 clusters Score -176909.6 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1932 members Mstep: Class 2 contains 2460 members Entering Unmasked Estep Score: -176973.765625 Penalty: 763.266113 Iteration 4Q: 3 clusters Score -176973.8 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1783 members Mstep: Class 2 contains 2609 members Entering Unmasked Estep Score: -177061.093750 Penalty: 763.266113 Iteration 5Q: 3 clusters Score -177061.1 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1598 members Mstep: Class 2 contains 2794 members Entering Unmasked Estep Score: -177178.468750 Penalty: 763.266113 Iteration 6Q: 3 clusters Score -177178.5 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1375 members Mstep: Class 2 contains 3017 members Entering Unmasked Estep Score: -177325.093750 Penalty: 763.266113 Iteration 7F: 3 clusters Score -177325.1 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1135 members Mstep: Class 2 contains 3257 members Entering Unmasked Estep Score: -177503.140625 Penalty: 763.266113 Iteration 8F: 3 clusters Score -177503.1 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 3500 members Entering Unmasked Estep Score: -177707.453125 Penalty: 763.266113 Iteration 9F: 3 clusters Score -177707.5 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 3698 members Entering Unmasked Estep Score: -177886.421875 Penalty: 763.266113 Iteration 10Q: 3 clusters Score -177886.4 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 3850 members Entering Unmasked Estep Score: -178018.343750 Penalty: 763.266113 Iteration 11Q: 3 clusters Score -178018.3 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 3954 members Entering Unmasked Estep Score: -178101.796875 Penalty: 763.266113 Iteration 12Q: 3 clusters Score -178101.8 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 4031 members Entering Unmasked Estep Score: -178154.281250 Penalty: 763.266113 Iteration 13Q: 3 clusters Score -178154.3 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 4089 members Entering Unmasked Estep Score: -178193.593750 Penalty: 763.266113 Iteration 14Q: 3 clusters Score -178193.6 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 4135 members Entering Unmasked Estep Score: -178231.640625 Penalty: 763.266113 Iteration 15Q: 3 clusters Score -178231.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 4165 members Entering Unmasked Estep Score: -178254.687500 Penalty: 763.266113 Iteration 16Q: 3 clusters Score -178254.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 4187 members Entering Unmasked Estep Score: -178268.109375 Penalty: 763.266113 Iteration 17Q: 3 clusters Score -178268.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 4203 members Entering Unmasked Estep Score: -178282.703125 Penalty: 763.266113 Iteration 18Q: 3 clusters Score -178282.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 4217 members Entering Unmasked Estep Score: -178294.546875 Penalty: 763.266113 Iteration 19Q: 3 clusters Score -178294.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 4220 members Entering Unmasked Estep Score: -178296.515625 Penalty: 763.266113 Iteration 20F: 3 clusters Score -178296.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 4224 members Entering Unmasked Estep Score: -178303.937500 Penalty: 763.266113 Iteration 21Q: 3 clusters Score -178303.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 4233 members Entering Unmasked Estep Score: -178311.171875 Penalty: 763.266113 Iteration 22Q: 3 clusters Score -178311.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 4239 members Entering Unmasked Estep Score: -178317.312500 Penalty: 763.266113 Iteration 23Q: 3 clusters Score -178317.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 4242 members Entering Unmasked Estep Score: -178320.781250 Penalty: 763.266113 Iteration 24Q: 3 clusters Score -178320.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 4243 members Entering Unmasked Estep Score: -178322.125000 Penalty: 763.266113 Iteration 25Q: 3 clusters Score -178322.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 4244 members Entering Unmasked Estep Score: -178323.078125 Penalty: 763.266113 Iteration 26Q: 3 clusters Score -178323.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 4244 members Entering Unmasked Estep Score: -178323.656250 Penalty: 763.266113 Iteration 27Q: 3 clusters Score -178323.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 4245 members Entering Unmasked Estep Score: -178324.125000 Penalty: 763.266113 Iteration 28Q: 3 clusters Score -178324.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 4246 members Entering Unmasked Estep Score: -178324.640625 Penalty: 763.266113 Iteration 29Q: 3 clusters Score -178324.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 4247 members Entering Unmasked Estep Score: -178325.109375 Penalty: 763.266113 Iteration 30Q: 3 clusters Score -178325.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 4247 members Entering Unmasked Estep Score: -178325.109375 Penalty: 763.266113 Iteration 31F: 3 clusters Score -178325.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (19181 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19181 members Entering Unmasked Estep Score: -899213.125000 Penalty: 448.706238 Iteration 0F: 2 clusters Score -899213.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9707 members Mstep: Class 2 contains 9474 members Entering Unmasked Estep Score: -886528.687500 Penalty: 897.412476 Iteration 0F: 3 clusters Score -886528.7 nChanged 9064 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10969 members Mstep: Class 2 contains 8212 members Entering Unmasked Estep Score: -891785.562500 Penalty: 897.412476 Iteration 1F: 3 clusters Score -891785.6 nChanged 1007 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11782 members Mstep: Class 2 contains 7399 members Entering Unmasked Estep Score: -892297.500000 Penalty: 897.412476 Iteration 2F: 3 clusters Score -892297.5 nChanged 1310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13006 members Mstep: Class 2 contains 6175 members Entering Unmasked Estep Score: -893162.187500 Penalty: 897.412476 Iteration 3F: 3 clusters Score -893162.2 nChanged 1581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14535 members Mstep: Class 2 contains 4646 members Entering Unmasked Estep Score: -894472.562500 Penalty: 897.412476 Iteration 4F: 3 clusters Score -894472.6 nChanged 1712 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16203 members Mstep: Class 2 contains 2978 members Entering Unmasked Estep Score: -896110.750000 Penalty: 897.412476 Iteration 5F: 3 clusters Score -896110.8 nChanged 1298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17469 members Mstep: Class 2 contains 1712 members Entering Unmasked Estep Score: -897400.062500 Penalty: 897.412476 Iteration 6F: 3 clusters Score -897400.1 nChanged 779 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18198 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -898177.625000 Penalty: 897.412476 Iteration 7Q: 3 clusters Score -898177.6 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18533 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -898590.875000 Penalty: 897.412476 Iteration 8Q: 3 clusters Score -898590.9 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18640 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -898758.562500 Penalty: 897.412476 Iteration 9Q: 3 clusters Score -898758.6 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18680 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -898832.187500 Penalty: 897.412476 Iteration 10Q: 3 clusters Score -898832.2 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18698 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -898856.312500 Penalty: 897.412476 Iteration 11Q: 3 clusters Score -898856.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18710 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -898862.937500 Penalty: 897.412476 Iteration 12Q: 3 clusters Score -898862.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18714 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -898868.750000 Penalty: 897.412476 Iteration 13Q: 3 clusters Score -898868.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18719 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -898875.500000 Penalty: 897.412476 Iteration 14Q: 3 clusters Score -898875.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18723 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -898878.687500 Penalty: 897.412476 Iteration 15Q: 3 clusters Score -898878.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18727 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -898881.625000 Penalty: 897.412476 Iteration 16Q: 3 clusters Score -898881.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18734 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -898884.437500 Penalty: 897.412476 Iteration 17Q: 3 clusters Score -898884.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18736 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -898884.750000 Penalty: 897.412476 Iteration 18Q: 3 clusters Score -898884.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18737 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -898884.937500 Penalty: 897.412476 Iteration 19Q: 3 clusters Score -898884.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18739 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -898884.062500 Penalty: 897.412476 Iteration 20F: 3 clusters Score -898884.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18741 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -898885.312500 Penalty: 897.412476 Iteration 21Q: 3 clusters Score -898885.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18743 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -898884.062500 Penalty: 897.412476 Iteration 22Q: 3 clusters Score -898884.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18745 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -898885.125000 Penalty: 897.412476 Iteration 23Q: 3 clusters Score -898885.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18746 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -898885.437500 Penalty: 897.412476 Iteration 24Q: 3 clusters Score -898885.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18748 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -898886.562500 Penalty: 897.412476 Iteration 25Q: 3 clusters Score -898886.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18751 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -898886.687500 Penalty: 897.412476 Iteration 26Q: 3 clusters Score -898886.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18753 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -898887.437500 Penalty: 897.412476 Iteration 27Q: 3 clusters Score -898887.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18754 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -898889.250000 Penalty: 897.412476 Iteration 28Q: 3 clusters Score -898889.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18756 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -898889.687500 Penalty: 897.412476 Iteration 29Q: 3 clusters Score -898889.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18757 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -898889.187500 Penalty: 897.412476 Iteration 30Q: 3 clusters Score -898889.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18756 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -898888.437500 Penalty: 897.412476 Iteration 31Q: 3 clusters Score -898888.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18756 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -898888.437500 Penalty: 897.412476 Iteration 32F: 3 clusters Score -898888.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (266116 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266116 members Entering Unmasked Estep Score: -11459625.000000 Penalty: 568.371765 Iteration 0F: 2 clusters Score -1.145962e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133439 members Mstep: Class 2 contains 132677 members Entering Unmasked Estep Score: -11289150.000000 Penalty: 1136.743530 Iteration 0F: 3 clusters Score -1.128915e+07 nChanged 131693 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152150 members Mstep: Class 2 contains 113966 members Entering Unmasked Estep Score: -11371484.000000 Penalty: 1136.743530 Iteration 1F: 3 clusters Score -1.137148e+07 nChanged 13726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163586 members Mstep: Class 2 contains 102530 members Entering Unmasked Estep Score: -11378442.000000 Penalty: 1136.743530 Iteration 2F: 3 clusters Score -1.137844e+07 nChanged 17633 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180303 members Mstep: Class 2 contains 85813 members Entering Unmasked Estep Score: -11390523.000000 Penalty: 1136.743530 Iteration 3F: 3 clusters Score -1.139052e+07 nChanged 21577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201618 members Mstep: Class 2 contains 64498 members Entering Unmasked Estep Score: -11408232.000000 Penalty: 1136.743530 Iteration 4F: 3 clusters Score -1.140823e+07 nChanged 22603 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224193 members Mstep: Class 2 contains 41923 members Entering Unmasked Estep Score: -11427727.000000 Penalty: 1136.743530 Iteration 5F: 3 clusters Score -1.142773e+07 nChanged 18234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242423 members Mstep: Class 2 contains 23693 members Entering Unmasked Estep Score: -11442242.000000 Penalty: 1136.743530 Iteration 6F: 3 clusters Score -1.144224e+07 nChanged 11046 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253461 members Mstep: Class 2 contains 12655 members Entering Unmasked Estep Score: -11450161.000000 Penalty: 1136.743530 Iteration 7Q: 3 clusters Score -1.145016e+07 nChanged 5847 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259308 members Mstep: Class 2 contains 6808 members Entering Unmasked Estep Score: -11454315.000000 Penalty: 1136.743530 Iteration 8Q: 3 clusters Score -1.145432e+07 nChanged 3030 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262336 members Mstep: Class 2 contains 3780 members Entering Unmasked Estep Score: -11456583.000000 Penalty: 1136.743530 Iteration 9Q: 3 clusters Score -1.145658e+07 nChanged 1688 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264024 members Mstep: Class 2 contains 2092 members Entering Unmasked Estep Score: -11457793.000000 Penalty: 1136.743530 Iteration 10Q: 3 clusters Score -1.145779e+07 nChanged 904 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264928 members Mstep: Class 2 contains 1188 members Entering Unmasked Estep Score: -11458483.000000 Penalty: 1136.743530 Iteration 11Q: 3 clusters Score -1.145848e+07 nChanged 486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265412 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -11458815.000000 Penalty: 1136.743530 Iteration 12Q: 3 clusters Score -1.145882e+07 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265655 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -11458929.000000 Penalty: 1136.743530 Iteration 13Q: 3 clusters Score -1.145893e+07 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265789 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -11459006.000000 Penalty: 1136.743530 Iteration 14Q: 3 clusters Score -1.145901e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265854 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -11459073.000000 Penalty: 1136.743530 Iteration 15Q: 3 clusters Score -1.145907e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265898 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -11459097.000000 Penalty: 1136.743530 Iteration 16Q: 3 clusters Score -1.14591e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265912 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -11459118.000000 Penalty: 1136.743530 Iteration 17Q: 3 clusters Score -1.145912e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265922 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -11459117.000000 Penalty: 1136.743530 Iteration 18Q: 3 clusters Score -1.145912e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265930 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -11459120.000000 Penalty: 1136.743530 Iteration 19Q: 3 clusters Score -1.145912e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265941 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -11459139.000000 Penalty: 1136.743530 Iteration 20F: 3 clusters Score -1.145914e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265948 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -11459155.000000 Penalty: 1136.743530 Iteration 21Q: 3 clusters Score -1.145916e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265949 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -11459164.000000 Penalty: 1136.743530 Iteration 22Q: 3 clusters Score -1.145916e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265952 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -11459162.000000 Penalty: 1136.743530 Iteration 23Q: 3 clusters Score -1.145916e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265955 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -11459176.000000 Penalty: 1136.743530 Iteration 24Q: 3 clusters Score -1.145918e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265957 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -11459180.000000 Penalty: 1136.743530 Iteration 25Q: 3 clusters Score -1.145918e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265960 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -11459188.000000 Penalty: 1136.743530 Iteration 26Q: 3 clusters Score -1.145919e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265961 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -11459190.000000 Penalty: 1136.743530 Iteration 27Q: 3 clusters Score -1.145919e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265961 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -11459190.000000 Penalty: 1136.743530 Iteration 28F: 3 clusters Score -1.145919e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (425 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Entering Unmasked Estep Score: -15800.658203 Penalty: 275.370056 Iteration 0F: 2 clusters Score -15800.66 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -15350.727539 Penalty: 550.740112 Iteration 0F: 3 clusters Score -15350.73 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -15458.500977 Penalty: 550.740112 Iteration 1F: 3 clusters Score -15458.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -15488.435547 Penalty: 550.740112 Iteration 2F: 3 clusters Score -15488.44 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -15507.544922 Penalty: 550.740112 Iteration 3Q: 3 clusters Score -15507.54 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -15519.180664 Penalty: 550.740112 Iteration 4Q: 3 clusters Score -15519.18 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -15523.578125 Penalty: 550.740112 Iteration 5Q: 3 clusters Score -15523.58 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -15528.438477 Penalty: 550.740112 Iteration 6Q: 3 clusters Score -15528.44 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -15531.850586 Penalty: 550.740112 Iteration 7Q: 3 clusters Score -15531.85 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -15536.011719 Penalty: 550.740112 Iteration 8Q: 3 clusters Score -15536.01 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -15537.092773 Penalty: 550.740112 Iteration 9Q: 3 clusters Score -15537.09 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -15538.303711 Penalty: 550.740112 Iteration 10Q: 3 clusters Score -15538.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -15539.242188 Penalty: 550.740112 Iteration 11Q: 3 clusters Score -15539.24 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -15539.887695 Penalty: 550.740112 Iteration 12Q: 3 clusters Score -15539.89 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -15541.645508 Penalty: 550.740112 Iteration 13Q: 3 clusters Score -15541.65 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -15542.861328 Penalty: 550.740112 Iteration 14Q: 3 clusters Score -15542.86 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -15543.178711 Penalty: 550.740112 Iteration 15Q: 3 clusters Score -15543.18 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -15543.773438 Penalty: 550.740112 Iteration 16Q: 3 clusters Score -15543.77 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -15543.773438 Penalty: 550.740112 Iteration 17F: 3 clusters Score -15543.77 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (1181 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Entering Unmasked Estep Score: -54140.730469 Penalty: 321.872314 Iteration 0F: 2 clusters Score -54140.73 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -53214.800781 Penalty: 643.744629 Iteration 0F: 3 clusters Score -53214.8 nChanged 496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -53495.742188 Penalty: 643.744629 Iteration 1F: 3 clusters Score -53495.74 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -53549.589844 Penalty: 643.744629 Iteration 2F: 3 clusters Score -53549.59 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -53594.769531 Penalty: 643.744629 Iteration 3F: 3 clusters Score -53594.77 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -53615.226562 Penalty: 643.744629 Iteration 4Q: 3 clusters Score -53615.23 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -53631.207031 Penalty: 643.744629 Iteration 5Q: 3 clusters Score -53631.21 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -53641.703125 Penalty: 643.744629 Iteration 6Q: 3 clusters Score -53641.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -53650.976562 Penalty: 643.744629 Iteration 7Q: 3 clusters Score -53650.98 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -53663.644531 Penalty: 643.744629 Iteration 8Q: 3 clusters Score -53663.64 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -53679.699219 Penalty: 643.744629 Iteration 9Q: 3 clusters Score -53679.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -53700.230469 Penalty: 643.744629 Iteration 10Q: 3 clusters Score -53700.23 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -53727.003906 Penalty: 643.744629 Iteration 11Q: 3 clusters Score -53727 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -53755.164062 Penalty: 643.744629 Iteration 12Q: 3 clusters Score -53755.16 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -53784.820312 Penalty: 643.744629 Iteration 13Q: 3 clusters Score -53784.82 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -53807.320312 Penalty: 643.744629 Iteration 14Q: 3 clusters Score -53807.32 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -53821.968750 Penalty: 643.744629 Iteration 15Q: 3 clusters Score -53821.97 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -53832.089844 Penalty: 643.744629 Iteration 16Q: 3 clusters Score -53832.09 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -53849.515625 Penalty: 643.744629 Iteration 17Q: 3 clusters Score -53849.52 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -53858.597656 Penalty: 643.744629 Iteration 18Q: 3 clusters Score -53858.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -53867.082031 Penalty: 643.744629 Iteration 19Q: 3 clusters Score -53867.08 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -53872.304688 Penalty: 643.744629 Iteration 20F: 3 clusters Score -53872.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -53875.820312 Penalty: 643.744629 Iteration 21Q: 3 clusters Score -53875.82 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -53876.550781 Penalty: 643.744629 Iteration 22Q: 3 clusters Score -53876.55 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -53876.550781 Penalty: 643.744629 Iteration 23F: 3 clusters Score -53876.55 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (38932 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38932 members Entering Unmasked Estep Score: -1616021.625000 Penalty: 480.915497 Iteration 0F: 2 clusters Score -1616022 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19461 members Mstep: Class 2 contains 19471 members Entering Unmasked Estep Score: -1589723.625000 Penalty: 961.830994 Iteration 0F: 3 clusters Score -1589724 nChanged 18892 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18409 members Mstep: Class 2 contains 20523 members Entering Unmasked Estep Score: -1601141.125000 Penalty: 961.830994 Iteration 1F: 3 clusters Score -1601141 nChanged 1628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17857 members Mstep: Class 2 contains 21075 members Entering Unmasked Estep Score: -1601723.500000 Penalty: 961.830994 Iteration 2Q: 3 clusters Score -1601724 nChanged 1780 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17223 members Mstep: Class 2 contains 21709 members Entering Unmasked Estep Score: -1602412.875000 Penalty: 961.830994 Iteration 3Q: 3 clusters Score -1602413 nChanged 1871 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16388 members Mstep: Class 2 contains 22544 members Entering Unmasked Estep Score: -1603280.125000 Penalty: 961.830994 Iteration 4Q: 3 clusters Score -1603280 nChanged 2031 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15351 members Mstep: Class 2 contains 23581 members Entering Unmasked Estep Score: -1604509.000000 Penalty: 961.830994 Iteration 5F: 3 clusters Score -1604509 nChanged 2224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14165 members Mstep: Class 2 contains 24767 members Entering Unmasked Estep Score: -1606239.250000 Penalty: 961.830994 Iteration 6F: 3 clusters Score -1606239 nChanged 2168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13099 members Mstep: Class 2 contains 25833 members Entering Unmasked Estep Score: -1608003.000000 Penalty: 961.830994 Iteration 7F: 3 clusters Score -1608003 nChanged 1785 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12248 members Mstep: Class 2 contains 26684 members Entering Unmasked Estep Score: -1609078.875000 Penalty: 961.830994 Iteration 8Q: 3 clusters Score -1609079 nChanged 1171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11479 members Mstep: Class 2 contains 27453 members Entering Unmasked Estep Score: -1609543.000000 Penalty: 961.830994 Iteration 9Q: 3 clusters Score -1609543 nChanged 822 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10697 members Mstep: Class 2 contains 28235 members Entering Unmasked Estep Score: -1609820.500000 Penalty: 961.830994 Iteration 10Q: 3 clusters Score -1609820 nChanged 843 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9856 members Mstep: Class 2 contains 29076 members Entering Unmasked Estep Score: -1610116.625000 Penalty: 961.830994 Iteration 11Q: 3 clusters Score -1610117 nChanged 835 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9021 members Mstep: Class 2 contains 29911 members Entering Unmasked Estep Score: -1610418.625000 Penalty: 961.830994 Iteration 12Q: 3 clusters Score -1610419 nChanged 869 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8152 members Mstep: Class 2 contains 30780 members Entering Unmasked Estep Score: -1610765.875000 Penalty: 961.830994 Iteration 13Q: 3 clusters Score -1610766 nChanged 886 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7266 members Mstep: Class 2 contains 31666 members Entering Unmasked Estep Score: -1611159.750000 Penalty: 961.830994 Iteration 14Q: 3 clusters Score -1611160 nChanged 930 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6336 members Mstep: Class 2 contains 32596 members Entering Unmasked Estep Score: -1611591.625000 Penalty: 961.830994 Iteration 15Q: 3 clusters Score -1611592 nChanged 898 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5438 members Mstep: Class 2 contains 33494 members Entering Unmasked Estep Score: -1612073.000000 Penalty: 961.830994 Iteration 16Q: 3 clusters Score -1612073 nChanged 960 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4478 members Mstep: Class 2 contains 34454 members Entering Unmasked Estep Score: -1612677.125000 Penalty: 961.830994 Iteration 17Q: 3 clusters Score -1612677 nChanged 908 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3572 members Mstep: Class 2 contains 35360 members Entering Unmasked Estep Score: -1613295.125000 Penalty: 961.830994 Iteration 18Q: 3 clusters Score -1613295 nChanged 810 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2762 members Mstep: Class 2 contains 36170 members Entering Unmasked Estep Score: -1613921.250000 Penalty: 961.830994 Iteration 19Q: 3 clusters Score -1613921 nChanged 692 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2070 members Mstep: Class 2 contains 36862 members Entering Unmasked Estep Score: -1614508.875000 Penalty: 961.830994 Iteration 20F: 3 clusters Score -1614509 nChanged 486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1584 members Mstep: Class 2 contains 37348 members Entering Unmasked Estep Score: -1614949.500000 Penalty: 961.830994 Iteration 21Q: 3 clusters Score -1614950 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 37675 members Entering Unmasked Estep Score: -1615236.875000 Penalty: 961.830994 Iteration 22Q: 3 clusters Score -1615237 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 37899 members Entering Unmasked Estep Score: -1615416.000000 Penalty: 961.830994 Iteration 23Q: 3 clusters Score -1615416 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 38033 members Entering Unmasked Estep Score: -1615509.375000 Penalty: 961.830994 Iteration 24Q: 3 clusters Score -1615509 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 38121 members Entering Unmasked Estep Score: -1615574.250000 Penalty: 961.830994 Iteration 25Q: 3 clusters Score -1615574 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 38184 members Entering Unmasked Estep Score: -1615611.250000 Penalty: 961.830994 Iteration 26Q: 3 clusters Score -1615611 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 38231 members Entering Unmasked Estep Score: -1615643.625000 Penalty: 961.830994 Iteration 27Q: 3 clusters Score -1615644 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 38276 members Entering Unmasked Estep Score: -1615667.250000 Penalty: 961.830994 Iteration 28Q: 3 clusters Score -1615667 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 38308 members Entering Unmasked Estep Score: -1615689.375000 Penalty: 961.830994 Iteration 29Q: 3 clusters Score -1615689 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 38329 members Entering Unmasked Estep Score: -1615701.375000 Penalty: 961.830994 Iteration 30Q: 3 clusters Score -1615701 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 38347 members Entering Unmasked Estep Score: -1615709.625000 Penalty: 961.830994 Iteration 31Q: 3 clusters Score -1615710 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 38357 members Entering Unmasked Estep Score: -1615716.000000 Penalty: 961.830994 Iteration 32Q: 3 clusters Score -1615716 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 38370 members Entering Unmasked Estep Score: -1615716.000000 Penalty: 961.830994 Iteration 33Q: 3 clusters Score -1615716 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 38378 members Entering Unmasked Estep Score: -1615718.750000 Penalty: 961.830994 Iteration 34Q: 3 clusters Score -1615719 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 38388 members Entering Unmasked Estep Score: -1615720.875000 Penalty: 961.830994 Iteration 35Q: 3 clusters Score -1615721 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 38403 members Entering Unmasked Estep Score: -1615720.250000 Penalty: 961.830994 Iteration 36Q: 3 clusters Score -1615720 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 38410 members Entering Unmasked Estep Score: -1615722.125000 Penalty: 961.830994 Iteration 37Q: 3 clusters Score -1615722 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 38415 members Entering Unmasked Estep Score: -1615723.250000 Penalty: 961.830994 Iteration 38Q: 3 clusters Score -1615723 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 38421 members Entering Unmasked Estep Score: -1615724.250000 Penalty: 961.830994 Iteration 39Q: 3 clusters Score -1615724 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 38421 members Entering Unmasked Estep Score: -1615727.250000 Penalty: 961.830994 Iteration 40F: 3 clusters Score -1615727 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 38419 members Entering Unmasked Estep Score: -1615728.500000 Penalty: 961.830994 Iteration 41Q: 3 clusters Score -1615728 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 38417 members Entering Unmasked Estep Score: -1615728.125000 Penalty: 961.830994 Iteration 42Q: 3 clusters Score -1615728 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 38418 members Entering Unmasked Estep Score: -1615729.375000 Penalty: 961.830994 Iteration 43Q: 3 clusters Score -1615729 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 38419 members Entering Unmasked Estep Score: -1615730.750000 Penalty: 961.830994 Iteration 44Q: 3 clusters Score -1615731 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 38419 members Entering Unmasked Estep Score: -1615730.750000 Penalty: 961.830994 Iteration 45F: 3 clusters Score -1615731 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (31369 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31369 members Entering Unmasked Estep Score: -1380008.625000 Penalty: 471.087708 Iteration 0F: 2 clusters Score -1380009 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15687 members Mstep: Class 2 contains 15682 members Entering Unmasked Estep Score: -1359127.625000 Penalty: 942.175415 Iteration 0F: 3 clusters Score -1359128 nChanged 15115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16670 members Mstep: Class 2 contains 14699 members Entering Unmasked Estep Score: -1368479.875000 Penalty: 942.175415 Iteration 1F: 3 clusters Score -1368480 nChanged 1866 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17482 members Mstep: Class 2 contains 13887 members Entering Unmasked Estep Score: -1369397.000000 Penalty: 942.175415 Iteration 2F: 3 clusters Score -1369397 nChanged 2114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18486 members Mstep: Class 2 contains 12883 members Entering Unmasked Estep Score: -1370554.375000 Penalty: 942.175415 Iteration 3F: 3 clusters Score -1370554 nChanged 2160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19512 members Mstep: Class 2 contains 11857 members Entering Unmasked Estep Score: -1371747.375000 Penalty: 942.175415 Iteration 4F: 3 clusters Score -1371747 nChanged 1893 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20403 members Mstep: Class 2 contains 10966 members Entering Unmasked Estep Score: -1372735.500000 Penalty: 942.175415 Iteration 5F: 3 clusters Score -1372736 nChanged 1552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21139 members Mstep: Class 2 contains 10230 members Entering Unmasked Estep Score: -1373445.375000 Penalty: 942.175415 Iteration 6Q: 3 clusters Score -1373445 nChanged 1251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21790 members Mstep: Class 2 contains 9579 members Entering Unmasked Estep Score: -1373925.375000 Penalty: 942.175415 Iteration 7Q: 3 clusters Score -1373925 nChanged 889 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22353 members Mstep: Class 2 contains 9016 members Entering Unmasked Estep Score: -1374232.250000 Penalty: 942.175415 Iteration 8Q: 3 clusters Score -1374232 nChanged 750 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22917 members Mstep: Class 2 contains 8452 members Entering Unmasked Estep Score: -1374488.500000 Penalty: 942.175415 Iteration 9Q: 3 clusters Score -1374488 nChanged 648 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23513 members Mstep: Class 2 contains 7856 members Entering Unmasked Estep Score: -1374782.500000 Penalty: 942.175415 Iteration 10Q: 3 clusters Score -1374782 nChanged 685 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24178 members Mstep: Class 2 contains 7191 members Entering Unmasked Estep Score: -1375233.500000 Penalty: 942.175415 Iteration 11Q: 3 clusters Score -1375234 nChanged 730 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24892 members Mstep: Class 2 contains 6477 members Entering Unmasked Estep Score: -1375896.625000 Penalty: 942.175415 Iteration 12Q: 3 clusters Score -1375897 nChanged 742 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25596 members Mstep: Class 2 contains 5773 members Entering Unmasked Estep Score: -1376639.125000 Penalty: 942.175415 Iteration 13Q: 3 clusters Score -1376639 nChanged 700 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26224 members Mstep: Class 2 contains 5145 members Entering Unmasked Estep Score: -1377309.125000 Penalty: 942.175415 Iteration 14Q: 3 clusters Score -1377309 nChanged 568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26742 members Mstep: Class 2 contains 4627 members Entering Unmasked Estep Score: -1377767.125000 Penalty: 942.175415 Iteration 15Q: 3 clusters Score -1377767 nChanged 474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27204 members Mstep: Class 2 contains 4165 members Entering Unmasked Estep Score: -1378041.250000 Penalty: 942.175415 Iteration 16Q: 3 clusters Score -1378041 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27633 members Mstep: Class 2 contains 3736 members Entering Unmasked Estep Score: -1378259.875000 Penalty: 942.175415 Iteration 17Q: 3 clusters Score -1378260 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28025 members Mstep: Class 2 contains 3344 members Entering Unmasked Estep Score: -1378432.625000 Penalty: 942.175415 Iteration 18Q: 3 clusters Score -1378433 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28360 members Mstep: Class 2 contains 3009 members Entering Unmasked Estep Score: -1378579.375000 Penalty: 942.175415 Iteration 19Q: 3 clusters Score -1378579 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28658 members Mstep: Class 2 contains 2711 members Entering Unmasked Estep Score: -1378714.250000 Penalty: 942.175415 Iteration 20F: 3 clusters Score -1378714 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28935 members Mstep: Class 2 contains 2434 members Entering Unmasked Estep Score: -1378823.125000 Penalty: 942.175415 Iteration 21Q: 3 clusters Score -1378823 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29167 members Mstep: Class 2 contains 2202 members Entering Unmasked Estep Score: -1378915.875000 Penalty: 942.175415 Iteration 22Q: 3 clusters Score -1378916 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29374 members Mstep: Class 2 contains 1995 members Entering Unmasked Estep Score: -1378998.375000 Penalty: 942.175415 Iteration 23Q: 3 clusters Score -1378998 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29550 members Mstep: Class 2 contains 1819 members Entering Unmasked Estep Score: -1379067.625000 Penalty: 942.175415 Iteration 24Q: 3 clusters Score -1379068 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29699 members Mstep: Class 2 contains 1670 members Entering Unmasked Estep Score: -1379117.125000 Penalty: 942.175415 Iteration 25Q: 3 clusters Score -1379117 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29818 members Mstep: Class 2 contains 1551 members Entering Unmasked Estep Score: -1379165.875000 Penalty: 942.175415 Iteration 26Q: 3 clusters Score -1379166 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29924 members Mstep: Class 2 contains 1445 members Entering Unmasked Estep Score: -1379202.875000 Penalty: 942.175415 Iteration 27Q: 3 clusters Score -1379203 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30014 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -1379236.875000 Penalty: 942.175415 Iteration 28Q: 3 clusters Score -1379237 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30096 members Mstep: Class 2 contains 1273 members Entering Unmasked Estep Score: -1379253.625000 Penalty: 942.175415 Iteration 29Q: 3 clusters Score -1379254 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30156 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -1379274.375000 Penalty: 942.175415 Iteration 30Q: 3 clusters Score -1379274 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30213 members Mstep: Class 2 contains 1156 members Entering Unmasked Estep Score: -1379297.250000 Penalty: 942.175415 Iteration 31Q: 3 clusters Score -1379297 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30264 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -1379311.000000 Penalty: 942.175415 Iteration 32Q: 3 clusters Score -1379311 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30310 members Mstep: Class 2 contains 1059 members Entering Unmasked Estep Score: -1379324.000000 Penalty: 942.175415 Iteration 33Q: 3 clusters Score -1379324 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30357 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -1379333.625000 Penalty: 942.175415 Iteration 34Q: 3 clusters Score -1379334 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30400 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -1379347.500000 Penalty: 942.175415 Iteration 35Q: 3 clusters Score -1379348 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30447 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -1379366.000000 Penalty: 942.175415 Iteration 36Q: 3 clusters Score -1379366 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30485 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -1379376.375000 Penalty: 942.175415 Iteration 37Q: 3 clusters Score -1379376 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30520 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -1379383.875000 Penalty: 942.175415 Iteration 38Q: 3 clusters Score -1379384 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30558 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -1379399.375000 Penalty: 942.175415 Iteration 39Q: 3 clusters Score -1379399 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30593 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -1379413.375000 Penalty: 942.175415 Iteration 40F: 3 clusters Score -1379413 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30630 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -1379423.000000 Penalty: 942.175415 Iteration 41Q: 3 clusters Score -1379423 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30660 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -1379432.875000 Penalty: 942.175415 Iteration 42Q: 3 clusters Score -1379433 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30693 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -1379436.625000 Penalty: 942.175415 Iteration 43Q: 3 clusters Score -1379437 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30722 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -1379447.250000 Penalty: 942.175415 Iteration 44Q: 3 clusters Score -1379447 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30746 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -1379458.375000 Penalty: 942.175415 Iteration 45Q: 3 clusters Score -1379458 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30768 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -1379468.375000 Penalty: 942.175415 Iteration 46Q: 3 clusters Score -1379468 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30790 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -1379475.250000 Penalty: 942.175415 Iteration 47Q: 3 clusters Score -1379475 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30806 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -1379481.250000 Penalty: 942.175415 Iteration 48Q: 3 clusters Score -1379481 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30821 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -1379483.000000 Penalty: 942.175415 Iteration 49Q: 3 clusters Score -1379483 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30839 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -1379491.625000 Penalty: 942.175415 Iteration 50Q: 3 clusters Score -1379492 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30859 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -1379496.000000 Penalty: 942.175415 Iteration 51Q: 3 clusters Score -1379496 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30876 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -1379504.250000 Penalty: 942.175415 Iteration 52Q: 3 clusters Score -1379504 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30891 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -1379510.500000 Penalty: 942.175415 Iteration 53Q: 3 clusters Score -1379510 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30905 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -1379516.625000 Penalty: 942.175415 Iteration 54Q: 3 clusters Score -1379517 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30921 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -1379524.500000 Penalty: 942.175415 Iteration 55Q: 3 clusters Score -1379524 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30933 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -1379531.125000 Penalty: 942.175415 Iteration 56Q: 3 clusters Score -1379531 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30946 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -1379533.500000 Penalty: 942.175415 Iteration 57Q: 3 clusters Score -1379534 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30965 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -1379540.875000 Penalty: 942.175415 Iteration 58Q: 3 clusters Score -1379541 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30978 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -1379545.750000 Penalty: 942.175415 Iteration 59Q: 3 clusters Score -1379546 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30988 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -1379549.625000 Penalty: 942.175415 Iteration 60F: 3 clusters Score -1379550 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30996 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -1379550.500000 Penalty: 942.175415 Iteration 61Q: 3 clusters Score -1379550 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31004 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -1379552.125000 Penalty: 942.175415 Iteration 62Q: 3 clusters Score -1379552 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31013 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -1379556.250000 Penalty: 942.175415 Iteration 63Q: 3 clusters Score -1379556 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31023 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -1379559.750000 Penalty: 942.175415 Iteration 64Q: 3 clusters Score -1379560 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31030 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -1379564.375000 Penalty: 942.175415 Iteration 65Q: 3 clusters Score -1379564 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31039 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -1379567.625000 Penalty: 942.175415 Iteration 66Q: 3 clusters Score -1379568 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31046 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -1379569.625000 Penalty: 942.175415 Iteration 67Q: 3 clusters Score -1379570 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31051 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -1379570.750000 Penalty: 942.175415 Iteration 68Q: 3 clusters Score -1379571 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31052 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -1379572.750000 Penalty: 942.175415 Iteration 69Q: 3 clusters Score -1379573 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31053 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -1379573.250000 Penalty: 942.175415 Iteration 70Q: 3 clusters Score -1379573 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31059 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -1379573.875000 Penalty: 942.175415 Iteration 71Q: 3 clusters Score -1379574 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31064 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -1379574.875000 Penalty: 942.175415 Iteration 72Q: 3 clusters Score -1379575 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31066 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -1379575.375000 Penalty: 942.175415 Iteration 73Q: 3 clusters Score -1379575 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31068 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -1379575.625000 Penalty: 942.175415 Iteration 74Q: 3 clusters Score -1379576 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31071 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -1379576.500000 Penalty: 942.175415 Iteration 75Q: 3 clusters Score -1379576 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31074 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -1379576.750000 Penalty: 942.175415 Iteration 76Q: 3 clusters Score -1379577 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31078 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -1379576.625000 Penalty: 942.175415 Iteration 77Q: 3 clusters Score -1379577 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31085 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -1379580.125000 Penalty: 942.175415 Iteration 78Q: 3 clusters Score -1379580 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31093 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -1379584.125000 Penalty: 942.175415 Iteration 79Q: 3 clusters Score -1379584 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31097 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -1379585.250000 Penalty: 942.175415 Iteration 80F: 3 clusters Score -1379585 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31101 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -1379588.375000 Penalty: 942.175415 Iteration 81Q: 3 clusters Score -1379588 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31108 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -1379589.875000 Penalty: 942.175415 Iteration 82Q: 3 clusters Score -1379590 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31114 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -1379591.875000 Penalty: 942.175415 Iteration 83Q: 3 clusters Score -1379592 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31119 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -1379592.500000 Penalty: 942.175415 Iteration 84Q: 3 clusters Score -1379592 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31122 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -1379595.250000 Penalty: 942.175415 Iteration 85Q: 3 clusters Score -1379595 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31124 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -1379595.750000 Penalty: 942.175415 Iteration 86Q: 3 clusters Score -1379596 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31129 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -1379599.875000 Penalty: 942.175415 Iteration 87Q: 3 clusters Score -1379600 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31134 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -1379600.750000 Penalty: 942.175415 Iteration 88Q: 3 clusters Score -1379601 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31139 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -1379604.625000 Penalty: 942.175415 Iteration 89Q: 3 clusters Score -1379605 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31145 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -1379606.500000 Penalty: 942.175415 Iteration 90Q: 3 clusters Score -1379606 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31149 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -1379607.875000 Penalty: 942.175415 Iteration 91Q: 3 clusters Score -1379608 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31154 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -1379612.875000 Penalty: 942.175415 Iteration 92Q: 3 clusters Score -1379613 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31156 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -1379613.625000 Penalty: 942.175415 Iteration 93Q: 3 clusters Score -1379614 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31159 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -1379614.000000 Penalty: 942.175415 Iteration 94Q: 3 clusters Score -1379614 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31163 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -1379615.125000 Penalty: 942.175415 Iteration 95Q: 3 clusters Score -1379615 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31163 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -1379617.875000 Penalty: 942.175415 Iteration 96Q: 3 clusters Score -1379618 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31165 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -1379617.875000 Penalty: 942.175415 Iteration 97Q: 3 clusters Score -1379618 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31167 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -1379618.500000 Penalty: 942.175415 Iteration 98Q: 3 clusters Score -1379618 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31168 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -1379619.250000 Penalty: 942.175415 Iteration 99Q: 3 clusters Score -1379619 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31169 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -1379618.125000 Penalty: 942.175415 Iteration 100F: 3 clusters Score -1379618 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (1043 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Entering Unmasked Estep Score: -40509.363281 Penalty: 316.218475 Iteration 0F: 2 clusters Score -40509.36 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -39681.988281 Penalty: 632.436951 Iteration 0F: 3 clusters Score -39681.99 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -39944.378906 Penalty: 632.436951 Iteration 1F: 3 clusters Score -39944.38 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -40060.039062 Penalty: 632.436951 Iteration 2F: 3 clusters Score -40060.04 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -40144.031250 Penalty: 632.436951 Iteration 3F: 3 clusters Score -40144.03 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -40233.464844 Penalty: 632.436951 Iteration 4F: 3 clusters Score -40233.46 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -40290.367188 Penalty: 632.436951 Iteration 5F: 3 clusters Score -40290.37 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -40317.132812 Penalty: 632.436951 Iteration 6Q: 3 clusters Score -40317.13 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -40334.679688 Penalty: 632.436951 Iteration 7Q: 3 clusters Score -40334.68 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -40347.726562 Penalty: 632.436951 Iteration 8Q: 3 clusters Score -40347.73 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -40367.871094 Penalty: 632.436951 Iteration 9Q: 3 clusters Score -40367.87 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -40387.605469 Penalty: 632.436951 Iteration 10Q: 3 clusters Score -40387.61 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -40399.292969 Penalty: 632.436951 Iteration 11Q: 3 clusters Score -40399.29 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -40403.339844 Penalty: 632.436951 Iteration 12Q: 3 clusters Score -40403.34 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -40406.351562 Penalty: 632.436951 Iteration 13Q: 3 clusters Score -40406.35 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -40408.503906 Penalty: 632.436951 Iteration 14Q: 3 clusters Score -40408.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -40409.292969 Penalty: 632.436951 Iteration 15Q: 3 clusters Score -40409.29 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -40409.292969 Penalty: 632.436951 Iteration 16F: 3 clusters Score -40409.29 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (1127 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Entering Unmasked Estep Score: -42391.476562 Penalty: 319.742828 Iteration 0F: 2 clusters Score -42391.48 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -41531.609375 Penalty: 639.485657 Iteration 0F: 3 clusters Score -41531.61 nChanged 460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -41896.437500 Penalty: 639.485657 Iteration 1F: 3 clusters Score -41896.44 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -42026.898438 Penalty: 639.485657 Iteration 2F: 3 clusters Score -42026.9 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -42118.210938 Penalty: 639.485657 Iteration 3F: 3 clusters Score -42118.21 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -42182.699219 Penalty: 639.485657 Iteration 4F: 3 clusters Score -42182.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -42208.199219 Penalty: 639.485657 Iteration 5Q: 3 clusters Score -42208.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -42226.988281 Penalty: 639.485657 Iteration 6Q: 3 clusters Score -42226.99 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -42243.871094 Penalty: 639.485657 Iteration 7Q: 3 clusters Score -42243.87 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -42254.351562 Penalty: 639.485657 Iteration 8Q: 3 clusters Score -42254.35 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -42259.003906 Penalty: 639.485657 Iteration 9Q: 3 clusters Score -42259 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -42262.183594 Penalty: 639.485657 Iteration 10Q: 3 clusters Score -42262.18 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -42266.105469 Penalty: 639.485657 Iteration 11Q: 3 clusters Score -42266.11 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -42272.390625 Penalty: 639.485657 Iteration 12Q: 3 clusters Score -42272.39 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -42280.355469 Penalty: 639.485657 Iteration 13Q: 3 clusters Score -42280.36 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -42281.953125 Penalty: 639.485657 Iteration 14Q: 3 clusters Score -42281.95 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -42283.316406 Penalty: 639.485657 Iteration 15Q: 3 clusters Score -42283.32 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -42283.429688 Penalty: 639.485657 Iteration 16Q: 3 clusters Score -42283.43 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -42283.429688 Penalty: 639.485657 Iteration 17F: 3 clusters Score -42283.43 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (1280 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Entering Unmasked Estep Score: -47379.132812 Penalty: 325.535004 Iteration 0F: 2 clusters Score -47379.13 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -46426.734375 Penalty: 651.070007 Iteration 0F: 3 clusters Score -46426.73 nChanged 516 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -46839.898438 Penalty: 651.070007 Iteration 1F: 3 clusters Score -46839.9 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -47044.101562 Penalty: 651.070007 Iteration 2F: 3 clusters Score -47044.1 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -47294.218750 Penalty: 651.070007 Iteration 3F: 3 clusters Score -47294.22 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -47683.300781 Penalty: 651.070007 Iteration 4F: 3 clusters Score -47683.3 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -48142.812500 Penalty: 651.070007 Iteration 5F: 3 clusters Score -48142.81 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -48404.808594 Penalty: 651.070007 Iteration 6F: 3 clusters Score -48404.81 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -48491.476562 Penalty: 651.070007 Iteration 7Q: 3 clusters Score -48491.48 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -48496.156250 Penalty: 651.070007 Iteration 8Q: 3 clusters Score -48496.16 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -48497.933594 Penalty: 651.070007 Iteration 9Q: 3 clusters Score -48497.93 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -48497.933594 Penalty: 651.070007 Iteration 10F: 3 clusters Score -48497.93 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 1394 members Mstep: Class 3 contains 351 members Mstep: Class 4 contains 2506 members Mstep: Class 7 contains 4392 members Mstep: Class 9 contains 19181 members Mstep: Class 10 contains 266116 members Mstep: Class 11 contains 425 members Mstep: Class 12 contains 1181 members Mstep: Class 14 contains 38932 members Mstep: Class 15 contains 31369 members Mstep: Class 16 contains 1043 members Mstep: Class 17 contains 1127 members Mstep: Class 21 contains 929 members Entering Unmasked Estep Score: -15533159.000000 Penalty: 8166.219727 Splitting cluster 21 changes total score from -15531524.000000 to -15533159.000000 So it's getting split into cluster 3. Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 510 members Mstep: Class 4 contains 2506 members Mstep: Class 7 contains 4392 members Mstep: Class 9 contains 19181 members Mstep: Class 10 contains 266116 members Mstep: Class 11 contains 425 members Mstep: Class 12 contains 1181 members Mstep: Class 14 contains 38932 members Mstep: Class 15 contains 31369 members Mstep: Class 16 contains 1043 members Mstep: Class 17 contains 1127 members Mstep: Class 21 contains 929 members Entering Unmasked Estep ConsiderDeletion Score: -15533360.000000 Penalty: 8166.219727 Iteration 39Q: 15 clusters Score -1.553336e+07 nChanged 611 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 1309 members Mstep: Class 3 contains 351 members Mstep: Class 4 contains 2598 members Mstep: Class 7 contains 4393 members Mstep: Class 9 contains 19285 members Mstep: Class 10 contains 266065 members Mstep: Class 11 contains 420 members Mstep: Class 12 contains 1181 members Mstep: Class 14 contains 38889 members Mstep: Class 15 contains 31366 members Mstep: Class 16 contains 1033 members Mstep: Class 17 contains 1127 members Mstep: Class 21 contains 929 members Entering Unmasked Estep ConsiderDeletion Score: -15533636.000000 Penalty: 8166.219727 Iteration 40F: 15 clusters Score -1.553364e+07 nChanged 609 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 1468 members Mstep: Class 3 contains 351 members Mstep: Class 4 contains 2662 members Mstep: Class 7 contains 4392 members Mstep: Class 9 contains 19360 members Mstep: Class 10 contains 265852 members Mstep: Class 11 contains 416 members Mstep: Class 12 contains 1181 members Mstep: Class 14 contains 38859 members Mstep: Class 15 contains 31325 members Mstep: Class 16 contains 1024 members Mstep: Class 17 contains 1127 members Mstep: Class 21 contains 929 members Entering Unmasked Estep ConsiderDeletion Score: -15533826.000000 Penalty: 8166.219727 Iteration 41Q: 15 clusters Score -1.553383e+07 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 1510 members Mstep: Class 3 contains 351 members Mstep: Class 4 contains 2709 members Mstep: Class 7 contains 4380 members Mstep: Class 9 contains 19432 members Mstep: Class 10 contains 265796 members Mstep: Class 11 contains 415 members Mstep: Class 12 contains 1181 members Mstep: Class 14 contains 38829 members Mstep: Class 15 contains 31269 members Mstep: Class 16 contains 1018 members Mstep: Class 17 contains 1127 members Mstep: Class 21 contains 929 members Entering Unmasked Estep ConsiderDeletion Score: -15533913.000000 Penalty: 8166.219727 Iteration 42Q: 15 clusters Score -1.553391e+07 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 1528 members Mstep: Class 3 contains 351 members Mstep: Class 4 contains 2753 members Mstep: Class 7 contains 4368 members Mstep: Class 9 contains 19507 members Mstep: Class 10 contains 265742 members Mstep: Class 11 contains 420 members Mstep: Class 12 contains 1181 members Mstep: Class 14 contains 38808 members Mstep: Class 15 contains 31216 members Mstep: Class 16 contains 1016 members Mstep: Class 17 contains 1127 members Mstep: Class 21 contains 929 members Entering Unmasked Estep ConsiderDeletion Score: -15533946.000000 Penalty: 8166.219727 Iteration 43Q: 15 clusters Score -1.553395e+07 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 1545 members Mstep: Class 3 contains 351 members Mstep: Class 4 contains 2775 members Mstep: Class 7 contains 4359 members Mstep: Class 9 contains 19575 members Mstep: Class 10 contains 265704 members Mstep: Class 11 contains 418 members Mstep: Class 12 contains 1180 members Mstep: Class 14 contains 38786 members Mstep: Class 15 contains 31185 members Mstep: Class 16 contains 1012 members Mstep: Class 17 contains 1127 members Mstep: Class 21 contains 929 members Entering Unmasked Estep ConsiderDeletion Score: -15533950.000000 Penalty: 8166.219727 Iteration 44Q: 15 clusters Score -1.553395e+07 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 1555 members Mstep: Class 3 contains 351 members Mstep: Class 4 contains 2793 members Mstep: Class 7 contains 4352 members Mstep: Class 9 contains 19645 members Mstep: Class 10 contains 265663 members Mstep: Class 11 contains 416 members Mstep: Class 12 contains 1180 members Mstep: Class 14 contains 38771 members Mstep: Class 15 contains 31157 members Mstep: Class 16 contains 1007 members Mstep: Class 17 contains 1127 members Mstep: Class 21 contains 929 members Entering Unmasked Estep ConsiderDeletion Score: -15533978.000000 Penalty: 8166.219727 Iteration 45Q: 15 clusters Score -1.553398e+07 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 1559 members Mstep: Class 3 contains 351 members Mstep: Class 4 contains 2809 members Mstep: Class 7 contains 4344 members Mstep: Class 9 contains 19716 members Mstep: Class 10 contains 265620 members Mstep: Class 11 contains 416 members Mstep: Class 12 contains 1180 members Mstep: Class 14 contains 38761 members Mstep: Class 15 contains 31132 members Mstep: Class 16 contains 1002 members Mstep: Class 17 contains 1127 members Mstep: Class 21 contains 929 members Entering Unmasked Estep ConsiderDeletion Score: -15533971.000000 Penalty: 8166.219727 Iteration 46Q: 15 clusters Score -1.553397e+07 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 1563 members Mstep: Class 3 contains 351 members Mstep: Class 4 contains 2813 members Mstep: Class 7 contains 4336 members Mstep: Class 9 contains 19768 members Mstep: Class 10 contains 265608 members Mstep: Class 11 contains 416 members Mstep: Class 12 contains 1180 members Mstep: Class 14 contains 38735 members Mstep: Class 15 contains 31121 members Mstep: Class 16 contains 999 members Mstep: Class 17 contains 1127 members Mstep: Class 21 contains 929 members Entering Unmasked Estep ConsiderDeletion Score: -15533969.000000 Penalty: 8166.219727 Iteration 47Q: 15 clusters Score -1.553397e+07 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 1566 members Mstep: Class 3 contains 351 members Mstep: Class 4 contains 2816 members Mstep: Class 7 contains 4325 members Mstep: Class 9 contains 19816 members Mstep: Class 10 contains 265595 members Mstep: Class 11 contains 416 members Mstep: Class 12 contains 1180 members Mstep: Class 14 contains 38715 members Mstep: Class 15 contains 31114 members Mstep: Class 16 contains 996 members Mstep: Class 17 contains 1127 members Mstep: Class 21 contains 929 members Entering Unmasked Estep ConsiderDeletion Score: -15533990.000000 Penalty: 8166.219727 Iteration 48Q: 15 clusters Score -1.553399e+07 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 1571 members Mstep: Class 3 contains 351 members Mstep: Class 4 contains 2819 members Mstep: Class 7 contains 4316 members Mstep: Class 9 contains 19868 members Mstep: Class 10 contains 265578 members Mstep: Class 11 contains 416 members Mstep: Class 12 contains 1180 members Mstep: Class 14 contains 38692 members Mstep: Class 15 contains 31106 members Mstep: Class 16 contains 993 members Mstep: Class 17 contains 1127 members Mstep: Class 21 contains 929 members Entering Unmasked Estep ConsiderDeletion Score: -15534011.000000 Penalty: 8166.219727 Iteration 49Q: 15 clusters Score -1.553401e+07 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 1577 members Mstep: Class 3 contains 351 members Mstep: Class 4 contains 2822 members Mstep: Class 7 contains 4310 members Mstep: Class 9 contains 19914 members Mstep: Class 10 contains 265563 members Mstep: Class 11 contains 416 members Mstep: Class 12 contains 1180 members Mstep: Class 14 contains 38670 members Mstep: Class 15 contains 31098 members Mstep: Class 16 contains 989 members Mstep: Class 17 contains 1127 members Mstep: Class 21 contains 929 members Entering Unmasked Estep ConsiderDeletion Score: -15534008.000000 Penalty: 8166.219727 Iteration 50Q: 15 clusters Score -1.553401e+07 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 1581 members Mstep: Class 3 contains 351 members Mstep: Class 4 contains 2827 members Mstep: Class 7 contains 4301 members Mstep: Class 9 contains 19952 members Mstep: Class 10 contains 265553 members Mstep: Class 11 contains 416 members Mstep: Class 12 contains 1180 members Mstep: Class 14 contains 38648 members Mstep: Class 15 contains 31094 members Mstep: Class 16 contains 987 members Mstep: Class 17 contains 1127 members Mstep: Class 21 contains 929 members Entering Unmasked Estep ConsiderDeletion Score: -15534025.000000 Penalty: 8166.219727 Iteration 51Q: 15 clusters Score -1.553402e+07 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 1581 members Mstep: Class 3 contains 351 members Mstep: Class 4 contains 2833 members Mstep: Class 7 contains 4290 members Mstep: Class 9 contains 19987 members Mstep: Class 10 contains 265539 members Mstep: Class 11 contains 416 members Mstep: Class 12 contains 1180 members Mstep: Class 14 contains 38640 members Mstep: Class 15 contains 31090 members Mstep: Class 16 contains 983 members Mstep: Class 17 contains 1127 members Mstep: Class 21 contains 929 members Entering Unmasked Estep ConsiderDeletion Score: -15534039.000000 Penalty: 8166.219727 Iteration 52Q: 15 clusters Score -1.553404e+07 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 1583 members Mstep: Class 3 contains 351 members Mstep: Class 4 contains 2837 members Mstep: Class 7 contains 4282 members Mstep: Class 9 contains 20023 members Mstep: Class 10 contains 265530 members Mstep: Class 11 contains 416 members Mstep: Class 12 contains 1180 members Mstep: Class 14 contains 38623 members Mstep: Class 15 contains 31085 members Mstep: Class 16 contains 980 members Mstep: Class 17 contains 1127 members Mstep: Class 21 contains 929 members Entering Unmasked Estep ConsiderDeletion Score: -15534059.000000 Penalty: 8166.219727 Iteration 53Q: 15 clusters Score -1.553406e+07 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 1583 members Mstep: Class 3 contains 351 members Mstep: Class 4 contains 2841 members Mstep: Class 7 contains 4270 members Mstep: Class 9 contains 20054 members Mstep: Class 10 contains 265515 members Mstep: Class 11 contains 416 members Mstep: Class 12 contains 1180 members Mstep: Class 14 contains 38618 members Mstep: Class 15 contains 31083 members Mstep: Class 16 contains 979 members Mstep: Class 17 contains 1127 members Mstep: Class 21 contains 929 members Entering Unmasked Estep ConsiderDeletion Score: -15534053.000000 Penalty: 8166.219727 Iteration 54Q: 15 clusters Score -1.553405e+07 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 1584 members Mstep: Class 3 contains 351 members Mstep: Class 4 contains 2843 members Mstep: Class 7 contains 4256 members Mstep: Class 9 contains 20087 members Mstep: Class 10 contains 265503 members Mstep: Class 11 contains 416 members Mstep: Class 12 contains 1180 members Mstep: Class 14 contains 38610 members Mstep: Class 15 contains 31082 members Mstep: Class 16 contains 978 members Mstep: Class 17 contains 1127 members Mstep: Class 21 contains 929 members Entering Unmasked Estep ConsiderDeletion Score: -15534057.000000 Penalty: 8166.219727 Iteration 55Q: 15 clusters Score -1.553406e+07 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 1585 members Mstep: Class 3 contains 351 members Mstep: Class 4 contains 2844 members Mstep: Class 7 contains 4241 members Mstep: Class 9 contains 20109 members Mstep: Class 10 contains 265498 members Mstep: Class 11 contains 416 members Mstep: Class 12 contains 1180 members Mstep: Class 14 contains 38608 members Mstep: Class 15 contains 31081 members Mstep: Class 16 contains 977 members Mstep: Class 17 contains 1127 members Mstep: Class 21 contains 929 members Entering Unmasked Estep ConsiderDeletion Score: -15534049.000000 Penalty: 8166.219727 Iteration 56Q: 15 clusters Score -1.553405e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 1585 members Mstep: Class 3 contains 351 members Mstep: Class 4 contains 2845 members Mstep: Class 7 contains 4229 members Mstep: Class 9 contains 20135 members Mstep: Class 10 contains 265489 members Mstep: Class 11 contains 417 members Mstep: Class 12 contains 1180 members Mstep: Class 14 contains 38603 members Mstep: Class 15 contains 31079 members Mstep: Class 16 contains 977 members Mstep: Class 17 contains 1127 members Mstep: Class 21 contains 929 members Entering Unmasked Estep ConsiderDeletion Score: -15534040.000000 Penalty: 8166.219727 Iteration 57Q: 15 clusters Score -1.553404e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 1584 members Mstep: Class 3 contains 351 members Mstep: Class 4 contains 2846 members Mstep: Class 7 contains 4219 members Mstep: Class 9 contains 20154 members Mstep: Class 10 contains 265490 members Mstep: Class 11 contains 416 members Mstep: Class 12 contains 1180 members Mstep: Class 14 contains 38593 members Mstep: Class 15 contains 31080 members Mstep: Class 16 contains 977 members Mstep: Class 17 contains 1127 members Mstep: Class 21 contains 929 members Entering Unmasked Estep ConsiderDeletion Score: -15534056.000000 Penalty: 8166.219727 Iteration 58Q: 15 clusters Score -1.553406e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 1586 members Mstep: Class 3 contains 351 members Mstep: Class 4 contains 2847 members Mstep: Class 7 contains 4203 members Mstep: Class 9 contains 20174 members Mstep: Class 10 contains 265491 members Mstep: Class 11 contains 417 members Mstep: Class 12 contains 1180 members Mstep: Class 14 contains 38586 members Mstep: Class 15 contains 31077 members Mstep: Class 16 contains 978 members Mstep: Class 17 contains 1127 members Mstep: Class 21 contains 929 members Entering Unmasked Estep ConsiderDeletion Score: -15534077.000000 Penalty: 8166.219727 Iteration 59Q: 15 clusters Score -1.553408e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 1587 members Mstep: Class 3 contains 351 members Mstep: Class 4 contains 2848 members Mstep: Class 7 contains 4190 members Mstep: Class 9 contains 20194 members Mstep: Class 10 contains 265490 members Mstep: Class 11 contains 418 members Mstep: Class 12 contains 1180 members Mstep: Class 14 contains 38581 members Mstep: Class 15 contains 31075 members Mstep: Class 16 contains 976 members Mstep: Class 17 contains 1127 members Mstep: Class 21 contains 929 members Entering Unmasked Estep ConsiderDeletion Score: -15534052.000000 Penalty: 8166.219727 Iteration 60F: 15 clusters Score -1.553405e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 1587 members Mstep: Class 3 contains 351 members Mstep: Class 4 contains 2849 members Mstep: Class 7 contains 4181 members Mstep: Class 9 contains 20215 members Mstep: Class 10 contains 265487 members Mstep: Class 11 contains 418 members Mstep: Class 12 contains 1180 members Mstep: Class 14 contains 38573 members Mstep: Class 15 contains 31074 members Mstep: Class 16 contains 975 members Mstep: Class 17 contains 1127 members Mstep: Class 21 contains 929 members Entering Unmasked Estep ConsiderDeletion Score: -15534065.000000 Penalty: 8166.219727 Iteration 61Q: 15 clusters Score -1.553406e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 1587 members Mstep: Class 3 contains 351 members Mstep: Class 4 contains 2850 members Mstep: Class 7 contains 4171 members Mstep: Class 9 contains 20242 members Mstep: Class 10 contains 265475 members Mstep: Class 11 contains 418 members Mstep: Class 12 contains 1180 members Mstep: Class 14 contains 38568 members Mstep: Class 15 contains 31073 members Mstep: Class 16 contains 975 members Mstep: Class 17 contains 1127 members Mstep: Class 21 contains 929 members Entering Unmasked Estep ConsiderDeletion Score: -15534074.000000 Penalty: 8166.219727 Iteration 62Q: 15 clusters Score -1.553407e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 1587 members Mstep: Class 3 contains 351 members Mstep: Class 4 contains 2852 members Mstep: Class 7 contains 4163 members Mstep: Class 9 contains 20265 members Mstep: Class 10 contains 265465 members Mstep: Class 11 contains 418 members Mstep: Class 12 contains 1180 members Mstep: Class 14 contains 38563 members Mstep: Class 15 contains 31071 members Mstep: Class 16 contains 975 members Mstep: Class 17 contains 1127 members Mstep: Class 21 contains 929 members Entering Unmasked Estep ConsiderDeletion Score: -15534087.000000 Penalty: 8166.219727 Iteration 63Q: 15 clusters Score -1.553409e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 1587 members Mstep: Class 3 contains 351 members Mstep: Class 4 contains 2853 members Mstep: Class 7 contains 4158 members Mstep: Class 9 contains 20277 members Mstep: Class 10 contains 265467 members Mstep: Class 11 contains 418 members Mstep: Class 12 contains 1180 members Mstep: Class 14 contains 38552 members Mstep: Class 15 contains 31072 members Mstep: Class 16 contains 975 members Mstep: Class 17 contains 1127 members Mstep: Class 21 contains 929 members Entering Unmasked Estep ConsiderDeletion Score: -15534089.000000 Penalty: 8166.219727 Iteration 64Q: 15 clusters Score -1.553409e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 1587 members Mstep: Class 3 contains 351 members Mstep: Class 4 contains 2854 members Mstep: Class 7 contains 4154 members Mstep: Class 9 contains 20289 members Mstep: Class 10 contains 265471 members Mstep: Class 11 contains 418 members Mstep: Class 12 contains 1180 members Mstep: Class 14 contains 38538 members Mstep: Class 15 contains 31072 members Mstep: Class 16 contains 976 members Mstep: Class 17 contains 1127 members Mstep: Class 21 contains 929 members Entering Unmasked Estep ConsiderDeletion Score: -15534083.000000 Penalty: 8166.219727 Iteration 65Q: 15 clusters Score -1.553408e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 1587 members Mstep: Class 3 contains 351 members Mstep: Class 4 contains 2854 members Mstep: Class 7 contains 4151 members Mstep: Class 9 contains 20296 members Mstep: Class 10 contains 265474 members Mstep: Class 11 contains 418 members Mstep: Class 12 contains 1180 members Mstep: Class 14 contains 38529 members Mstep: Class 15 contains 31074 members Mstep: Class 16 contains 976 members Mstep: Class 17 contains 1127 members Mstep: Class 21 contains 929 members Entering Unmasked Estep ConsiderDeletion Score: -15534086.000000 Penalty: 8166.219727 Iteration 66Q: 15 clusters Score -1.553409e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 1587 members Mstep: Class 3 contains 351 members Mstep: Class 4 contains 2854 members Mstep: Class 7 contains 4150 members Mstep: Class 9 contains 20303 members Mstep: Class 10 contains 265480 members Mstep: Class 11 contains 418 members Mstep: Class 12 contains 1180 members Mstep: Class 14 contains 38517 members Mstep: Class 15 contains 31074 members Mstep: Class 16 contains 976 members Mstep: Class 17 contains 1127 members Mstep: Class 21 contains 929 members Entering Unmasked Estep ConsiderDeletion Score: -15534075.000000 Penalty: 8166.219727 Iteration 67Q: 15 clusters Score -1.553408e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 1587 members Mstep: Class 3 contains 351 members Mstep: Class 4 contains 2854 members Mstep: Class 7 contains 4147 members Mstep: Class 9 contains 20313 members Mstep: Class 10 contains 265484 members Mstep: Class 11 contains 418 members Mstep: Class 12 contains 1180 members Mstep: Class 14 contains 38506 members Mstep: Class 15 contains 31074 members Mstep: Class 16 contains 976 members Mstep: Class 17 contains 1127 members Mstep: Class 21 contains 929 members Entering Unmasked Estep ConsiderDeletion Score: -15534085.000000 Penalty: 8166.219727 Iteration 68Q: 15 clusters Score -1.553408e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 1587 members Mstep: Class 3 contains 351 members Mstep: Class 4 contains 2854 members Mstep: Class 7 contains 4144 members Mstep: Class 9 contains 20326 members Mstep: Class 10 contains 265476 members Mstep: Class 11 contains 418 members Mstep: Class 12 contains 1180 members Mstep: Class 14 contains 38502 members Mstep: Class 15 contains 31076 members Mstep: Class 16 contains 976 members Mstep: Class 17 contains 1127 members Mstep: Class 21 contains 929 members Entering Unmasked Estep ConsiderDeletion Score: -15534101.000000 Penalty: 8166.219727 Iteration 69Q: 15 clusters Score -1.55341e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 1588 members Mstep: Class 3 contains 351 members Mstep: Class 4 contains 2855 members Mstep: Class 7 contains 4143 members Mstep: Class 9 contains 20339 members Mstep: Class 10 contains 265467 members Mstep: Class 11 contains 418 members Mstep: Class 12 contains 1180 members Mstep: Class 14 contains 38497 members Mstep: Class 15 contains 31076 members Mstep: Class 16 contains 976 members Mstep: Class 17 contains 1127 members Mstep: Class 21 contains 929 members Entering Unmasked Estep ConsiderDeletion Score: -15534096.000000 Penalty: 8166.219727 Iteration 70Q: 15 clusters Score -1.55341e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 1588 members Mstep: Class 3 contains 351 members Mstep: Class 4 contains 2856 members Mstep: Class 7 contains 4142 members Mstep: Class 9 contains 20352 members Mstep: Class 10 contains 265462 members Mstep: Class 11 contains 418 members Mstep: Class 12 contains 1180 members Mstep: Class 14 contains 38490 members Mstep: Class 15 contains 31075 members Mstep: Class 16 contains 976 members Mstep: Class 17 contains 1127 members Mstep: Class 21 contains 929 members Entering Unmasked Estep ConsiderDeletion Score: -15534094.000000 Penalty: 8166.219727 Iteration 71Q: 15 clusters Score -1.553409e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 1588 members Mstep: Class 3 contains 351 members Mstep: Class 4 contains 2857 members Mstep: Class 7 contains 4142 members Mstep: Class 9 contains 20363 members Mstep: Class 10 contains 265464 members Mstep: Class 11 contains 418 members Mstep: Class 12 contains 1180 members Mstep: Class 14 contains 38477 members Mstep: Class 15 contains 31074 members Mstep: Class 16 contains 976 members Mstep: Class 17 contains 1127 members Mstep: Class 21 contains 929 members Entering Unmasked Estep ConsiderDeletion Score: -15534102.000000 Penalty: 8166.219727 Iteration 72Q: 15 clusters Score -1.55341e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 1588 members Mstep: Class 3 contains 351 members Mstep: Class 4 contains 2859 members Mstep: Class 7 contains 4142 members Mstep: Class 9 contains 20375 members Mstep: Class 10 contains 265460 members Mstep: Class 11 contains 418 members Mstep: Class 12 contains 1180 members Mstep: Class 14 contains 38468 members Mstep: Class 15 contains 31073 members Mstep: Class 16 contains 976 members Mstep: Class 17 contains 1127 members Mstep: Class 21 contains 929 members Entering Unmasked Estep ConsiderDeletion Score: -15534113.000000 Penalty: 8166.219727 Iteration 73Q: 15 clusters Score -1.553411e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 1588 members Mstep: Class 3 contains 351 members Mstep: Class 4 contains 2862 members Mstep: Class 7 contains 4142 members Mstep: Class 9 contains 20388 members Mstep: Class 10 contains 265451 members Mstep: Class 11 contains 418 members Mstep: Class 12 contains 1180 members Mstep: Class 14 contains 38463 members Mstep: Class 15 contains 31071 members Mstep: Class 16 contains 976 members Mstep: Class 17 contains 1127 members Mstep: Class 21 contains 929 members Entering Unmasked Estep ConsiderDeletion Score: -15534127.000000 Penalty: 8166.219727 Iteration 74Q: 15 clusters Score -1.553413e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 1588 members Mstep: Class 3 contains 351 members Mstep: Class 4 contains 2863 members Mstep: Class 7 contains 4142 members Mstep: Class 9 contains 20403 members Mstep: Class 10 contains 265441 members Mstep: Class 11 contains 418 members Mstep: Class 12 contains 1180 members Mstep: Class 14 contains 38458 members Mstep: Class 15 contains 31070 members Mstep: Class 16 contains 976 members Mstep: Class 17 contains 1127 members Mstep: Class 21 contains 929 members Entering Unmasked Estep ConsiderDeletion Score: -15534116.000000 Penalty: 8166.219727 Iteration 75Q: 15 clusters Score -1.553412e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 1588 members Mstep: Class 3 contains 351 members Mstep: Class 4 contains 2863 members Mstep: Class 7 contains 4142 members Mstep: Class 9 contains 20420 members Mstep: Class 10 contains 265428 members Mstep: Class 11 contains 418 members Mstep: Class 12 contains 1180 members Mstep: Class 14 contains 38454 members Mstep: Class 15 contains 31070 members Mstep: Class 16 contains 976 members Mstep: Class 17 contains 1127 members Mstep: Class 21 contains 929 members Entering Unmasked Estep ConsiderDeletion Score: -15534141.000000 Penalty: 8166.219727 Iteration 76Q: 15 clusters Score -1.553414e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 1588 members Mstep: Class 3 contains 351 members Mstep: Class 4 contains 2863 members Mstep: Class 7 contains 4142 members Mstep: Class 9 contains 20432 members Mstep: Class 10 contains 265418 members Mstep: Class 11 contains 418 members Mstep: Class 12 contains 1180 members Mstep: Class 14 contains 38452 members Mstep: Class 15 contains 31070 members Mstep: Class 16 contains 976 members Mstep: Class 17 contains 1127 members Mstep: Class 21 contains 929 members Entering Unmasked Estep ConsiderDeletion Score: -15534128.000000 Penalty: 8166.219727 Iteration 77Q: 15 clusters Score -1.553413e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 1588 members Mstep: Class 3 contains 351 members Mstep: Class 4 contains 2863 members Mstep: Class 7 contains 4142 members Mstep: Class 9 contains 20442 members Mstep: Class 10 contains 265412 members Mstep: Class 11 contains 418 members Mstep: Class 12 contains 1180 members Mstep: Class 14 contains 38448 members Mstep: Class 15 contains 31070 members Mstep: Class 16 contains 976 members Mstep: Class 17 contains 1127 members Mstep: Class 21 contains 929 members Entering Unmasked Estep ConsiderDeletion Score: -15534133.000000 Penalty: 8166.219727 Iteration 78Q: 15 clusters Score -1.553413e+07 nChanged 7 Entering ConstructFrom: Score: -15534133.000000 Penalty: 8166.219727 Entering ConstructFrom: Trying to split cluster 1 (510 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Entering Unmasked Estep Score: -20110.154297 Penalty: 283.665680 Iteration 0F: 2 clusters Score -20110.15 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -19615.095703 Penalty: 567.331360 Iteration 0F: 3 clusters Score -19615.1 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -19767.455078 Penalty: 567.331360 Iteration 1F: 3 clusters Score -19767.46 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -19791.154297 Penalty: 567.331360 Iteration 2F: 3 clusters Score -19791.15 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -19805.910156 Penalty: 567.331360 Iteration 3Q: 3 clusters Score -19805.91 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -19827.320312 Penalty: 567.331360 Iteration 4Q: 3 clusters Score -19827.32 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -19846.623047 Penalty: 567.331360 Iteration 5Q: 3 clusters Score -19846.62 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -19865.076172 Penalty: 567.331360 Iteration 6Q: 3 clusters Score -19865.08 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -19883.587891 Penalty: 567.331360 Iteration 7Q: 3 clusters Score -19883.59 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -19898.009766 Penalty: 567.331360 Iteration 8Q: 3 clusters Score -19898.01 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -19905.097656 Penalty: 567.331360 Iteration 9Q: 3 clusters Score -19905.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -19918.517578 Penalty: 567.331360 Iteration 10Q: 3 clusters Score -19918.52 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -19928.171875 Penalty: 567.331360 Iteration 11Q: 3 clusters Score -19928.17 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -19939.470703 Penalty: 567.331360 Iteration 12Q: 3 clusters Score -19939.47 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -19946.478516 Penalty: 567.331360 Iteration 13Q: 3 clusters Score -19946.48 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -19952.761719 Penalty: 567.331360 Iteration 14Q: 3 clusters Score -19952.76 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -19957.166016 Penalty: 567.331360 Iteration 15Q: 3 clusters Score -19957.17 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -19963.962891 Penalty: 567.331360 Iteration 16Q: 3 clusters Score -19963.96 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -19975.349609 Penalty: 567.331360 Iteration 17Q: 3 clusters Score -19975.35 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -19983.300781 Penalty: 567.331360 Iteration 18Q: 3 clusters Score -19983.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -19988.339844 Penalty: 567.331360 Iteration 19Q: 3 clusters Score -19988.34 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -19993.646484 Penalty: 567.331360 Iteration 20F: 3 clusters Score -19993.65 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -19997.376953 Penalty: 567.331360 Iteration 21Q: 3 clusters Score -19997.38 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -20002.380859 Penalty: 567.331360 Iteration 22Q: 3 clusters Score -20002.38 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -20011.378906 Penalty: 567.331360 Iteration 23Q: 3 clusters Score -20011.38 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -20023.076172 Penalty: 567.331360 Iteration 24Q: 3 clusters Score -20023.08 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -20048.095703 Penalty: 567.331360 Iteration 25Q: 3 clusters Score -20048.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -20067.207031 Penalty: 567.331360 Iteration 26Q: 3 clusters Score -20067.21 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -20083.656250 Penalty: 567.331360 Iteration 27Q: 3 clusters Score -20083.66 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -20096.025391 Penalty: 567.331360 Iteration 28Q: 3 clusters Score -20096.03 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -20099.689453 Penalty: 567.331360 Iteration 29Q: 3 clusters Score -20099.69 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -20103.828125 Penalty: 567.331360 Iteration 30Q: 3 clusters Score -20103.83 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -20104.591797 Penalty: 567.331360 Iteration 31Q: 3 clusters Score -20104.59 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -20105.906250 Penalty: 567.331360 Iteration 32Q: 3 clusters Score -20105.91 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -20109.101562 Penalty: 567.331360 Iteration 33Q: 3 clusters Score -20109.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -20122.568359 Penalty: 567.331360 Iteration 34Q: 3 clusters Score -20122.57 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -20199.130859 Penalty: 567.331360 Iteration 35Q: 3 clusters Score -20199.13 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -20359.753906 Penalty: 567.331360 Iteration 36Q: 3 clusters Score -20359.75 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -20389.509766 Penalty: 567.331360 Iteration 37Q: 3 clusters Score -20389.51 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -20400.351562 Penalty: 567.331360 Iteration 38Q: 3 clusters Score -20400.35 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -20429.478516 Penalty: 567.331360 Iteration 39Q: 3 clusters Score -20429.48 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -20460.162109 Penalty: 567.331360 Iteration 40F: 3 clusters Score -20460.16 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -20461.316406 Penalty: 567.331360 Iteration 41Q: 3 clusters Score -20461.32 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -20463.300781 Penalty: 567.331360 Iteration 42Q: 3 clusters Score -20463.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -20466.199219 Penalty: 567.331360 Iteration 43Q: 3 clusters Score -20466.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -20467.041016 Penalty: 567.331360 Iteration 44Q: 3 clusters Score -20467.04 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -20469.535156 Penalty: 567.331360 Iteration 45Q: 3 clusters Score -20469.54 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -20474.595703 Penalty: 567.331360 Iteration 46Q: 3 clusters Score -20474.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -20480.394531 Penalty: 567.331360 Iteration 47Q: 3 clusters Score -20480.39 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -20501.322266 Penalty: 567.331360 Iteration 48Q: 3 clusters Score -20501.32 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -20588.353516 Penalty: 567.331360 Iteration 49Q: 3 clusters Score -20588.35 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -20858.115234 Penalty: 567.331360 Iteration 50Q: 3 clusters Score -20858.12 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -20858.115234 Penalty: 567.331360 Iteration 51F: 3 clusters Score -20858.12 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 1588 members Mstep: Class 3 contains 351 members Mstep: Class 4 contains 2863 members Mstep: Class 5 contains 318 members Mstep: Class 7 contains 4142 members Mstep: Class 9 contains 20448 members Mstep: Class 10 contains 265407 members Mstep: Class 11 contains 418 members Mstep: Class 12 contains 1180 members Mstep: Class 14 contains 38447 members Mstep: Class 15 contains 31070 members Mstep: Class 16 contains 976 members Mstep: Class 17 contains 1127 members Mstep: Class 21 contains 929 members Entering Unmasked Estep Score: -15534588.000000 Penalty: 8749.520508 Splitting cluster 1 changes total score from -15534133.000000 to -15534588.000000 So it's getting split into cluster 5. Entering ConstructFrom: Trying to split cluster 2 (1588 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1588 members Entering Unmasked Estep Score: -67458.789062 Penalty: 335.345490 Iteration 0F: 2 clusters Score -67458.79 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -66254.132812 Penalty: 670.690979 Iteration 0F: 3 clusters Score -66254.13 nChanged 684 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -66652.031250 Penalty: 670.690979 Iteration 1F: 3 clusters Score -66652.03 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -66744.773438 Penalty: 670.690979 Iteration 2F: 3 clusters Score -66744.77 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -66820.320312 Penalty: 670.690979 Iteration 3F: 3 clusters Score -66820.32 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -66886.820312 Penalty: 670.690979 Iteration 4F: 3 clusters Score -66886.82 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -66959.500000 Penalty: 670.690979 Iteration 5F: 3 clusters Score -66959.5 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1394 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -67018.875000 Penalty: 670.690979 Iteration 6Q: 3 clusters Score -67018.88 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1447 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -67066.546875 Penalty: 670.690979 Iteration 7Q: 3 clusters Score -67066.55 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1476 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -67098.921875 Penalty: 670.690979 Iteration 8Q: 3 clusters Score -67098.92 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1503 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -67126.726562 Penalty: 670.690979 Iteration 9Q: 3 clusters Score -67126.73 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1517 members Mstep: Class 2 contains 71 members Entering Unmasked Estep Score: -67147.398438 Penalty: 670.690979 Iteration 10Q: 3 clusters Score -67147.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1527 members Mstep: Class 2 contains 61 members Entering Unmasked Estep Score: -67163.929688 Penalty: 670.690979 Iteration 11Q: 3 clusters Score -67163.93 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1532 members Mstep: Class 2 contains 56 members Entering Unmasked Estep Score: -67169.460938 Penalty: 670.690979 Iteration 12Q: 3 clusters Score -67169.46 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1534 members Mstep: Class 2 contains 54 members Entering Unmasked Estep Score: -67170.796875 Penalty: 670.690979 Iteration 13Q: 3 clusters Score -67170.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1534 members Mstep: Class 2 contains 54 members Entering Unmasked Estep Score: -67170.796875 Penalty: 670.690979 Iteration 14F: 3 clusters Score -67170.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (351 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Entering Unmasked Estep Score: -13433.037109 Penalty: 266.665771 Iteration 0F: 2 clusters Score -13433.04 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -13037.922852 Penalty: 533.331543 Iteration 0F: 3 clusters Score -13037.92 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -13136.146484 Penalty: 533.331543 Iteration 1F: 3 clusters Score -13136.15 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -13175.627930 Penalty: 533.331543 Iteration 2F: 3 clusters Score -13175.63 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -13190.086914 Penalty: 533.331543 Iteration 3Q: 3 clusters Score -13190.09 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -13219.179688 Penalty: 533.331543 Iteration 4Q: 3 clusters Score -13219.18 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -13241.930664 Penalty: 533.331543 Iteration 5Q: 3 clusters Score -13241.93 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -13248.066406 Penalty: 533.331543 Iteration 6Q: 3 clusters Score -13248.07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -13256.705078 Penalty: 533.331543 Iteration 7Q: 3 clusters Score -13256.71 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -13267.290039 Penalty: 533.331543 Iteration 8Q: 3 clusters Score -13267.29 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -13280.602539 Penalty: 533.331543 Iteration 9Q: 3 clusters Score -13280.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -13298.149414 Penalty: 533.331543 Iteration 10Q: 3 clusters Score -13298.15 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -13338.837891 Penalty: 533.331543 Iteration 11Q: 3 clusters Score -13338.84 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -13416.202148 Penalty: 533.331543 Iteration 12Q: 3 clusters Score -13416.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -13512.562500 Penalty: 533.331543 Iteration 13Q: 3 clusters Score -13512.56 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -13574.524414 Penalty: 533.331543 Iteration 14Q: 3 clusters Score -13574.52 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -13586.169922 Penalty: 533.331543 Iteration 15F: 3 clusters Score -13586.17 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -13650.791016 Penalty: 533.331543 Iteration 16Q: 3 clusters Score -13650.79 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -13650.791016 Penalty: 533.331543 Iteration 17F: 3 clusters Score -13650.79 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 1588 members Mstep: Class 3 contains 205 members Mstep: Class 4 contains 2863 members Mstep: Class 5 contains 318 members Mstep: Class 6 contains 146 members Mstep: Class 7 contains 4142 members Mstep: Class 9 contains 20448 members Mstep: Class 10 contains 265407 members Mstep: Class 11 contains 418 members Mstep: Class 12 contains 1180 members Mstep: Class 14 contains 38447 members Mstep: Class 15 contains 31070 members Mstep: Class 16 contains 976 members Mstep: Class 17 contains 1127 members Mstep: Class 21 contains 929 members Entering Unmasked Estep Score: -15534495.000000 Penalty: 9332.822266 Splitting cluster 3 changes total score from -15534133.000000 to -15534495.000000 So it's getting split into cluster 6. Entering ConstructFrom: Trying to split cluster 4 (2863 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2863 members Entering Unmasked Estep Score: -120036.390625 Penalty: 362.162964 Iteration 0F: 2 clusters Score -120036.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 1454 members Entering Unmasked Estep Score: -118011.421875 Penalty: 724.325928 Iteration 0F: 3 clusters Score -118011.4 nChanged 1257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1336 members Mstep: Class 2 contains 1527 members Entering Unmasked Estep Score: -118714.781250 Penalty: 724.325928 Iteration 1F: 3 clusters Score -118714.8 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1294 members Mstep: Class 2 contains 1569 members Entering Unmasked Estep Score: -118825.609375 Penalty: 724.325928 Iteration 2F: 3 clusters Score -118825.6 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 1606 members Entering Unmasked Estep Score: -118914.132812 Penalty: 724.325928 Iteration 3F: 3 clusters Score -118914.1 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 1664 members Entering Unmasked Estep Score: -118987.664062 Penalty: 724.325928 Iteration 4Q: 3 clusters Score -118987.7 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 1733 members Entering Unmasked Estep Score: -119064.226562 Penalty: 724.325928 Iteration 5Q: 3 clusters Score -119064.2 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 1808 members Entering Unmasked Estep Score: -119147.625000 Penalty: 724.325928 Iteration 6Q: 3 clusters Score -119147.6 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 1891 members Entering Unmasked Estep Score: -119234.257812 Penalty: 724.325928 Iteration 7F: 3 clusters Score -119234.3 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 1958 members Entering Unmasked Estep Score: -119290.585938 Penalty: 724.325928 Iteration 8Q: 3 clusters Score -119290.6 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 2020 members Entering Unmasked Estep Score: -119340.437500 Penalty: 724.325928 Iteration 9Q: 3 clusters Score -119340.4 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 2076 members Entering Unmasked Estep Score: -119383.468750 Penalty: 724.325928 Iteration 10Q: 3 clusters Score -119383.5 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 2132 members Entering Unmasked Estep Score: -119412.789062 Penalty: 724.325928 Iteration 11Q: 3 clusters Score -119412.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 2166 members Entering Unmasked Estep Score: -119431.359375 Penalty: 724.325928 Iteration 12Q: 3 clusters Score -119431.4 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 2210 members Entering Unmasked Estep Score: -119450.921875 Penalty: 724.325928 Iteration 13Q: 3 clusters Score -119450.9 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 2251 members Entering Unmasked Estep Score: -119471.070312 Penalty: 724.325928 Iteration 14Q: 3 clusters Score -119471.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 2291 members Entering Unmasked Estep Score: -119494.054688 Penalty: 724.325928 Iteration 15Q: 3 clusters Score -119494.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 2322 members Entering Unmasked Estep Score: -119515.015625 Penalty: 724.325928 Iteration 16Q: 3 clusters Score -119515 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2353 members Entering Unmasked Estep Score: -119535.750000 Penalty: 724.325928 Iteration 17Q: 3 clusters Score -119535.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 2377 members Entering Unmasked Estep Score: -119552.898438 Penalty: 724.325928 Iteration 18Q: 3 clusters Score -119552.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 2412 members Entering Unmasked Estep Score: -119576.085938 Penalty: 724.325928 Iteration 19Q: 3 clusters Score -119576.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 2431 members Entering Unmasked Estep Score: -119589.320312 Penalty: 724.325928 Iteration 20F: 3 clusters Score -119589.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 2454 members Entering Unmasked Estep Score: -119613.718750 Penalty: 724.325928 Iteration 21Q: 3 clusters Score -119613.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 2472 members Entering Unmasked Estep Score: -119637.875000 Penalty: 724.325928 Iteration 22Q: 3 clusters Score -119637.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 2488 members Entering Unmasked Estep Score: -119681.335938 Penalty: 724.325928 Iteration 23Q: 3 clusters Score -119681.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 2502 members Entering Unmasked Estep Score: -119717.492188 Penalty: 724.325928 Iteration 24Q: 3 clusters Score -119717.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 2515 members Entering Unmasked Estep Score: -119739.070312 Penalty: 724.325928 Iteration 25Q: 3 clusters Score -119739.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 2524 members Entering Unmasked Estep Score: -119754.500000 Penalty: 724.325928 Iteration 26Q: 3 clusters Score -119754.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 2531 members Entering Unmasked Estep Score: -119761.710938 Penalty: 724.325928 Iteration 27Q: 3 clusters Score -119761.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 2537 members Entering Unmasked Estep Score: -119763.625000 Penalty: 724.325928 Iteration 28Q: 3 clusters Score -119763.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 2540 members Entering Unmasked Estep Score: -119764.757812 Penalty: 724.325928 Iteration 29Q: 3 clusters Score -119764.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 2541 members Entering Unmasked Estep Score: -119765.109375 Penalty: 724.325928 Iteration 30Q: 3 clusters Score -119765.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 2543 members Entering Unmasked Estep Score: -119765.835938 Penalty: 724.325928 Iteration 31Q: 3 clusters Score -119765.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 2544 members Entering Unmasked Estep Score: -119766.046875 Penalty: 724.325928 Iteration 32Q: 3 clusters Score -119766 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 2545 members Entering Unmasked Estep Score: -119766.484375 Penalty: 724.325928 Iteration 33Q: 3 clusters Score -119766.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 2546 members Entering Unmasked Estep Score: -119767.851562 Penalty: 724.325928 Iteration 34Q: 3 clusters Score -119767.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 2548 members Entering Unmasked Estep Score: -119769.343750 Penalty: 724.325928 Iteration 35Q: 3 clusters Score -119769.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 2548 members Entering Unmasked Estep Score: -119770.039062 Penalty: 724.325928 Iteration 36Q: 3 clusters Score -119770 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 2549 members Entering Unmasked Estep Score: -119772.140625 Penalty: 724.325928 Iteration 37Q: 3 clusters Score -119772.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 2550 members Entering Unmasked Estep Score: -119773.289062 Penalty: 724.325928 Iteration 38Q: 3 clusters Score -119773.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 2551 members Entering Unmasked Estep Score: -119773.562500 Penalty: 724.325928 Iteration 39Q: 3 clusters Score -119773.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 2552 members Entering Unmasked Estep Score: -119773.843750 Penalty: 724.325928 Iteration 40F: 3 clusters Score -119773.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (4142 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4142 members Entering Unmasked Estep Score: -168223.875000 Penalty: 378.966492 Iteration 0F: 2 clusters Score -168223.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2070 members Mstep: Class 2 contains 2072 members Entering Unmasked Estep Score: -165382.171875 Penalty: 757.932983 Iteration 0F: 3 clusters Score -165382.2 nChanged 1854 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1998 members Mstep: Class 2 contains 2144 members Entering Unmasked Estep Score: -166428.796875 Penalty: 757.932983 Iteration 1F: 3 clusters Score -166428.8 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1930 members Mstep: Class 2 contains 2212 members Entering Unmasked Estep Score: -166524.375000 Penalty: 757.932983 Iteration 2F: 3 clusters Score -166524.4 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1861 members Mstep: Class 2 contains 2281 members Entering Unmasked Estep Score: -166603.703125 Penalty: 757.932983 Iteration 3Q: 3 clusters Score -166603.7 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1791 members Mstep: Class 2 contains 2351 members Entering Unmasked Estep Score: -166670.687500 Penalty: 757.932983 Iteration 4Q: 3 clusters Score -166670.7 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1714 members Mstep: Class 2 contains 2428 members Entering Unmasked Estep Score: -166757.468750 Penalty: 757.932983 Iteration 5Q: 3 clusters Score -166757.5 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1634 members Mstep: Class 2 contains 2508 members Entering Unmasked Estep Score: -166892.671875 Penalty: 757.932983 Iteration 6Q: 3 clusters Score -166892.7 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1553 members Mstep: Class 2 contains 2589 members Entering Unmasked Estep Score: -167054.562500 Penalty: 757.932983 Iteration 7F: 3 clusters Score -167054.6 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1507 members Mstep: Class 2 contains 2635 members Entering Unmasked Estep Score: -167181.234375 Penalty: 757.932983 Iteration 8Q: 3 clusters Score -167181.2 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1461 members Mstep: Class 2 contains 2681 members Entering Unmasked Estep Score: -167310.828125 Penalty: 757.932983 Iteration 9Q: 3 clusters Score -167310.8 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1417 members Mstep: Class 2 contains 2725 members Entering Unmasked Estep Score: -167428.937500 Penalty: 757.932983 Iteration 10Q: 3 clusters Score -167428.9 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1380 members Mstep: Class 2 contains 2762 members Entering Unmasked Estep Score: -167512.406250 Penalty: 757.932983 Iteration 11Q: 3 clusters Score -167512.4 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1341 members Mstep: Class 2 contains 2801 members Entering Unmasked Estep Score: -167595.281250 Penalty: 757.932983 Iteration 12Q: 3 clusters Score -167595.3 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1301 members Mstep: Class 2 contains 2841 members Entering Unmasked Estep Score: -167665.890625 Penalty: 757.932983 Iteration 13Q: 3 clusters Score -167665.9 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 2885 members Entering Unmasked Estep Score: -167747.109375 Penalty: 757.932983 Iteration 14Q: 3 clusters Score -167747.1 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 2930 members Entering Unmasked Estep Score: -167813.437500 Penalty: 757.932983 Iteration 15Q: 3 clusters Score -167813.4 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 2966 members Entering Unmasked Estep Score: -167856.468750 Penalty: 757.932983 Iteration 16Q: 3 clusters Score -167856.5 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Mstep: Class 2 contains 3000 members Entering Unmasked Estep Score: -167880.421875 Penalty: 757.932983 Iteration 17Q: 3 clusters Score -167880.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Mstep: Class 2 contains 3027 members Entering Unmasked Estep Score: -167893.796875 Penalty: 757.932983 Iteration 18Q: 3 clusters Score -167893.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 3055 members Entering Unmasked Estep Score: -167908.062500 Penalty: 757.932983 Iteration 19Q: 3 clusters Score -167908.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 3080 members Entering Unmasked Estep Score: -167919.406250 Penalty: 757.932983 Iteration 20F: 3 clusters Score -167919.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 3098 members Entering Unmasked Estep Score: -167927.625000 Penalty: 757.932983 Iteration 21Q: 3 clusters Score -167927.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 3111 members Entering Unmasked Estep Score: -167932.015625 Penalty: 757.932983 Iteration 22Q: 3 clusters Score -167932 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 3122 members Entering Unmasked Estep Score: -167934.375000 Penalty: 757.932983 Iteration 23Q: 3 clusters Score -167934.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 3129 members Entering Unmasked Estep Score: -167936.218750 Penalty: 757.932983 Iteration 24Q: 3 clusters Score -167936.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 3137 members Entering Unmasked Estep Score: -167937.781250 Penalty: 757.932983 Iteration 25Q: 3 clusters Score -167937.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 3144 members Entering Unmasked Estep Score: -167938.828125 Penalty: 757.932983 Iteration 26Q: 3 clusters Score -167938.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 3147 members Entering Unmasked Estep Score: -167938.875000 Penalty: 757.932983 Iteration 27Q: 3 clusters Score -167938.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 3148 members Entering Unmasked Estep Score: -167939.187500 Penalty: 757.932983 Iteration 28Q: 3 clusters Score -167939.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 3148 members Entering Unmasked Estep Score: -167939.187500 Penalty: 757.932983 Iteration 29F: 3 clusters Score -167939.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (20448 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20448 members Entering Unmasked Estep Score: -956837.312500 Penalty: 451.616638 Iteration 0F: 2 clusters Score -956837.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10350 members Mstep: Class 2 contains 10098 members Entering Unmasked Estep Score: -943131.000000 Penalty: 903.233276 Iteration 0F: 3 clusters Score -943131 nChanged 9695 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11715 members Mstep: Class 2 contains 8733 members Entering Unmasked Estep Score: -949064.812500 Penalty: 903.233276 Iteration 1F: 3 clusters Score -949064.8 nChanged 1003 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12378 members Mstep: Class 2 contains 8070 members Entering Unmasked Estep Score: -949671.625000 Penalty: 903.233276 Iteration 2Q: 3 clusters Score -949671.6 nChanged 1239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13231 members Mstep: Class 2 contains 7217 members Entering Unmasked Estep Score: -950605.625000 Penalty: 903.233276 Iteration 3F: 3 clusters Score -950605.6 nChanged 1372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14183 members Mstep: Class 2 contains 6265 members Entering Unmasked Estep Score: -951790.750000 Penalty: 903.233276 Iteration 4F: 3 clusters Score -951790.8 nChanged 1286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15029 members Mstep: Class 2 contains 5419 members Entering Unmasked Estep Score: -952836.812500 Penalty: 903.233276 Iteration 5F: 3 clusters Score -952836.8 nChanged 1066 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15681 members Mstep: Class 2 contains 4767 members Entering Unmasked Estep Score: -953548.187500 Penalty: 903.233276 Iteration 6F: 3 clusters Score -953548.2 nChanged 821 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16196 members Mstep: Class 2 contains 4252 members Entering Unmasked Estep Score: -954058.500000 Penalty: 903.233276 Iteration 7Q: 3 clusters Score -954058.5 nChanged 642 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16614 members Mstep: Class 2 contains 3834 members Entering Unmasked Estep Score: -954429.062500 Penalty: 903.233276 Iteration 8Q: 3 clusters Score -954429.1 nChanged 497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16997 members Mstep: Class 2 contains 3451 members Entering Unmasked Estep Score: -954703.125000 Penalty: 903.233276 Iteration 9Q: 3 clusters Score -954703.1 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17320 members Mstep: Class 2 contains 3128 members Entering Unmasked Estep Score: -954905.312500 Penalty: 903.233276 Iteration 10Q: 3 clusters Score -954905.3 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17621 members Mstep: Class 2 contains 2827 members Entering Unmasked Estep Score: -955082.437500 Penalty: 903.233276 Iteration 11Q: 3 clusters Score -955082.4 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17914 members Mstep: Class 2 contains 2534 members Entering Unmasked Estep Score: -955259.375000 Penalty: 903.233276 Iteration 12Q: 3 clusters Score -955259.4 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18183 members Mstep: Class 2 contains 2265 members Entering Unmasked Estep Score: -955414.250000 Penalty: 903.233276 Iteration 13Q: 3 clusters Score -955414.2 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18444 members Mstep: Class 2 contains 2004 members Entering Unmasked Estep Score: -955559.937500 Penalty: 903.233276 Iteration 14Q: 3 clusters Score -955559.9 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18668 members Mstep: Class 2 contains 1780 members Entering Unmasked Estep Score: -955691.187500 Penalty: 903.233276 Iteration 15Q: 3 clusters Score -955691.2 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18872 members Mstep: Class 2 contains 1576 members Entering Unmasked Estep Score: -955802.375000 Penalty: 903.233276 Iteration 16Q: 3 clusters Score -955802.4 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19063 members Mstep: Class 2 contains 1385 members Entering Unmasked Estep Score: -955904.500000 Penalty: 903.233276 Iteration 17Q: 3 clusters Score -955904.5 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19219 members Mstep: Class 2 contains 1229 members Entering Unmasked Estep Score: -955982.000000 Penalty: 903.233276 Iteration 18Q: 3 clusters Score -955982 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19351 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -956044.000000 Penalty: 903.233276 Iteration 19Q: 3 clusters Score -956044 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19471 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -956093.687500 Penalty: 903.233276 Iteration 20F: 3 clusters Score -956093.7 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19571 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -956132.000000 Penalty: 903.233276 Iteration 21Q: 3 clusters Score -956132 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19675 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -956176.812500 Penalty: 903.233276 Iteration 22Q: 3 clusters Score -956176.8 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19768 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -956218.812500 Penalty: 903.233276 Iteration 23Q: 3 clusters Score -956218.8 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19853 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -956263.437500 Penalty: 903.233276 Iteration 24Q: 3 clusters Score -956263.4 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19925 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -956298.250000 Penalty: 903.233276 Iteration 25Q: 3 clusters Score -956298.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19971 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -956321.187500 Penalty: 903.233276 Iteration 26Q: 3 clusters Score -956321.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20011 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -956340.937500 Penalty: 903.233276 Iteration 27Q: 3 clusters Score -956340.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20047 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -956359.000000 Penalty: 903.233276 Iteration 28Q: 3 clusters Score -956359 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20082 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -956373.812500 Penalty: 903.233276 Iteration 29Q: 3 clusters Score -956373.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20116 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -956392.750000 Penalty: 903.233276 Iteration 30Q: 3 clusters Score -956392.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20141 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -956406.625000 Penalty: 903.233276 Iteration 31Q: 3 clusters Score -956406.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20171 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -956425.937500 Penalty: 903.233276 Iteration 32Q: 3 clusters Score -956425.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20194 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -956441.625000 Penalty: 903.233276 Iteration 33Q: 3 clusters Score -956441.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20212 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -956461.500000 Penalty: 903.233276 Iteration 34Q: 3 clusters Score -956461.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20229 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -956472.562500 Penalty: 903.233276 Iteration 35Q: 3 clusters Score -956472.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20235 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -956478.250000 Penalty: 903.233276 Iteration 36Q: 3 clusters Score -956478.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20241 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -956480.062500 Penalty: 903.233276 Iteration 37Q: 3 clusters Score -956480.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20245 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -956482.062500 Penalty: 903.233276 Iteration 38Q: 3 clusters Score -956482.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20252 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -956485.937500 Penalty: 903.233276 Iteration 39Q: 3 clusters Score -956485.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20257 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -956488.187500 Penalty: 903.233276 Iteration 40F: 3 clusters Score -956488.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20259 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -956489.437500 Penalty: 903.233276 Iteration 41Q: 3 clusters Score -956489.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20261 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -956490.500000 Penalty: 903.233276 Iteration 42Q: 3 clusters Score -956490.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20263 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -956491.062500 Penalty: 903.233276 Iteration 43Q: 3 clusters Score -956491.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20266 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -956492.250000 Penalty: 903.233276 Iteration 44Q: 3 clusters Score -956492.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20269 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -956493.875000 Penalty: 903.233276 Iteration 45Q: 3 clusters Score -956493.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20268 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -956494.500000 Penalty: 903.233276 Iteration 46Q: 3 clusters Score -956494.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20268 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -956495.437500 Penalty: 903.233276 Iteration 47Q: 3 clusters Score -956495.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20269 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -956496.750000 Penalty: 903.233276 Iteration 48Q: 3 clusters Score -956496.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20272 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -956497.937500 Penalty: 903.233276 Iteration 49Q: 3 clusters Score -956497.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20274 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -956499.937500 Penalty: 903.233276 Iteration 50Q: 3 clusters Score -956499.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20277 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -956502.250000 Penalty: 903.233276 Iteration 51Q: 3 clusters Score -956502.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20278 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -956502.187500 Penalty: 903.233276 Iteration 52Q: 3 clusters Score -956502.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20278 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -956502.187500 Penalty: 903.233276 Iteration 53F: 3 clusters Score -956502.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (265407 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265407 members Entering Unmasked Estep Score: -11428883.000000 Penalty: 568.250366 Iteration 0F: 2 clusters Score -1.142888e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132956 members Mstep: Class 2 contains 132451 members Entering Unmasked Estep Score: -11258266.000000 Penalty: 1136.500732 Iteration 0F: 3 clusters Score -1.125827e+07 nChanged 131254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141510 members Mstep: Class 2 contains 123897 members Entering Unmasked Estep Score: -11347631.000000 Penalty: 1136.500732 Iteration 1F: 3 clusters Score -1.134763e+07 nChanged 16144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146968 members Mstep: Class 2 contains 118439 members Entering Unmasked Estep Score: -11358337.000000 Penalty: 1136.500732 Iteration 2F: 3 clusters Score -1.135834e+07 nChanged 18172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155120 members Mstep: Class 2 contains 110287 members Entering Unmasked Estep Score: -11371070.000000 Penalty: 1136.500732 Iteration 3F: 3 clusters Score -1.137107e+07 nChanged 18664 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165848 members Mstep: Class 2 contains 99559 members Entering Unmasked Estep Score: -11384578.000000 Penalty: 1136.500732 Iteration 4F: 3 clusters Score -1.138458e+07 nChanged 17421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177191 members Mstep: Class 2 contains 88216 members Entering Unmasked Estep Score: -11397438.000000 Penalty: 1136.500732 Iteration 5F: 3 clusters Score -1.139744e+07 nChanged 14662 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187029 members Mstep: Class 2 contains 78378 members Entering Unmasked Estep Score: -11407334.000000 Penalty: 1136.500732 Iteration 6F: 3 clusters Score -1.140733e+07 nChanged 10891 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194548 members Mstep: Class 2 contains 70859 members Entering Unmasked Estep Score: -11413281.000000 Penalty: 1136.500732 Iteration 7Q: 3 clusters Score -1.141328e+07 nChanged 7743 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200469 members Mstep: Class 2 contains 64938 members Entering Unmasked Estep Score: -11417057.000000 Penalty: 1136.500732 Iteration 8Q: 3 clusters Score -1.141706e+07 nChanged 5930 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205625 members Mstep: Class 2 contains 59782 members Entering Unmasked Estep Score: -11419788.000000 Penalty: 1136.500732 Iteration 9Q: 3 clusters Score -1.141979e+07 nChanged 5127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210482 members Mstep: Class 2 contains 54925 members Entering Unmasked Estep Score: -11422032.000000 Penalty: 1136.500732 Iteration 10Q: 3 clusters Score -1.142203e+07 nChanged 4808 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215130 members Mstep: Class 2 contains 50277 members Entering Unmasked Estep Score: -11424169.000000 Penalty: 1136.500732 Iteration 11Q: 3 clusters Score -1.142417e+07 nChanged 4570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219546 members Mstep: Class 2 contains 45861 members Entering Unmasked Estep Score: -11426295.000000 Penalty: 1136.500732 Iteration 12Q: 3 clusters Score -1.14263e+07 nChanged 4387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223769 members Mstep: Class 2 contains 41638 members Entering Unmasked Estep Score: -11428302.000000 Penalty: 1136.500732 Iteration 13Q: 3 clusters Score -1.14283e+07 nChanged 4159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227754 members Mstep: Class 2 contains 37653 members Entering Unmasked Estep Score: -11430242.000000 Penalty: 1136.500732 Iteration 14Q: 3 clusters Score -1.143024e+07 nChanged 3812 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231368 members Mstep: Class 2 contains 34039 members Entering Unmasked Estep Score: -11432031.000000 Penalty: 1136.500732 Iteration 15Q: 3 clusters Score -1.143203e+07 nChanged 3368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234530 members Mstep: Class 2 contains 30877 members Entering Unmasked Estep Score: -11433648.000000 Penalty: 1136.500732 Iteration 16Q: 3 clusters Score -1.143365e+07 nChanged 2950 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237260 members Mstep: Class 2 contains 28147 members Entering Unmasked Estep Score: -11434979.000000 Penalty: 1136.500732 Iteration 17Q: 3 clusters Score -1.143498e+07 nChanged 2553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239611 members Mstep: Class 2 contains 25796 members Entering Unmasked Estep Score: -11436335.000000 Penalty: 1136.500732 Iteration 18Q: 3 clusters Score -1.143634e+07 nChanged 2093 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241542 members Mstep: Class 2 contains 23865 members Entering Unmasked Estep Score: -11437127.000000 Penalty: 1136.500732 Iteration 19Q: 3 clusters Score -1.143713e+07 nChanged 1727 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243137 members Mstep: Class 2 contains 22270 members Entering Unmasked Estep Score: -11437768.000000 Penalty: 1136.500732 Iteration 20F: 3 clusters Score -1.143777e+07 nChanged 1435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244472 members Mstep: Class 2 contains 20935 members Entering Unmasked Estep Score: -11438159.000000 Penalty: 1136.500732 Iteration 21Q: 3 clusters Score -1.143816e+07 nChanged 1152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245592 members Mstep: Class 2 contains 19815 members Entering Unmasked Estep Score: -11438402.000000 Penalty: 1136.500732 Iteration 22Q: 3 clusters Score -1.14384e+07 nChanged 969 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246547 members Mstep: Class 2 contains 18860 members Entering Unmasked Estep Score: -11438555.000000 Penalty: 1136.500732 Iteration 23Q: 3 clusters Score -1.143856e+07 nChanged 788 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247331 members Mstep: Class 2 contains 18076 members Entering Unmasked Estep Score: -11438686.000000 Penalty: 1136.500732 Iteration 24Q: 3 clusters Score -1.143869e+07 nChanged 643 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247972 members Mstep: Class 2 contains 17435 members Entering Unmasked Estep Score: -11438703.000000 Penalty: 1136.500732 Iteration 25Q: 3 clusters Score -1.14387e+07 nChanged 546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248518 members Mstep: Class 2 contains 16889 members Entering Unmasked Estep Score: -11438768.000000 Penalty: 1136.500732 Iteration 26Q: 3 clusters Score -1.143877e+07 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248957 members Mstep: Class 2 contains 16450 members Entering Unmasked Estep Score: -11438804.000000 Penalty: 1136.500732 Iteration 27Q: 3 clusters Score -1.14388e+07 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249363 members Mstep: Class 2 contains 16044 members Entering Unmasked Estep Score: -11438832.000000 Penalty: 1136.500732 Iteration 28Q: 3 clusters Score -1.143883e+07 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249660 members Mstep: Class 2 contains 15747 members Entering Unmasked Estep Score: -11438832.000000 Penalty: 1136.500732 Iteration 29Q: 3 clusters Score -1.143883e+07 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249935 members Mstep: Class 2 contains 15472 members Entering Unmasked Estep Score: -11438804.000000 Penalty: 1136.500732 Iteration 30Q: 3 clusters Score -1.14388e+07 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250153 members Mstep: Class 2 contains 15254 members Entering Unmasked Estep Score: -11438815.000000 Penalty: 1136.500732 Iteration 31Q: 3 clusters Score -1.143882e+07 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250327 members Mstep: Class 2 contains 15080 members Entering Unmasked Estep Score: -11438763.000000 Penalty: 1136.500732 Iteration 32Q: 3 clusters Score -1.143876e+07 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250458 members Mstep: Class 2 contains 14949 members Entering Unmasked Estep Score: -11438765.000000 Penalty: 1136.500732 Iteration 33Q: 3 clusters Score -1.143876e+07 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250558 members Mstep: Class 2 contains 14849 members Entering Unmasked Estep Score: -11438740.000000 Penalty: 1136.500732 Iteration 34Q: 3 clusters Score -1.143874e+07 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250636 members Mstep: Class 2 contains 14771 members Entering Unmasked Estep Score: -11438746.000000 Penalty: 1136.500732 Iteration 35Q: 3 clusters Score -1.143875e+07 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250722 members Mstep: Class 2 contains 14685 members Entering Unmasked Estep Score: -11438768.000000 Penalty: 1136.500732 Iteration 36Q: 3 clusters Score -1.143877e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250786 members Mstep: Class 2 contains 14621 members Entering Unmasked Estep Score: -11438776.000000 Penalty: 1136.500732 Iteration 37Q: 3 clusters Score -1.143878e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250832 members Mstep: Class 2 contains 14575 members Entering Unmasked Estep Score: -11438769.000000 Penalty: 1136.500732 Iteration 38Q: 3 clusters Score -1.143877e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250865 members Mstep: Class 2 contains 14542 members Entering Unmasked Estep Score: -11438763.000000 Penalty: 1136.500732 Iteration 39Q: 3 clusters Score -1.143876e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250887 members Mstep: Class 2 contains 14520 members Entering Unmasked Estep Score: -11438763.000000 Penalty: 1136.500732 Iteration 40F: 3 clusters Score -1.143876e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250902 members Mstep: Class 2 contains 14505 members Entering Unmasked Estep Score: -11438767.000000 Penalty: 1136.500732 Iteration 41Q: 3 clusters Score -1.143877e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250913 members Mstep: Class 2 contains 14494 members Entering Unmasked Estep Score: -11438759.000000 Penalty: 1136.500732 Iteration 42Q: 3 clusters Score -1.143876e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250922 members Mstep: Class 2 contains 14485 members Entering Unmasked Estep Score: -11438762.000000 Penalty: 1136.500732 Iteration 43Q: 3 clusters Score -1.143876e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250929 members Mstep: Class 2 contains 14478 members Entering Unmasked Estep Score: -11438751.000000 Penalty: 1136.500732 Iteration 44Q: 3 clusters Score -1.143875e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250935 members Mstep: Class 2 contains 14472 members Entering Unmasked Estep Score: -11438750.000000 Penalty: 1136.500732 Iteration 45Q: 3 clusters Score -1.143875e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250942 members Mstep: Class 2 contains 14465 members Entering Unmasked Estep Score: -11438743.000000 Penalty: 1136.500732 Iteration 46Q: 3 clusters Score -1.143874e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250951 members Mstep: Class 2 contains 14456 members Entering Unmasked Estep Score: -11438753.000000 Penalty: 1136.500732 Iteration 47Q: 3 clusters Score -1.143875e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250957 members Mstep: Class 2 contains 14450 members Entering Unmasked Estep Score: -11438753.000000 Penalty: 1136.500732 Iteration 48Q: 3 clusters Score -1.143875e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250967 members Mstep: Class 2 contains 14440 members Entering Unmasked Estep Score: -11438748.000000 Penalty: 1136.500732 Iteration 49Q: 3 clusters Score -1.143875e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250971 members Mstep: Class 2 contains 14436 members Entering Unmasked Estep Score: -11438758.000000 Penalty: 1136.500732 Iteration 50Q: 3 clusters Score -1.143876e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250980 members Mstep: Class 2 contains 14427 members Entering Unmasked Estep Score: -11438762.000000 Penalty: 1136.500732 Iteration 51Q: 3 clusters Score -1.143876e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250989 members Mstep: Class 2 contains 14418 members Entering Unmasked Estep Score: -11438771.000000 Penalty: 1136.500732 Iteration 52Q: 3 clusters Score -1.143877e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250999 members Mstep: Class 2 contains 14408 members Entering Unmasked Estep Score: -11438780.000000 Penalty: 1136.500732 Iteration 53Q: 3 clusters Score -1.143878e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251008 members Mstep: Class 2 contains 14399 members Entering Unmasked Estep Score: -11438781.000000 Penalty: 1136.500732 Iteration 54Q: 3 clusters Score -1.143878e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251024 members Mstep: Class 2 contains 14383 members Entering Unmasked Estep Score: -11438783.000000 Penalty: 1136.500732 Iteration 55Q: 3 clusters Score -1.143878e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251040 members Mstep: Class 2 contains 14367 members Entering Unmasked Estep Score: -11438775.000000 Penalty: 1136.500732 Iteration 56Q: 3 clusters Score -1.143878e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251048 members Mstep: Class 2 contains 14359 members Entering Unmasked Estep Score: -11438777.000000 Penalty: 1136.500732 Iteration 57Q: 3 clusters Score -1.143878e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251054 members Mstep: Class 2 contains 14353 members Entering Unmasked Estep Score: -11438778.000000 Penalty: 1136.500732 Iteration 58Q: 3 clusters Score -1.143878e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251059 members Mstep: Class 2 contains 14348 members Entering Unmasked Estep Score: -11438775.000000 Penalty: 1136.500732 Iteration 59Q: 3 clusters Score -1.143878e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251062 members Mstep: Class 2 contains 14345 members Entering Unmasked Estep Score: -11438779.000000 Penalty: 1136.500732 Iteration 60F: 3 clusters Score -1.143878e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251065 members Mstep: Class 2 contains 14342 members Entering Unmasked Estep Score: -11438774.000000 Penalty: 1136.500732 Iteration 61Q: 3 clusters Score -1.143877e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251065 members Mstep: Class 2 contains 14342 members Entering Unmasked Estep Score: -11438774.000000 Penalty: 1136.500732 Iteration 62F: 3 clusters Score -1.143877e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 1588 members Mstep: Class 3 contains 205 members Mstep: Class 4 contains 2863 members Mstep: Class 5 contains 318 members Mstep: Class 6 contains 146 members Mstep: Class 7 contains 4142 members Mstep: Class 8 contains 14342 members Mstep: Class 9 contains 20448 members Mstep: Class 10 contains 251065 members Mstep: Class 11 contains 418 members Mstep: Class 12 contains 1180 members Mstep: Class 14 contains 38447 members Mstep: Class 15 contains 31070 members Mstep: Class 16 contains 976 members Mstep: Class 17 contains 1127 members Mstep: Class 21 contains 929 members Entering Unmasked Estep Score: -15544133.000000 Penalty: 9916.124023 Splitting cluster 10 changes total score from -15534133.000000 to -15544133.000000 So it's getting split into cluster 8. Entering ConstructFrom: Trying to split cluster 11 (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: -15483.716797 Penalty: 274.614410 Iteration 0F: 2 clusters Score -15483.72 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -15044.461914 Penalty: 549.228821 Iteration 0F: 3 clusters Score -15044.46 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -15130.467773 Penalty: 549.228821 Iteration 1F: 3 clusters Score -15130.47 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -15167.698242 Penalty: 549.228821 Iteration 2F: 3 clusters Score -15167.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -15185.073242 Penalty: 549.228821 Iteration 3Q: 3 clusters Score -15185.07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -15196.209961 Penalty: 549.228821 Iteration 4Q: 3 clusters Score -15196.21 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -15202.376953 Penalty: 549.228821 Iteration 5Q: 3 clusters Score -15202.38 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -15207.093750 Penalty: 549.228821 Iteration 6Q: 3 clusters Score -15207.09 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -15209.615234 Penalty: 549.228821 Iteration 7Q: 3 clusters Score -15209.62 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -15210.469727 Penalty: 549.228821 Iteration 8Q: 3 clusters Score -15210.47 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -15210.469727 Penalty: 549.228821 Iteration 9F: 3 clusters Score -15210.47 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (1180 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Entering Unmasked Estep Score: -54096.812500 Penalty: 321.833771 Iteration 0F: 2 clusters Score -54096.81 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -53188.050781 Penalty: 643.667542 Iteration 0F: 3 clusters Score -53188.05 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -53473.218750 Penalty: 643.667542 Iteration 1F: 3 clusters Score -53473.22 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -53522.085938 Penalty: 643.667542 Iteration 2F: 3 clusters Score -53522.09 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -53552.675781 Penalty: 643.667542 Iteration 3F: 3 clusters Score -53552.68 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -53575.292969 Penalty: 643.667542 Iteration 4Q: 3 clusters Score -53575.29 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -53600.300781 Penalty: 643.667542 Iteration 5Q: 3 clusters Score -53600.3 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -53628.503906 Penalty: 643.667542 Iteration 6Q: 3 clusters Score -53628.5 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -53660.714844 Penalty: 643.667542 Iteration 7Q: 3 clusters Score -53660.71 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -53688.171875 Penalty: 643.667542 Iteration 8Q: 3 clusters Score -53688.17 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -53710.148438 Penalty: 643.667542 Iteration 9Q: 3 clusters Score -53710.15 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -53731.128906 Penalty: 643.667542 Iteration 10Q: 3 clusters Score -53731.13 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -53753.984375 Penalty: 643.667542 Iteration 11Q: 3 clusters Score -53753.98 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -53771.218750 Penalty: 643.667542 Iteration 12Q: 3 clusters Score -53771.22 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -53782.277344 Penalty: 643.667542 Iteration 13Q: 3 clusters Score -53782.28 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -53791.789062 Penalty: 643.667542 Iteration 14Q: 3 clusters Score -53791.79 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 1028 members Entering Unmasked Estep Score: -53796.804688 Penalty: 643.667542 Iteration 15Q: 3 clusters Score -53796.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -53801.890625 Penalty: 643.667542 Iteration 16Q: 3 clusters Score -53801.89 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -53808.972656 Penalty: 643.667542 Iteration 17Q: 3 clusters Score -53808.97 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -53817.898438 Penalty: 643.667542 Iteration 18Q: 3 clusters Score -53817.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 1067 members Entering Unmasked Estep Score: -53825.539062 Penalty: 643.667542 Iteration 19Q: 3 clusters Score -53825.54 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -53832.906250 Penalty: 643.667542 Iteration 20F: 3 clusters Score -53832.91 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -53836.031250 Penalty: 643.667542 Iteration 21Q: 3 clusters Score -53836.03 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 1083 members Entering Unmasked Estep Score: -53838.558594 Penalty: 643.667542 Iteration 22Q: 3 clusters Score -53838.56 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -53840.167969 Penalty: 643.667542 Iteration 23Q: 3 clusters Score -53840.17 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 1088 members Entering Unmasked Estep Score: -53841.304688 Penalty: 643.667542 Iteration 24Q: 3 clusters Score -53841.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -53842.660156 Penalty: 643.667542 Iteration 25Q: 3 clusters Score -53842.66 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -53843.949219 Penalty: 643.667542 Iteration 26Q: 3 clusters Score -53843.95 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -53843.949219 Penalty: 643.667542 Iteration 27F: 3 clusters Score -53843.95 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (38447 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38447 members Entering Unmasked Estep Score: -1594285.500000 Penalty: 480.345154 Iteration 0F: 2 clusters Score -1594286 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19268 members Mstep: Class 2 contains 19179 members Entering Unmasked Estep Score: -1568326.000000 Penalty: 960.690308 Iteration 0F: 3 clusters Score -1568326 nChanged 18681 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19673 members Mstep: Class 2 contains 18774 members Entering Unmasked Estep Score: -1579729.125000 Penalty: 960.690308 Iteration 1F: 3 clusters Score -1579729 nChanged 1942 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19849 members Mstep: Class 2 contains 18598 members Entering Unmasked Estep Score: -1580805.000000 Penalty: 960.690308 Iteration 2F: 3 clusters Score -1580805 nChanged 2312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20047 members Mstep: Class 2 contains 18400 members Entering Unmasked Estep Score: -1582270.250000 Penalty: 960.690308 Iteration 3F: 3 clusters Score -1582270 nChanged 2429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20216 members Mstep: Class 2 contains 18231 members Entering Unmasked Estep Score: -1583906.000000 Penalty: 960.690308 Iteration 4F: 3 clusters Score -1583906 nChanged 2401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20357 members Mstep: Class 2 contains 18090 members Entering Unmasked Estep Score: -1585423.250000 Penalty: 960.690308 Iteration 5F: 3 clusters Score -1585423 nChanged 1924 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20505 members Mstep: Class 2 contains 17942 members Entering Unmasked Estep Score: -1586360.750000 Penalty: 960.690308 Iteration 6F: 3 clusters Score -1586361 nChanged 1331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20666 members Mstep: Class 2 contains 17781 members Entering Unmasked Estep Score: -1586785.000000 Penalty: 960.690308 Iteration 7Q: 3 clusters Score -1586785 nChanged 824 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20820 members Mstep: Class 2 contains 17627 members Entering Unmasked Estep Score: -1586927.375000 Penalty: 960.690308 Iteration 8Q: 3 clusters Score -1586927 nChanged 475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21003 members Mstep: Class 2 contains 17444 members Entering Unmasked Estep Score: -1586987.625000 Penalty: 960.690308 Iteration 9Q: 3 clusters Score -1586988 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21179 members Mstep: Class 2 contains 17268 members Entering Unmasked Estep Score: -1587022.000000 Penalty: 960.690308 Iteration 10Q: 3 clusters Score -1587022 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21336 members Mstep: Class 2 contains 17111 members Entering Unmasked Estep Score: -1587046.500000 Penalty: 960.690308 Iteration 11Q: 3 clusters Score -1587046 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21493 members Mstep: Class 2 contains 16954 members Entering Unmasked Estep Score: -1587073.000000 Penalty: 960.690308 Iteration 12Q: 3 clusters Score -1587073 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21677 members Mstep: Class 2 contains 16770 members Entering Unmasked Estep Score: -1587110.875000 Penalty: 960.690308 Iteration 13Q: 3 clusters Score -1587111 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21881 members Mstep: Class 2 contains 16566 members Entering Unmasked Estep Score: -1587131.250000 Penalty: 960.690308 Iteration 14Q: 3 clusters Score -1587131 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22100 members Mstep: Class 2 contains 16347 members Entering Unmasked Estep Score: -1587166.750000 Penalty: 960.690308 Iteration 15Q: 3 clusters Score -1587167 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22341 members Mstep: Class 2 contains 16106 members Entering Unmasked Estep Score: -1587209.375000 Penalty: 960.690308 Iteration 16Q: 3 clusters Score -1587209 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22600 members Mstep: Class 2 contains 15847 members Entering Unmasked Estep Score: -1587254.750000 Penalty: 960.690308 Iteration 17Q: 3 clusters Score -1587255 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22888 members Mstep: Class 2 contains 15559 members Entering Unmasked Estep Score: -1587314.750000 Penalty: 960.690308 Iteration 18Q: 3 clusters Score -1587315 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23223 members Mstep: Class 2 contains 15224 members Entering Unmasked Estep Score: -1587375.250000 Penalty: 960.690308 Iteration 19Q: 3 clusters Score -1587375 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23603 members Mstep: Class 2 contains 14844 members Entering Unmasked Estep Score: -1587446.750000 Penalty: 960.690308 Iteration 20F: 3 clusters Score -1587447 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24008 members Mstep: Class 2 contains 14439 members Entering Unmasked Estep Score: -1587523.625000 Penalty: 960.690308 Iteration 21Q: 3 clusters Score -1587524 nChanged 431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24425 members Mstep: Class 2 contains 14022 members Entering Unmasked Estep Score: -1587619.125000 Penalty: 960.690308 Iteration 22Q: 3 clusters Score -1587619 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24870 members Mstep: Class 2 contains 13577 members Entering Unmasked Estep Score: -1587704.125000 Penalty: 960.690308 Iteration 23Q: 3 clusters Score -1587704 nChanged 492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25352 members Mstep: Class 2 contains 13095 members Entering Unmasked Estep Score: -1587813.625000 Penalty: 960.690308 Iteration 24Q: 3 clusters Score -1587814 nChanged 518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25858 members Mstep: Class 2 contains 12589 members Entering Unmasked Estep Score: -1587942.125000 Penalty: 960.690308 Iteration 25Q: 3 clusters Score -1587942 nChanged 605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26447 members Mstep: Class 2 contains 12000 members Entering Unmasked Estep Score: -1588107.250000 Penalty: 960.690308 Iteration 26Q: 3 clusters Score -1588107 nChanged 622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27063 members Mstep: Class 2 contains 11384 members Entering Unmasked Estep Score: -1588285.125000 Penalty: 960.690308 Iteration 27Q: 3 clusters Score -1588285 nChanged 656 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27709 members Mstep: Class 2 contains 10738 members Entering Unmasked Estep Score: -1588498.000000 Penalty: 960.690308 Iteration 28Q: 3 clusters Score -1588498 nChanged 703 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28410 members Mstep: Class 2 contains 10037 members Entering Unmasked Estep Score: -1588757.875000 Penalty: 960.690308 Iteration 29Q: 3 clusters Score -1588758 nChanged 791 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29191 members Mstep: Class 2 contains 9256 members Entering Unmasked Estep Score: -1589077.750000 Penalty: 960.690308 Iteration 30Q: 3 clusters Score -1589078 nChanged 780 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29957 members Mstep: Class 2 contains 8490 members Entering Unmasked Estep Score: -1589422.000000 Penalty: 960.690308 Iteration 31Q: 3 clusters Score -1589422 nChanged 815 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30760 members Mstep: Class 2 contains 7687 members Entering Unmasked Estep Score: -1589829.875000 Penalty: 960.690308 Iteration 32Q: 3 clusters Score -1589830 nChanged 851 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31597 members Mstep: Class 2 contains 6850 members Entering Unmasked Estep Score: -1590298.375000 Penalty: 960.690308 Iteration 33Q: 3 clusters Score -1590298 nChanged 864 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32439 members Mstep: Class 2 contains 6008 members Entering Unmasked Estep Score: -1590876.000000 Penalty: 960.690308 Iteration 34Q: 3 clusters Score -1590876 nChanged 857 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33266 members Mstep: Class 2 contains 5181 members Entering Unmasked Estep Score: -1591494.625000 Penalty: 960.690308 Iteration 35Q: 3 clusters Score -1591495 nChanged 798 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34018 members Mstep: Class 2 contains 4429 members Entering Unmasked Estep Score: -1592064.250000 Penalty: 960.690308 Iteration 36Q: 3 clusters Score -1592064 nChanged 666 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34636 members Mstep: Class 2 contains 3811 members Entering Unmasked Estep Score: -1592539.875000 Penalty: 960.690308 Iteration 37Q: 3 clusters Score -1592540 nChanged 544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35136 members Mstep: Class 2 contains 3311 members Entering Unmasked Estep Score: -1592952.750000 Penalty: 960.690308 Iteration 38Q: 3 clusters Score -1592953 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35499 members Mstep: Class 2 contains 2948 members Entering Unmasked Estep Score: -1593223.000000 Penalty: 960.690308 Iteration 39Q: 3 clusters Score -1593223 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35776 members Mstep: Class 2 contains 2671 members Entering Unmasked Estep Score: -1593497.500000 Penalty: 960.690308 Iteration 40F: 3 clusters Score -1593498 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36005 members Mstep: Class 2 contains 2442 members Entering Unmasked Estep Score: -1593687.750000 Penalty: 960.690308 Iteration 41Q: 3 clusters Score -1593688 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36177 members Mstep: Class 2 contains 2270 members Entering Unmasked Estep Score: -1593809.375000 Penalty: 960.690308 Iteration 42Q: 3 clusters Score -1593809 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36301 members Mstep: Class 2 contains 2146 members Entering Unmasked Estep Score: -1593872.375000 Penalty: 960.690308 Iteration 43Q: 3 clusters Score -1593872 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36398 members Mstep: Class 2 contains 2049 members Entering Unmasked Estep Score: -1593916.750000 Penalty: 960.690308 Iteration 44Q: 3 clusters Score -1593917 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36472 members Mstep: Class 2 contains 1975 members Entering Unmasked Estep Score: -1593956.375000 Penalty: 960.690308 Iteration 45Q: 3 clusters Score -1593956 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36521 members Mstep: Class 2 contains 1926 members Entering Unmasked Estep Score: -1593978.875000 Penalty: 960.690308 Iteration 46Q: 3 clusters Score -1593979 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36571 members Mstep: Class 2 contains 1876 members Entering Unmasked Estep Score: -1593994.375000 Penalty: 960.690308 Iteration 47Q: 3 clusters Score -1593994 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36621 members Mstep: Class 2 contains 1826 members Entering Unmasked Estep Score: -1594013.000000 Penalty: 960.690308 Iteration 48Q: 3 clusters Score -1594013 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36664 members Mstep: Class 2 contains 1783 members Entering Unmasked Estep Score: -1594025.625000 Penalty: 960.690308 Iteration 49Q: 3 clusters Score -1594026 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36710 members Mstep: Class 2 contains 1737 members Entering Unmasked Estep Score: -1594039.125000 Penalty: 960.690308 Iteration 50Q: 3 clusters Score -1594039 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36752 members Mstep: Class 2 contains 1695 members Entering Unmasked Estep Score: -1594048.250000 Penalty: 960.690308 Iteration 51Q: 3 clusters Score -1594048 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36797 members Mstep: Class 2 contains 1650 members Entering Unmasked Estep Score: -1594055.875000 Penalty: 960.690308 Iteration 52Q: 3 clusters Score -1594056 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36834 members Mstep: Class 2 contains 1613 members Entering Unmasked Estep Score: -1594065.375000 Penalty: 960.690308 Iteration 53Q: 3 clusters Score -1594065 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36857 members Mstep: Class 2 contains 1590 members Entering Unmasked Estep Score: -1594063.750000 Penalty: 960.690308 Iteration 54Q: 3 clusters Score -1594064 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36876 members Mstep: Class 2 contains 1571 members Entering Unmasked Estep Score: -1594065.125000 Penalty: 960.690308 Iteration 55Q: 3 clusters Score -1594065 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36896 members Mstep: Class 2 contains 1551 members Entering Unmasked Estep Score: -1594064.375000 Penalty: 960.690308 Iteration 56Q: 3 clusters Score -1594064 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36921 members Mstep: Class 2 contains 1526 members Entering Unmasked Estep Score: -1594069.750000 Penalty: 960.690308 Iteration 57Q: 3 clusters Score -1594070 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36943 members Mstep: Class 2 contains 1504 members Entering Unmasked Estep Score: -1594071.625000 Penalty: 960.690308 Iteration 58Q: 3 clusters Score -1594072 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36958 members Mstep: Class 2 contains 1489 members Entering Unmasked Estep Score: -1594072.875000 Penalty: 960.690308 Iteration 59Q: 3 clusters Score -1594073 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36965 members Mstep: Class 2 contains 1482 members Entering Unmasked Estep Score: -1594072.625000 Penalty: 960.690308 Iteration 60F: 3 clusters Score -1594073 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36971 members Mstep: Class 2 contains 1476 members Entering Unmasked Estep Score: -1594072.250000 Penalty: 960.690308 Iteration 61Q: 3 clusters Score -1594072 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36974 members Mstep: Class 2 contains 1473 members Entering Unmasked Estep Score: -1594073.125000 Penalty: 960.690308 Iteration 62Q: 3 clusters Score -1594073 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36983 members Mstep: Class 2 contains 1464 members Entering Unmasked Estep Score: -1594073.500000 Penalty: 960.690308 Iteration 63Q: 3 clusters Score -1594074 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36995 members Mstep: Class 2 contains 1452 members Entering Unmasked Estep Score: -1594078.750000 Penalty: 960.690308 Iteration 64Q: 3 clusters Score -1594079 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37009 members Mstep: Class 2 contains 1438 members Entering Unmasked Estep Score: -1594079.750000 Penalty: 960.690308 Iteration 65Q: 3 clusters Score -1594080 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37020 members Mstep: Class 2 contains 1427 members Entering Unmasked Estep Score: -1594081.375000 Penalty: 960.690308 Iteration 66Q: 3 clusters Score -1594081 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37027 members Mstep: Class 2 contains 1420 members Entering Unmasked Estep Score: -1594082.125000 Penalty: 960.690308 Iteration 67Q: 3 clusters Score -1594082 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37031 members Mstep: Class 2 contains 1416 members Entering Unmasked Estep Score: -1594081.000000 Penalty: 960.690308 Iteration 68Q: 3 clusters Score -1594081 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37034 members Mstep: Class 2 contains 1413 members Entering Unmasked Estep Score: -1594080.750000 Penalty: 960.690308 Iteration 69Q: 3 clusters Score -1594081 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37037 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -1594082.875000 Penalty: 960.690308 Iteration 70Q: 3 clusters Score -1594083 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37041 members Mstep: Class 2 contains 1406 members Entering Unmasked Estep Score: -1594081.750000 Penalty: 960.690308 Iteration 71Q: 3 clusters Score -1594082 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37043 members Mstep: Class 2 contains 1404 members Entering Unmasked Estep Score: -1594081.625000 Penalty: 960.690308 Iteration 72Q: 3 clusters Score -1594082 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37043 members Mstep: Class 2 contains 1404 members Entering Unmasked Estep Score: -1594082.000000 Penalty: 960.690308 Iteration 73Q: 3 clusters Score -1594082 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37045 members Mstep: Class 2 contains 1402 members Entering Unmasked Estep Score: -1594081.000000 Penalty: 960.690308 Iteration 74Q: 3 clusters Score -1594081 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37047 members Mstep: Class 2 contains 1400 members Entering Unmasked Estep Score: -1594080.000000 Penalty: 960.690308 Iteration 75Q: 3 clusters Score -1594080 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37047 members Mstep: Class 2 contains 1400 members Entering Unmasked Estep Score: -1594079.250000 Penalty: 960.690308 Iteration 76Q: 3 clusters Score -1594079 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37046 members Mstep: Class 2 contains 1401 members Entering Unmasked Estep Score: -1594079.125000 Penalty: 960.690308 Iteration 77Q: 3 clusters Score -1594079 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37046 members Mstep: Class 2 contains 1401 members Entering Unmasked Estep Score: -1594079.125000 Penalty: 960.690308 Iteration 78Q: 3 clusters Score -1594079 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37046 members Mstep: Class 2 contains 1401 members Entering Unmasked Estep Score: -1594079.125000 Penalty: 960.690308 Iteration 79F: 3 clusters Score -1594079 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (31070 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31070 members Entering Unmasked Estep Score: -1367375.875000 Penalty: 470.651917 Iteration 0F: 2 clusters Score -1367376 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15527 members Mstep: Class 2 contains 15543 members Entering Unmasked Estep Score: -1346701.375000 Penalty: 941.303833 Iteration 0F: 3 clusters Score -1346701 nChanged 14890 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14711 members Mstep: Class 2 contains 16359 members Entering Unmasked Estep Score: -1355193.625000 Penalty: 941.303833 Iteration 1F: 3 clusters Score -1355194 nChanged 1130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14321 members Mstep: Class 2 contains 16749 members Entering Unmasked Estep Score: -1355483.875000 Penalty: 941.303833 Iteration 2Q: 3 clusters Score -1355484 nChanged 1137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13740 members Mstep: Class 2 contains 17330 members Entering Unmasked Estep Score: -1355803.250000 Penalty: 941.303833 Iteration 3Q: 3 clusters Score -1355803 nChanged 1197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12949 members Mstep: Class 2 contains 18121 members Entering Unmasked Estep Score: -1356180.875000 Penalty: 941.303833 Iteration 4Q: 3 clusters Score -1356181 nChanged 1334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11879 members Mstep: Class 2 contains 19191 members Entering Unmasked Estep Score: -1356706.500000 Penalty: 941.303833 Iteration 5Q: 3 clusters Score -1356706 nChanged 1595 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10408 members Mstep: Class 2 contains 20662 members Entering Unmasked Estep Score: -1357542.125000 Penalty: 941.303833 Iteration 6F: 3 clusters Score -1357542 nChanged 1988 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8476 members Mstep: Class 2 contains 22594 members Entering Unmasked Estep Score: -1358904.500000 Penalty: 941.303833 Iteration 7F: 3 clusters Score -1358904 nChanged 2250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6248 members Mstep: Class 2 contains 24822 members Entering Unmasked Estep Score: -1360821.125000 Penalty: 941.303833 Iteration 8F: 3 clusters Score -1360821 nChanged 2290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3966 members Mstep: Class 2 contains 27104 members Entering Unmasked Estep Score: -1363027.375000 Penalty: 941.303833 Iteration 9F: 3 clusters Score -1363027 nChanged 1866 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2104 members Mstep: Class 2 contains 28966 members Entering Unmasked Estep Score: -1364920.250000 Penalty: 941.303833 Iteration 10F: 3 clusters Score -1364920 nChanged 1167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 30133 members Entering Unmasked Estep Score: -1366097.500000 Penalty: 941.303833 Iteration 11Q: 3 clusters Score -1366098 nChanged 555 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 30688 members Entering Unmasked Estep Score: -1366640.750000 Penalty: 941.303833 Iteration 12Q: 3 clusters Score -1366641 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 30897 members Entering Unmasked Estep Score: -1366836.375000 Penalty: 941.303833 Iteration 13Q: 3 clusters Score -1366836 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 30955 members Entering Unmasked Estep Score: -1366897.500000 Penalty: 941.303833 Iteration 14Q: 3 clusters Score -1366898 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 30971 members Entering Unmasked Estep Score: -1366917.875000 Penalty: 941.303833 Iteration 15Q: 3 clusters Score -1366918 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 30976 members Entering Unmasked Estep Score: -1366928.750000 Penalty: 941.303833 Iteration 16Q: 3 clusters Score -1366929 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 30980 members Entering Unmasked Estep Score: -1366938.125000 Penalty: 941.303833 Iteration 17Q: 3 clusters Score -1366938 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 30983 members Entering Unmasked Estep Score: -1366940.000000 Penalty: 941.303833 Iteration 18Q: 3 clusters Score -1366940 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 30983 members Entering Unmasked Estep Score: -1366941.000000 Penalty: 941.303833 Iteration 19Q: 3 clusters Score -1366941 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 30983 members Entering Unmasked Estep Score: -1366943.750000 Penalty: 941.303833 Iteration 20F: 3 clusters Score -1366944 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 30986 members Entering Unmasked Estep Score: -1366946.000000 Penalty: 941.303833 Iteration 21Q: 3 clusters Score -1366946 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 30987 members Entering Unmasked Estep Score: -1366947.750000 Penalty: 941.303833 Iteration 22Q: 3 clusters Score -1366948 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 30988 members Entering Unmasked Estep Score: -1366949.125000 Penalty: 941.303833 Iteration 23Q: 3 clusters Score -1366949 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 30990 members Entering Unmasked Estep Score: -1366949.750000 Penalty: 941.303833 Iteration 24Q: 3 clusters Score -1366950 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 30990 members Entering Unmasked Estep Score: -1366949.750000 Penalty: 941.303833 Iteration 25F: 3 clusters Score -1366950 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (976 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Entering Unmasked Estep Score: -37903.617188 Penalty: 313.197540 Iteration 0F: 2 clusters Score -37903.62 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -37099.296875 Penalty: 626.395081 Iteration 0F: 3 clusters Score -37099.3 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -37370.609375 Penalty: 626.395081 Iteration 1F: 3 clusters Score -37370.61 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -37411.500000 Penalty: 626.395081 Iteration 2F: 3 clusters Score -37411.5 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -37427.750000 Penalty: 626.395081 Iteration 3Q: 3 clusters Score -37427.75 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -37437.421875 Penalty: 626.395081 Iteration 4Q: 3 clusters Score -37437.42 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -37444.597656 Penalty: 626.395081 Iteration 5Q: 3 clusters Score -37444.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -37448.199219 Penalty: 626.395081 Iteration 6Q: 3 clusters Score -37448.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -37450.539062 Penalty: 626.395081 Iteration 7Q: 3 clusters Score -37450.54 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -37452.078125 Penalty: 626.395081 Iteration 8Q: 3 clusters Score -37452.08 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -37453.496094 Penalty: 626.395081 Iteration 9Q: 3 clusters Score -37453.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -37454.160156 Penalty: 626.395081 Iteration 10Q: 3 clusters Score -37454.16 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -37456.011719 Penalty: 626.395081 Iteration 11Q: 3 clusters Score -37456.01 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -37460.773438 Penalty: 626.395081 Iteration 12Q: 3 clusters Score -37460.77 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -37465.230469 Penalty: 626.395081 Iteration 13Q: 3 clusters Score -37465.23 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -37467.324219 Penalty: 626.395081 Iteration 14Q: 3 clusters Score -37467.32 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -37470.433594 Penalty: 626.395081 Iteration 15Q: 3 clusters Score -37470.43 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -37473.105469 Penalty: 626.395081 Iteration 16Q: 3 clusters Score -37473.11 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -37474.320312 Penalty: 626.395081 Iteration 17Q: 3 clusters Score -37474.32 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -37476.113281 Penalty: 626.395081 Iteration 18Q: 3 clusters Score -37476.11 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -37478.972656 Penalty: 626.395081 Iteration 19Q: 3 clusters Score -37478.97 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -37479.910156 Penalty: 626.395081 Iteration 20F: 3 clusters Score -37479.91 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -37481.203125 Penalty: 626.395081 Iteration 21Q: 3 clusters Score -37481.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -37482.523438 Penalty: 626.395081 Iteration 22Q: 3 clusters Score -37482.52 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -37482.863281 Penalty: 626.395081 Iteration 23Q: 3 clusters Score -37482.86 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -37482.863281 Penalty: 626.395081 Iteration 24F: 3 clusters Score -37482.86 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (1127 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Entering Unmasked Estep Score: -42391.476562 Penalty: 319.742828 Iteration 0F: 2 clusters Score -42391.48 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -41567.878906 Penalty: 639.485657 Iteration 0F: 3 clusters Score -41567.88 nChanged 479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -42290.242188 Penalty: 639.485657 Iteration 1F: 3 clusters Score -42290.24 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -42722.933594 Penalty: 639.485657 Iteration 2F: 3 clusters Score -42722.93 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -42903.539062 Penalty: 639.485657 Iteration 3F: 3 clusters Score -42903.54 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -43059.980469 Penalty: 639.485657 Iteration 4Q: 3 clusters Score -43059.98 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -43151.789062 Penalty: 639.485657 Iteration 5Q: 3 clusters Score -43151.79 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -43237.195312 Penalty: 639.485657 Iteration 6Q: 3 clusters Score -43237.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -43258.746094 Penalty: 639.485657 Iteration 7Q: 3 clusters Score -43258.75 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -43277.246094 Penalty: 639.485657 Iteration 8Q: 3 clusters Score -43277.25 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -43308.136719 Penalty: 639.485657 Iteration 9Q: 3 clusters Score -43308.14 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -43347.570312 Penalty: 639.485657 Iteration 10Q: 3 clusters Score -43347.57 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -43385.746094 Penalty: 639.485657 Iteration 11Q: 3 clusters Score -43385.75 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -43395.070312 Penalty: 639.485657 Iteration 12Q: 3 clusters Score -43395.07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -43395.812500 Penalty: 639.485657 Iteration 13Q: 3 clusters Score -43395.81 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -43399.882812 Penalty: 639.485657 Iteration 14F: 3 clusters Score -43399.88 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -43409.984375 Penalty: 639.485657 Iteration 15Q: 3 clusters Score -43409.98 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -43416.281250 Penalty: 639.485657 Iteration 16Q: 3 clusters Score -43416.28 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -43416.964844 Penalty: 639.485657 Iteration 17Q: 3 clusters Score -43416.96 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -43416.964844 Penalty: 639.485657 Iteration 18F: 3 clusters Score -43416.96 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 1588 members Mstep: Class 3 contains 205 members Mstep: Class 4 contains 2863 members Mstep: Class 5 contains 318 members Mstep: Class 6 contains 146 members Mstep: Class 7 contains 4142 members Mstep: Class 8 contains 14342 members Mstep: Class 9 contains 20448 members Mstep: Class 10 contains 251065 members Mstep: Class 11 contains 418 members Mstep: Class 12 contains 1180 members Mstep: Class 13 contains 747 members Mstep: Class 14 contains 38447 members Mstep: Class 15 contains 31070 members Mstep: Class 16 contains 976 members Mstep: Class 17 contains 380 members Mstep: Class 21 contains 929 members Entering Unmasked Estep Score: -15544903.000000 Penalty: 10499.424805 Splitting cluster 17 changes total score from -15534133.000000 to -15544903.000000 So it's getting split into cluster 13. Entering ConstructFrom: Trying to split cluster 21 (929 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Entering Unmasked Estep Score: -35889.222656 Penalty: 310.951965 Iteration 0F: 2 clusters Score -35889.22 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -35151.039062 Penalty: 621.903931 Iteration 0F: 3 clusters Score -35151.04 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -35435.417969 Penalty: 621.903931 Iteration 1F: 3 clusters Score -35435.42 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -35574.230469 Penalty: 621.903931 Iteration 2F: 3 clusters Score -35574.23 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -35710.730469 Penalty: 621.903931 Iteration 3F: 3 clusters Score -35710.73 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -35838.453125 Penalty: 621.903931 Iteration 4F: 3 clusters Score -35838.45 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -35957.867188 Penalty: 621.903931 Iteration 5F: 3 clusters Score -35957.87 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -36096.941406 Penalty: 621.903931 Iteration 6Q: 3 clusters Score -36096.94 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -36178.472656 Penalty: 621.903931 Iteration 7Q: 3 clusters Score -36178.47 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -36208.488281 Penalty: 621.903931 Iteration 8Q: 3 clusters Score -36208.49 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -36230.777344 Penalty: 621.903931 Iteration 9Q: 3 clusters Score -36230.78 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -36240.984375 Penalty: 621.903931 Iteration 10Q: 3 clusters Score -36240.98 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -36245.410156 Penalty: 621.903931 Iteration 11Q: 3 clusters Score -36245.41 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -36248.367188 Penalty: 621.903931 Iteration 12Q: 3 clusters Score -36248.37 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -36249.199219 Penalty: 621.903931 Iteration 13Q: 3 clusters Score -36249.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -36251.500000 Penalty: 621.903931 Iteration 14Q: 3 clusters Score -36251.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -36260.949219 Penalty: 621.903931 Iteration 15Q: 3 clusters Score -36260.95 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -36272.691406 Penalty: 621.903931 Iteration 16Q: 3 clusters Score -36272.69 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -36293.113281 Penalty: 621.903931 Iteration 17Q: 3 clusters Score -36293.11 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -36293.843750 Penalty: 621.903931 Iteration 18Q: 3 clusters Score -36293.84 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -36293.843750 Penalty: 621.903931 Iteration 19F: 3 clusters Score -36293.84 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 1588 members Mstep: Class 3 contains 205 members Mstep: Class 4 contains 2863 members Mstep: Class 5 contains 318 members Mstep: Class 6 contains 146 members Mstep: Class 7 contains 4142 members Mstep: Class 8 contains 14342 members Mstep: Class 9 contains 20448 members Mstep: Class 10 contains 251065 members Mstep: Class 11 contains 418 members Mstep: Class 12 contains 1180 members Mstep: Class 13 contains 747 members Mstep: Class 14 contains 38447 members Mstep: Class 15 contains 31070 members Mstep: Class 16 contains 976 members Mstep: Class 17 contains 380 members Mstep: Class 18 contains 709 members Mstep: Class 21 contains 220 members Entering Unmasked Estep Score: -15545039.000000 Penalty: 11082.726562 Splitting cluster 21 changes total score from -15534133.000000 to -15545039.000000 So it's getting split into cluster 18. Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 1588 members Mstep: Class 3 contains 205 members Mstep: Class 4 contains 2863 members Mstep: Class 7 contains 4142 members Mstep: Class 9 contains 20448 members Mstep: Class 10 contains 251065 members Mstep: Class 11 contains 418 members Mstep: Class 12 contains 1180 members Mstep: Class 14 contains 38447 members Mstep: Class 15 contains 31070 members Mstep: Class 16 contains 976 members Mstep: Class 17 contains 380 members Mstep: Class 21 contains 220 members Entering Unmasked Estep ConsiderDeletion Score: -15545414.000000 Penalty: 11082.726562 Iteration 79Q: 20 clusters Score -1.554541e+07 nChanged 2815 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 1656 members Mstep: Class 3 contains 205 members Mstep: Class 4 contains 2863 members Mstep: Class 5 contains 317 members Mstep: Class 6 contains 145 members Mstep: Class 7 contains 4142 members Mstep: Class 8 contains 14320 members Mstep: Class 9 contains 20202 members Mstep: Class 10 contains 252266 members Mstep: Class 11 contains 411 members Mstep: Class 12 contains 1218 members Mstep: Class 13 contains 747 members Mstep: Class 14 contains 37473 members Mstep: Class 15 contains 31014 members Mstep: Class 16 contains 976 members Mstep: Class 17 contains 378 members Mstep: Class 18 contains 709 members Mstep: Class 21 contains 222 members Entering Unmasked Estep ConsiderDeletion Score: -15545598.000000 Penalty: 11082.726562 Iteration 80F: 20 clusters Score -1.55456e+07 nChanged 1557 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 1667 members Mstep: Class 3 contains 205 members Mstep: Class 4 contains 2860 members Mstep: Class 5 contains 329 members Mstep: Class 6 contains 145 members Mstep: Class 7 contains 4121 members Mstep: Class 8 contains 14479 members Mstep: Class 9 contains 20000 members Mstep: Class 10 contains 253060 members Mstep: Class 11 contains 407 members Mstep: Class 12 contains 1149 members Mstep: Class 13 contains 747 members Mstep: Class 14 contains 36792 members Mstep: Class 15 contains 31018 members Mstep: Class 16 contains 976 members Mstep: Class 17 contains 378 members Mstep: Class 18 contains 708 members Mstep: Class 21 contains 224 members Entering Unmasked Estep ConsiderDeletion Score: -15545583.000000 Penalty: 11082.726562 Iteration 81Q: 20 clusters Score -1.554558e+07 nChanged 1022 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 1671 members Mstep: Class 3 contains 205 members Mstep: Class 4 contains 2856 members Mstep: Class 5 contains 333 members Mstep: Class 6 contains 145 members Mstep: Class 7 contains 4091 members Mstep: Class 8 contains 14629 members Mstep: Class 9 contains 19871 members Mstep: Class 10 contains 253518 members Mstep: Class 11 contains 404 members Mstep: Class 12 contains 1121 members Mstep: Class 13 contains 747 members Mstep: Class 14 contains 36338 members Mstep: Class 15 contains 31050 members Mstep: Class 16 contains 976 members Mstep: Class 17 contains 378 members Mstep: Class 18 contains 707 members Mstep: Class 21 contains 225 members Entering Unmasked Estep ConsiderDeletion Score: -15545511.000000 Penalty: 11082.726562 Iteration 82Q: 20 clusters Score -1.554551e+07 nChanged 754 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 1674 members Mstep: Class 3 contains 205 members Mstep: Class 4 contains 2852 members Mstep: Class 5 contains 335 members Mstep: Class 6 contains 145 members Mstep: Class 7 contains 4059 members Mstep: Class 8 contains 14757 members Mstep: Class 9 contains 19784 members Mstep: Class 10 contains 253791 members Mstep: Class 11 contains 401 members Mstep: Class 12 contains 1109 members Mstep: Class 13 contains 747 members Mstep: Class 14 contains 36031 members Mstep: Class 15 contains 31090 members Mstep: Class 16 contains 975 members Mstep: Class 17 contains 378 members Mstep: Class 18 contains 706 members Mstep: Class 21 contains 226 members Entering Unmasked Estep ConsiderDeletion Score: -15545565.000000 Penalty: 11082.726562 Iteration 83Q: 20 clusters Score -1.554556e+07 nChanged 588 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 1671 members Mstep: Class 3 contains 205 members Mstep: Class 4 contains 2852 members Mstep: Class 5 contains 335 members Mstep: Class 6 contains 145 members Mstep: Class 7 contains 4029 members Mstep: Class 8 contains 14875 members Mstep: Class 9 contains 19716 members Mstep: Class 10 contains 253978 members Mstep: Class 11 contains 398 members Mstep: Class 12 contains 1103 members Mstep: Class 13 contains 747 members Mstep: Class 14 contains 35804 members Mstep: Class 15 contains 31122 members Mstep: Class 16 contains 975 members Mstep: Class 17 contains 378 members Mstep: Class 18 contains 706 members Mstep: Class 21 contains 226 members Entering Unmasked Estep ConsiderDeletion Score: -15545543.000000 Penalty: 11082.726562 Iteration 84Q: 20 clusters Score -1.554554e+07 nChanged 472 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 1671 members Mstep: Class 3 contains 205 members Mstep: Class 4 contains 2851 members Mstep: Class 5 contains 335 members Mstep: Class 6 contains 145 members Mstep: Class 7 contains 4010 members Mstep: Class 8 contains 14976 members Mstep: Class 9 contains 19661 members Mstep: Class 10 contains 254107 members Mstep: Class 11 contains 395 members Mstep: Class 12 contains 1100 members Mstep: Class 13 contains 747 members Mstep: Class 14 contains 35626 members Mstep: Class 15 contains 31153 members Mstep: Class 16 contains 973 members Mstep: Class 17 contains 378 members Mstep: Class 18 contains 706 members Mstep: Class 21 contains 226 members Entering Unmasked Estep ConsiderDeletion Score: -15545466.000000 Penalty: 11082.726562 Iteration 85Q: 20 clusters Score -1.554547e+07 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 1672 members Mstep: Class 3 contains 205 members Mstep: Class 4 contains 2857 members Mstep: Class 5 contains 335 members Mstep: Class 6 contains 145 members Mstep: Class 7 contains 3991 members Mstep: Class 8 contains 15059 members Mstep: Class 9 contains 19613 members Mstep: Class 10 contains 254209 members Mstep: Class 11 contains 394 members Mstep: Class 12 contains 1098 members Mstep: Class 13 contains 747 members Mstep: Class 14 contains 35494 members Mstep: Class 15 contains 31164 members Mstep: Class 16 contains 972 members Mstep: Class 17 contains 378 members Mstep: Class 18 contains 706 members Mstep: Class 21 contains 226 members Entering Unmasked Estep ConsiderDeletion Score: -15545434.000000 Penalty: 11082.726562 Iteration 86Q: 20 clusters Score -1.554543e+07 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 1674 members Mstep: Class 3 contains 205 members Mstep: Class 4 contains 2861 members Mstep: Class 5 contains 335 members Mstep: Class 6 contains 145 members Mstep: Class 7 contains 3968 members Mstep: Class 8 contains 15146 members Mstep: Class 9 contains 19577 members Mstep: Class 10 contains 254240 members Mstep: Class 11 contains 393 members Mstep: Class 12 contains 1098 members Mstep: Class 13 contains 747 members Mstep: Class 14 contains 35424 members Mstep: Class 15 contains 31172 members Mstep: Class 16 contains 970 members Mstep: Class 17 contains 378 members Mstep: Class 18 contains 706 members Mstep: Class 21 contains 226 members Entering Unmasked Estep ConsiderDeletion Score: -15545426.000000 Penalty: 11082.726562 Iteration 87Q: 20 clusters Score -1.554543e+07 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 1674 members Mstep: Class 3 contains 205 members Mstep: Class 4 contains 2863 members Mstep: Class 5 contains 335 members Mstep: Class 6 contains 145 members Mstep: Class 7 contains 3948 members Mstep: Class 8 contains 15211 members Mstep: Class 9 contains 19543 members Mstep: Class 10 contains 254263 members Mstep: Class 11 contains 393 members Mstep: Class 12 contains 1097 members Mstep: Class 13 contains 747 members Mstep: Class 14 contains 35382 members Mstep: Class 15 contains 31182 members Mstep: Class 16 contains 967 members Mstep: Class 17 contains 378 members Mstep: Class 18 contains 706 members Mstep: Class 21 contains 226 members Entering Unmasked Estep ConsiderDeletion Score: -15545463.000000 Penalty: 11082.726562 Iteration 88Q: 20 clusters Score -1.554546e+07 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 1672 members Mstep: Class 3 contains 205 members Mstep: Class 4 contains 2864 members Mstep: Class 5 contains 335 members Mstep: Class 6 contains 145 members Mstep: Class 7 contains 3932 members Mstep: Class 8 contains 15271 members Mstep: Class 9 contains 19506 members Mstep: Class 10 contains 254274 members Mstep: Class 11 contains 392 members Mstep: Class 12 contains 1096 members Mstep: Class 13 contains 747 members Mstep: Class 14 contains 35356 members Mstep: Class 15 contains 31193 members Mstep: Class 16 contains 967 members Mstep: Class 17 contains 378 members Mstep: Class 18 contains 706 members Mstep: Class 21 contains 226 members Entering Unmasked Estep ConsiderDeletion Score: -15545446.000000 Penalty: 11082.726562 Iteration 89Q: 20 clusters Score -1.554545e+07 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 1672 members Mstep: Class 3 contains 205 members Mstep: Class 4 contains 2864 members Mstep: Class 5 contains 335 members Mstep: Class 6 contains 145 members Mstep: Class 7 contains 3918 members Mstep: Class 8 contains 15314 members Mstep: Class 9 contains 19473 members Mstep: Class 10 contains 254293 members Mstep: Class 11 contains 392 members Mstep: Class 12 contains 1095 members Mstep: Class 13 contains 747 members Mstep: Class 14 contains 35331 members Mstep: Class 15 contains 31205 members Mstep: Class 16 contains 966 members Mstep: Class 17 contains 378 members Mstep: Class 18 contains 706 members Mstep: Class 21 contains 226 members Entering Unmasked Estep ConsiderDeletion Score: -15545422.000000 Penalty: 11082.726562 Iteration 90Q: 20 clusters Score -1.554542e+07 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 1672 members Mstep: Class 3 contains 205 members Mstep: Class 4 contains 2864 members Mstep: Class 5 contains 335 members Mstep: Class 6 contains 145 members Mstep: Class 7 contains 3906 members Mstep: Class 8 contains 15356 members Mstep: Class 9 contains 19435 members Mstep: Class 10 contains 254303 members Mstep: Class 11 contains 392 members Mstep: Class 12 contains 1095 members Mstep: Class 13 contains 747 members Mstep: Class 14 contains 35316 members Mstep: Class 15 contains 31220 members Mstep: Class 16 contains 964 members Mstep: Class 17 contains 378 members Mstep: Class 18 contains 706 members Mstep: Class 21 contains 226 members Entering Unmasked Estep ConsiderDeletion Score: -15545450.000000 Penalty: 11082.726562 Iteration 91Q: 20 clusters Score -1.554545e+07 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 1671 members Mstep: Class 3 contains 205 members Mstep: Class 4 contains 2865 members Mstep: Class 5 contains 335 members Mstep: Class 6 contains 145 members Mstep: Class 7 contains 3897 members Mstep: Class 8 contains 15382 members Mstep: Class 9 contains 19415 members Mstep: Class 10 contains 254305 members Mstep: Class 11 contains 392 members Mstep: Class 12 contains 1095 members Mstep: Class 13 contains 747 members Mstep: Class 14 contains 35308 members Mstep: Class 15 contains 31231 members Mstep: Class 16 contains 962 members Mstep: Class 17 contains 378 members Mstep: Class 18 contains 706 members Mstep: Class 21 contains 226 members Entering Unmasked Estep ConsiderDeletion Score: -15545461.000000 Penalty: 11082.726562 Iteration 92Q: 20 clusters Score -1.554546e+07 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 1672 members Mstep: Class 3 contains 205 members Mstep: Class 4 contains 2865 members Mstep: Class 5 contains 335 members Mstep: Class 6 contains 145 members Mstep: Class 7 contains 3882 members Mstep: Class 8 contains 15399 members Mstep: Class 9 contains 19392 members Mstep: Class 10 contains 254317 members Mstep: Class 11 contains 392 members Mstep: Class 12 contains 1095 members Mstep: Class 13 contains 747 members Mstep: Class 14 contains 35310 members Mstep: Class 15 contains 31238 members Mstep: Class 16 contains 961 members Mstep: Class 17 contains 378 members Mstep: Class 18 contains 706 members Mstep: Class 21 contains 226 members Entering Unmasked Estep ConsiderDeletion Score: -15545486.000000 Penalty: 11082.726562 Iteration 93Q: 20 clusters Score -1.554549e+07 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 1673 members Mstep: Class 3 contains 205 members Mstep: Class 4 contains 2866 members Mstep: Class 5 contains 335 members Mstep: Class 6 contains 145 members Mstep: Class 7 contains 3870 members Mstep: Class 8 contains 15410 members Mstep: Class 9 contains 19369 members Mstep: Class 10 contains 254332 members Mstep: Class 11 contains 392 members Mstep: Class 12 contains 1095 members Mstep: Class 13 contains 747 members Mstep: Class 14 contains 35312 members Mstep: Class 15 contains 31244 members Mstep: Class 16 contains 960 members Mstep: Class 17 contains 378 members Mstep: Class 18 contains 706 members Mstep: Class 21 contains 226 members Entering Unmasked Estep ConsiderDeletion Score: -15545477.000000 Penalty: 11082.726562 Iteration 94Q: 20 clusters Score -1.554548e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 1673 members Mstep: Class 3 contains 205 members Mstep: Class 4 contains 2866 members Mstep: Class 5 contains 335 members Mstep: Class 6 contains 145 members Mstep: Class 7 contains 3864 members Mstep: Class 8 contains 15422 members Mstep: Class 9 contains 19348 members Mstep: Class 10 contains 254344 members Mstep: Class 11 contains 392 members Mstep: Class 12 contains 1094 members Mstep: Class 13 contains 747 members Mstep: Class 14 contains 35311 members Mstep: Class 15 contains 31250 members Mstep: Class 16 contains 959 members Mstep: Class 17 contains 378 members Mstep: Class 18 contains 706 members Mstep: Class 21 contains 226 members Entering Unmasked Estep ConsiderDeletion Score: -15545462.000000 Penalty: 11082.726562 Iteration 95Q: 20 clusters Score -1.554546e+07 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 1673 members Mstep: Class 3 contains 205 members Mstep: Class 4 contains 2867 members Mstep: Class 5 contains 335 members Mstep: Class 6 contains 145 members Mstep: Class 7 contains 3853 members Mstep: Class 8 contains 15436 members Mstep: Class 9 contains 19328 members Mstep: Class 10 contains 254359 members Mstep: Class 11 contains 392 members Mstep: Class 12 contains 1094 members Mstep: Class 13 contains 747 members Mstep: Class 14 contains 35315 members Mstep: Class 15 contains 31250 members Mstep: Class 16 contains 956 members Mstep: Class 17 contains 378 members Mstep: Class 18 contains 706 members Mstep: Class 21 contains 226 members Entering Unmasked Estep ConsiderDeletion Score: -15545449.000000 Penalty: 11082.726562 Iteration 96Q: 20 clusters Score -1.554545e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 1673 members Mstep: Class 3 contains 205 members Mstep: Class 4 contains 2870 members Mstep: Class 5 contains 335 members Mstep: Class 6 contains 145 members Mstep: Class 7 contains 3848 members Mstep: Class 8 contains 15449 members Mstep: Class 9 contains 19314 members Mstep: Class 10 contains 254366 members Mstep: Class 11 contains 392 members Mstep: Class 12 contains 1094 members Mstep: Class 13 contains 747 members Mstep: Class 14 contains 35314 members Mstep: Class 15 contains 31249 members Mstep: Class 16 contains 954 members Mstep: Class 17 contains 378 members Mstep: Class 18 contains 706 members Mstep: Class 21 contains 226 members Entering Unmasked Estep ConsiderDeletion Score: -15545450.000000 Penalty: 11082.726562 Iteration 97Q: 20 clusters Score -1.554545e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 1673 members Mstep: Class 3 contains 205 members Mstep: Class 4 contains 2873 members Mstep: Class 5 contains 335 members Mstep: Class 6 contains 145 members Mstep: Class 7 contains 3837 members Mstep: Class 8 contains 15458 members Mstep: Class 9 contains 19299 members Mstep: Class 10 contains 254375 members Mstep: Class 11 contains 392 members Mstep: Class 12 contains 1094 members Mstep: Class 13 contains 747 members Mstep: Class 14 contains 35321 members Mstep: Class 15 contains 31248 members Mstep: Class 16 contains 953 members Mstep: Class 17 contains 378 members Mstep: Class 18 contains 706 members Mstep: Class 21 contains 226 members Entering Unmasked Estep ConsiderDeletion Score: -15545450.000000 Penalty: 11082.726562 Iteration 98Q: 20 clusters Score -1.554545e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 1673 members Mstep: Class 3 contains 205 members Mstep: Class 4 contains 2874 members Mstep: Class 5 contains 335 members Mstep: Class 6 contains 145 members Mstep: Class 7 contains 3827 members Mstep: Class 8 contains 15466 members Mstep: Class 9 contains 19288 members Mstep: Class 10 contains 254384 members Mstep: Class 11 contains 392 members Mstep: Class 12 contains 1094 members Mstep: Class 13 contains 747 members Mstep: Class 14 contains 35325 members Mstep: Class 15 contains 31248 members Mstep: Class 16 contains 952 members Mstep: Class 17 contains 378 members Mstep: Class 18 contains 706 members Mstep: Class 21 contains 226 members Entering Unmasked Estep ConsiderDeletion Score: -15545443.000000 Penalty: 11082.726562 Iteration 99Q: 20 clusters Score -1.554544e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 1673 members Mstep: Class 3 contains 205 members Mstep: Class 4 contains 2874 members Mstep: Class 5 contains 335 members Mstep: Class 6 contains 145 members Mstep: Class 7 contains 3819 members Mstep: Class 8 contains 15472 members Mstep: Class 9 contains 19271 members Mstep: Class 10 contains 254405 members Mstep: Class 11 contains 392 members Mstep: Class 12 contains 1094 members Mstep: Class 13 contains 747 members Mstep: Class 14 contains 35323 members Mstep: Class 15 contains 31249 members Mstep: Class 16 contains 951 members Mstep: Class 17 contains 378 members Mstep: Class 18 contains 706 members Mstep: Class 21 contains 226 members Entering Unmasked Estep ConsiderDeletion Score: -15545448.000000 Penalty: 11082.726562 Iteration 100F: 20 clusters Score -1.554545e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 1673 members Mstep: Class 3 contains 205 members Mstep: Class 4 contains 2874 members Mstep: Class 5 contains 335 members Mstep: Class 6 contains 145 members Mstep: Class 7 contains 3807 members Mstep: Class 8 contains 15478 members Mstep: Class 9 contains 19250 members Mstep: Class 10 contains 254430 members Mstep: Class 11 contains 392 members Mstep: Class 12 contains 1094 members Mstep: Class 13 contains 747 members Mstep: Class 14 contains 35325 members Mstep: Class 15 contains 31249 members Mstep: Class 16 contains 951 members Mstep: Class 17 contains 378 members Mstep: Class 18 contains 706 members Mstep: Class 21 contains 226 members Entering Unmasked Estep ConsiderDeletion Score: -15545434.000000 Penalty: 11082.726562 Iteration 101Q: 20 clusters Score -1.554543e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 1673 members Mstep: Class 3 contains 205 members Mstep: Class 4 contains 2874 members Mstep: Class 5 contains 335 members Mstep: Class 6 contains 145 members Mstep: Class 7 contains 3804 members Mstep: Class 8 contains 15484 members Mstep: Class 9 contains 19234 members Mstep: Class 10 contains 254450 members Mstep: Class 11 contains 392 members Mstep: Class 12 contains 1094 members Mstep: Class 13 contains 747 members Mstep: Class 14 contains 35319 members Mstep: Class 15 contains 31249 members Mstep: Class 16 contains 950 members Mstep: Class 17 contains 378 members Mstep: Class 18 contains 706 members Mstep: Class 21 contains 226 members Entering Unmasked Estep ConsiderDeletion Score: -15545443.000000 Penalty: 11082.726562 Iteration 102Q: 20 clusters Score -1.554544e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 1673 members Mstep: Class 3 contains 205 members Mstep: Class 4 contains 2874 members Mstep: Class 5 contains 335 members Mstep: Class 6 contains 145 members Mstep: Class 7 contains 3800 members Mstep: Class 8 contains 15486 members Mstep: Class 9 contains 19221 members Mstep: Class 10 contains 254467 members Mstep: Class 11 contains 392 members Mstep: Class 12 contains 1094 members Mstep: Class 13 contains 747 members Mstep: Class 14 contains 35319 members Mstep: Class 15 contains 31249 members Mstep: Class 16 contains 948 members Mstep: Class 17 contains 378 members Mstep: Class 18 contains 706 members Mstep: Class 21 contains 226 members Entering Unmasked Estep ConsiderDeletion Score: -15545439.000000 Penalty: 11082.726562 Iteration 103Q: 20 clusters Score -1.554544e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 1673 members Mstep: Class 3 contains 205 members Mstep: Class 4 contains 2874 members Mstep: Class 5 contains 335 members Mstep: Class 6 contains 145 members Mstep: Class 7 contains 3793 members Mstep: Class 8 contains 15487 members Mstep: Class 9 contains 19206 members Mstep: Class 10 contains 254486 members Mstep: Class 11 contains 392 members Mstep: Class 12 contains 1094 members Mstep: Class 13 contains 747 members Mstep: Class 14 contains 35323 members Mstep: Class 15 contains 31249 members Mstep: Class 16 contains 946 members Mstep: Class 17 contains 378 members Mstep: Class 18 contains 706 members Mstep: Class 21 contains 226 members Entering Unmasked Estep ConsiderDeletion Score: -15545447.000000 Penalty: 11082.726562 Iteration 104Q: 20 clusters Score -1.554545e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 1673 members Mstep: Class 3 contains 205 members Mstep: Class 4 contains 2874 members Mstep: Class 5 contains 335 members Mstep: Class 6 contains 145 members Mstep: Class 7 contains 3790 members Mstep: Class 8 contains 15490 members Mstep: Class 9 contains 19196 members Mstep: Class 10 contains 254502 members Mstep: Class 11 contains 392 members Mstep: Class 12 contains 1094 members Mstep: Class 13 contains 747 members Mstep: Class 14 contains 35320 members Mstep: Class 15 contains 31250 members Mstep: Class 16 contains 942 members Mstep: Class 17 contains 378 members Mstep: Class 18 contains 706 members Mstep: Class 21 contains 226 members Entering Unmasked Estep ConsiderDeletion Score: -15545452.000000 Penalty: 11082.726562 Iteration 105Q: 20 clusters Score -1.554545e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 1673 members Mstep: Class 3 contains 205 members Mstep: Class 4 contains 2874 members Mstep: Class 5 contains 335 members Mstep: Class 6 contains 145 members Mstep: Class 7 contains 3789 members Mstep: Class 8 contains 15490 members Mstep: Class 9 contains 19185 members Mstep: Class 10 contains 254518 members Mstep: Class 11 contains 392 members Mstep: Class 12 contains 1094 members Mstep: Class 13 contains 747 members Mstep: Class 14 contains 35318 members Mstep: Class 15 contains 31252 members Mstep: Class 16 contains 938 members Mstep: Class 17 contains 378 members Mstep: Class 18 contains 706 members Mstep: Class 21 contains 226 members Entering Unmasked Estep ConsiderDeletion Score: -15545425.000000 Penalty: 11082.726562 Iteration 106Q: 20 clusters Score -1.554542e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 1673 members Mstep: Class 3 contains 205 members Mstep: Class 4 contains 2874 members Mstep: Class 5 contains 335 members Mstep: Class 6 contains 145 members Mstep: Class 7 contains 3787 members Mstep: Class 8 contains 15492 members Mstep: Class 9 contains 19171 members Mstep: Class 10 contains 254537 members Mstep: Class 11 contains 392 members Mstep: Class 12 contains 1094 members Mstep: Class 13 contains 747 members Mstep: Class 14 contains 35314 members Mstep: Class 15 contains 31253 members Mstep: Class 16 contains 936 members Mstep: Class 17 contains 378 members Mstep: Class 18 contains 706 members Mstep: Class 21 contains 226 members Entering Unmasked Estep ConsiderDeletion Score: -15545420.000000 Penalty: 11082.726562 Iteration 107Q: 20 clusters Score -1.554542e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 1673 members Mstep: Class 3 contains 205 members Mstep: Class 4 contains 2874 members Mstep: Class 5 contains 334 members Mstep: Class 6 contains 145 members Mstep: Class 7 contains 3784 members Mstep: Class 8 contains 15495 members Mstep: Class 9 contains 19161 members Mstep: Class 10 contains 254548 members Mstep: Class 11 contains 392 members Mstep: Class 12 contains 1094 members Mstep: Class 13 contains 747 members Mstep: Class 14 contains 35314 members Mstep: Class 15 contains 31255 members Mstep: Class 16 contains 934 members Mstep: Class 17 contains 378 members Mstep: Class 18 contains 706 members Mstep: Class 21 contains 226 members Entering Unmasked Estep ConsiderDeletion Score: -15545421.000000 Penalty: 11082.726562 Iteration 108Q: 20 clusters Score -1.554542e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 1673 members Mstep: Class 3 contains 205 members Mstep: Class 4 contains 2874 members Mstep: Class 5 contains 334 members Mstep: Class 6 contains 145 members Mstep: Class 7 contains 3778 members Mstep: Class 8 contains 15499 members Mstep: Class 9 contains 19150 members Mstep: Class 10 contains 254560 members Mstep: Class 11 contains 392 members Mstep: Class 12 contains 1094 members Mstep: Class 13 contains 747 members Mstep: Class 14 contains 35315 members Mstep: Class 15 contains 31255 members Mstep: Class 16 contains 934 members Mstep: Class 17 contains 378 members Mstep: Class 18 contains 706 members Mstep: Class 21 contains 226 members Entering Unmasked Estep ConsiderDeletion Score: -15545429.000000 Penalty: 11082.726562 Iteration 109Q: 20 clusters Score -1.554543e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 1673 members Mstep: Class 3 contains 205 members Mstep: Class 4 contains 2874 members Mstep: Class 5 contains 334 members Mstep: Class 6 contains 145 members Mstep: Class 7 contains 3775 members Mstep: Class 8 contains 15502 members Mstep: Class 9 contains 19140 members Mstep: Class 10 contains 254570 members Mstep: Class 11 contains 392 members Mstep: Class 12 contains 1094 members Mstep: Class 13 contains 747 members Mstep: Class 14 contains 35316 members Mstep: Class 15 contains 31255 members Mstep: Class 16 contains 933 members Mstep: Class 17 contains 378 members Mstep: Class 18 contains 706 members Mstep: Class 21 contains 226 members Entering Unmasked Estep ConsiderDeletion Score: -15545420.000000 Penalty: 11082.726562 Iteration 110Q: 20 clusters Score -1.554542e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 1673 members Mstep: Class 3 contains 205 members Mstep: Class 4 contains 2874 members Mstep: Class 5 contains 334 members Mstep: Class 6 contains 145 members Mstep: Class 7 contains 3775 members Mstep: Class 8 contains 15504 members Mstep: Class 9 contains 19134 members Mstep: Class 10 contains 254574 members Mstep: Class 11 contains 391 members Mstep: Class 12 contains 1094 members Mstep: Class 13 contains 747 members Mstep: Class 14 contains 35319 members Mstep: Class 15 contains 31255 members Mstep: Class 16 contains 931 members Mstep: Class 17 contains 378 members Mstep: Class 18 contains 706 members Mstep: Class 21 contains 226 members Entering Unmasked Estep ConsiderDeletion Score: -15545426.000000 Penalty: 11082.726562 Iteration 111Q: 20 clusters Score -1.554543e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 1672 members Mstep: Class 3 contains 205 members Mstep: Class 4 contains 2874 members Mstep: Class 5 contains 334 members Mstep: Class 6 contains 145 members Mstep: Class 7 contains 3775 members Mstep: Class 8 contains 15508 members Mstep: Class 9 contains 19126 members Mstep: Class 10 contains 254578 members Mstep: Class 11 contains 391 members Mstep: Class 12 contains 1094 members Mstep: Class 13 contains 747 members Mstep: Class 14 contains 35320 members Mstep: Class 15 contains 31255 members Mstep: Class 16 contains 931 members Mstep: Class 17 contains 378 members Mstep: Class 18 contains 706 members Mstep: Class 21 contains 226 members Entering Unmasked Estep ConsiderDeletion Score: -15545435.000000 Penalty: 11082.726562 Iteration 112Q: 20 clusters Score -1.554544e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 1671 members Mstep: Class 3 contains 205 members Mstep: Class 4 contains 2874 members Mstep: Class 5 contains 334 members Mstep: Class 6 contains 145 members Mstep: Class 7 contains 3775 members Mstep: Class 8 contains 15512 members Mstep: Class 9 contains 19116 members Mstep: Class 10 contains 254584 members Mstep: Class 11 contains 391 members Mstep: Class 12 contains 1094 members Mstep: Class 13 contains 747 members Mstep: Class 14 contains 35318 members Mstep: Class 15 contains 31258 members Mstep: Class 16 contains 931 members Mstep: Class 17 contains 378 members Mstep: Class 18 contains 706 members Mstep: Class 21 contains 226 members Entering Unmasked Estep ConsiderDeletion Score: -15545436.000000 Penalty: 11082.726562 Iteration 113Q: 20 clusters Score -1.554544e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 1671 members Mstep: Class 3 contains 205 members Mstep: Class 4 contains 2875 members Mstep: Class 5 contains 334 members Mstep: Class 6 contains 145 members Mstep: Class 7 contains 3775 members Mstep: Class 8 contains 15516 members Mstep: Class 9 contains 19099 members Mstep: Class 10 contains 254592 members Mstep: Class 11 contains 388 members Mstep: Class 12 contains 1094 members Mstep: Class 13 contains 747 members Mstep: Class 14 contains 35321 members Mstep: Class 15 contains 31262 members Mstep: Class 16 contains 931 members Mstep: Class 17 contains 378 members Mstep: Class 18 contains 706 members Mstep: Class 21 contains 226 members Entering Unmasked Estep ConsiderDeletion Score: -15545432.000000 Penalty: 11082.726562 Iteration 114Q: 20 clusters Score -1.554543e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 1669 members Mstep: Class 3 contains 205 members Mstep: Class 4 contains 2875 members Mstep: Class 5 contains 334 members Mstep: Class 6 contains 145 members Mstep: Class 7 contains 3775 members Mstep: Class 8 contains 15521 members Mstep: Class 9 contains 19078 members Mstep: Class 10 contains 254607 members Mstep: Class 11 contains 389 members Mstep: Class 12 contains 1094 members Mstep: Class 13 contains 747 members Mstep: Class 14 contains 35322 members Mstep: Class 15 contains 31263 members Mstep: Class 16 contains 931 members Mstep: Class 17 contains 378 members Mstep: Class 18 contains 706 members Mstep: Class 21 contains 226 members Entering Unmasked Estep ConsiderDeletion Score: -15545415.000000 Penalty: 11082.726562 Iteration 115Q: 20 clusters Score -1.554542e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 1670 members Mstep: Class 3 contains 205 members Mstep: Class 4 contains 2875 members Mstep: Class 5 contains 334 members Mstep: Class 6 contains 145 members Mstep: Class 7 contains 3775 members Mstep: Class 8 contains 15523 members Mstep: Class 9 contains 19056 members Mstep: Class 10 contains 254624 members Mstep: Class 11 contains 388 members Mstep: Class 12 contains 1094 members Mstep: Class 13 contains 747 members Mstep: Class 14 contains 35323 members Mstep: Class 15 contains 31265 members Mstep: Class 16 contains 931 members Mstep: Class 17 contains 378 members Mstep: Class 18 contains 706 members Mstep: Class 21 contains 226 members Entering Unmasked Estep ConsiderDeletion Score: -15545403.000000 Penalty: 11082.726562 Iteration 116Q: 20 clusters Score -1.55454e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 1670 members Mstep: Class 3 contains 205 members Mstep: Class 4 contains 2875 members Mstep: Class 5 contains 334 members Mstep: Class 6 contains 145 members Mstep: Class 7 contains 3775 members Mstep: Class 8 contains 15527 members Mstep: Class 9 contains 19033 members Mstep: Class 10 contains 254640 members Mstep: Class 11 contains 386 members Mstep: Class 12 contains 1094 members Mstep: Class 13 contains 747 members Mstep: Class 14 contains 35324 members Mstep: Class 15 contains 31269 members Mstep: Class 16 contains 931 members Mstep: Class 17 contains 378 members Mstep: Class 18 contains 706 members Mstep: Class 21 contains 226 members Entering Unmasked Estep ConsiderDeletion Score: -15545390.000000 Penalty: 11082.726562 Iteration 117Q: 20 clusters Score -1.554539e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 1670 members Mstep: Class 3 contains 205 members Mstep: Class 4 contains 2875 members Mstep: Class 5 contains 334 members Mstep: Class 6 contains 145 members Mstep: Class 7 contains 3775 members Mstep: Class 8 contains 15531 members Mstep: Class 9 contains 19013 members Mstep: Class 10 contains 254652 members Mstep: Class 11 contains 386 members Mstep: Class 12 contains 1094 members Mstep: Class 13 contains 747 members Mstep: Class 14 contains 35326 members Mstep: Class 15 contains 31271 members Mstep: Class 16 contains 931 members Mstep: Class 17 contains 378 members Mstep: Class 18 contains 706 members Mstep: Class 21 contains 226 members Entering Unmasked Estep ConsiderDeletion Score: -15545390.000000 Penalty: 11082.726562 Iteration 118Q: 20 clusters Score -1.554539e+07 nChanged 27 Entering ConstructFrom: Score: -15545390.000000 Penalty: 11082.726562 Entering ConstructFrom: Trying to split cluster 1 (193 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Entering Unmasked Estep Score: -7949.637207 Penalty: 239.452393 Iteration 0F: 2 clusters Score -7949.637 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -7648.462402 Penalty: 478.904785 Iteration 0F: 3 clusters Score -7648.462 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 65 members Entering Unmasked Estep Score: -7722.064941 Penalty: 478.904785 Iteration 1F: 3 clusters Score -7722.065 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -7750.344238 Penalty: 478.904785 Iteration 2F: 3 clusters Score -7750.344 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 51 members Entering Unmasked Estep Score: -7765.544434 Penalty: 478.904785 Iteration 3Q: 3 clusters Score -7765.544 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 49 members Entering Unmasked Estep Score: -7771.194824 Penalty: 478.904785 Iteration 4Q: 3 clusters Score -7771.195 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 46 members Entering Unmasked Estep Score: -7782.335449 Penalty: 478.904785 Iteration 5Q: 3 clusters Score -7782.335 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 46 members Entering Unmasked Estep Score: -7782.335449 Penalty: 478.904785 Iteration 6F: 3 clusters Score -7782.335 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (1670 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1670 members Entering Unmasked Estep Score: -71018.054688 Penalty: 337.636353 Iteration 0F: 2 clusters Score -71018.05 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -69784.218750 Penalty: 675.272705 Iteration 0F: 3 clusters Score -69784.22 nChanged 706 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -70218.367188 Penalty: 675.272705 Iteration 1F: 3 clusters Score -70218.37 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -70284.625000 Penalty: 675.272705 Iteration 2F: 3 clusters Score -70284.62 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -70358.421875 Penalty: 675.272705 Iteration 3F: 3 clusters Score -70358.42 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -70452.273438 Penalty: 675.272705 Iteration 4F: 3 clusters Score -70452.27 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 1081 members Entering Unmasked Estep Score: -70531.031250 Penalty: 675.272705 Iteration 5Q: 3 clusters Score -70531.03 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -70608.617188 Penalty: 675.272705 Iteration 6Q: 3 clusters Score -70608.62 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -70677.492188 Penalty: 675.272705 Iteration 7Q: 3 clusters Score -70677.49 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -70714.882812 Penalty: 675.272705 Iteration 8Q: 3 clusters Score -70714.88 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -70743.742188 Penalty: 675.272705 Iteration 9Q: 3 clusters Score -70743.74 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -70768.539062 Penalty: 675.272705 Iteration 10Q: 3 clusters Score -70768.54 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -70783.156250 Penalty: 675.272705 Iteration 11Q: 3 clusters Score -70783.16 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -70790.546875 Penalty: 675.272705 Iteration 12Q: 3 clusters Score -70790.55 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -70800.375000 Penalty: 675.272705 Iteration 13Q: 3 clusters Score -70800.38 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -70808.742188 Penalty: 675.272705 Iteration 14Q: 3 clusters Score -70808.74 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 1160 members Entering Unmasked Estep Score: -70825.085938 Penalty: 675.272705 Iteration 15Q: 3 clusters Score -70825.09 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -70839.460938 Penalty: 675.272705 Iteration 16Q: 3 clusters Score -70839.46 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -70848.023438 Penalty: 675.272705 Iteration 17Q: 3 clusters Score -70848.02 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -70852.523438 Penalty: 675.272705 Iteration 18Q: 3 clusters Score -70852.52 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 1171 members Entering Unmasked Estep Score: -70856.687500 Penalty: 675.272705 Iteration 19Q: 3 clusters Score -70856.69 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 1173 members Entering Unmasked Estep Score: -70860.335938 Penalty: 675.272705 Iteration 20F: 3 clusters Score -70860.34 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -70862.703125 Penalty: 675.272705 Iteration 21Q: 3 clusters Score -70862.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -70863.492188 Penalty: 675.272705 Iteration 22Q: 3 clusters Score -70863.49 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -70863.828125 Penalty: 675.272705 Iteration 23Q: 3 clusters Score -70863.83 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 1173 members Entering Unmasked Estep Score: -70863.968750 Penalty: 675.272705 Iteration 24Q: 3 clusters Score -70863.97 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 1173 members Entering Unmasked Estep Score: -70863.968750 Penalty: 675.272705 Iteration 25F: 3 clusters Score -70863.97 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (205 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Entering Unmasked Estep Score: -8569.553711 Penalty: 242.196960 Iteration 0F: 2 clusters Score -8569.554 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -8280.315430 Penalty: 484.393921 Iteration 0F: 3 clusters Score -8280.315 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -8360.033203 Penalty: 484.393921 Iteration 1F: 3 clusters Score -8360.033 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -8372.037109 Penalty: 484.393921 Iteration 2F: 3 clusters Score -8372.037 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -8378.736328 Penalty: 484.393921 Iteration 3Q: 3 clusters Score -8378.736 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -8383.598633 Penalty: 484.393921 Iteration 4Q: 3 clusters Score -8383.599 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -8385.252930 Penalty: 484.393921 Iteration 5Q: 3 clusters Score -8385.253 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -8385.862305 Penalty: 484.393921 Iteration 6Q: 3 clusters Score -8385.862 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -8385.862305 Penalty: 484.393921 Iteration 7F: 3 clusters Score -8385.862 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (2875 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2875 members Entering Unmasked Estep Score: -120529.304688 Penalty: 362.353271 Iteration 0F: 2 clusters Score -120529.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1476 members Mstep: Class 2 contains 1399 members Entering Unmasked Estep Score: -118594.703125 Penalty: 724.706543 Iteration 0F: 3 clusters Score -118594.7 nChanged 1222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1518 members Mstep: Class 2 contains 1357 members Entering Unmasked Estep Score: -119268.710938 Penalty: 724.706543 Iteration 1F: 3 clusters Score -119268.7 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1506 members Mstep: Class 2 contains 1369 members Entering Unmasked Estep Score: -119363.156250 Penalty: 724.706543 Iteration 2F: 3 clusters Score -119363.2 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1470 members Mstep: Class 2 contains 1405 members Entering Unmasked Estep Score: -119447.851562 Penalty: 724.706543 Iteration 3F: 3 clusters Score -119447.9 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 1440 members Entering Unmasked Estep Score: -119515.648438 Penalty: 724.706543 Iteration 4Q: 3 clusters Score -119515.6 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1394 members Mstep: Class 2 contains 1481 members Entering Unmasked Estep Score: -119582.789062 Penalty: 724.706543 Iteration 5Q: 3 clusters Score -119582.8 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Mstep: Class 2 contains 1521 members Entering Unmasked Estep Score: -119650.375000 Penalty: 724.706543 Iteration 6Q: 3 clusters Score -119650.4 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1331 members Mstep: Class 2 contains 1544 members Entering Unmasked Estep Score: -119707.085938 Penalty: 724.706543 Iteration 7Q: 3 clusters Score -119707.1 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1313 members Mstep: Class 2 contains 1562 members Entering Unmasked Estep Score: -119765.375000 Penalty: 724.706543 Iteration 8Q: 3 clusters Score -119765.4 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1321 members Mstep: Class 2 contains 1554 members Entering Unmasked Estep Score: -119806.515625 Penalty: 724.706543 Iteration 9Q: 3 clusters Score -119806.5 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 1540 members Entering Unmasked Estep Score: -119831.484375 Penalty: 724.706543 Iteration 10Q: 3 clusters Score -119831.5 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1356 members Mstep: Class 2 contains 1519 members Entering Unmasked Estep Score: -119852.921875 Penalty: 724.706543 Iteration 11Q: 3 clusters Score -119852.9 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1373 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -119875.085938 Penalty: 724.706543 Iteration 12Q: 3 clusters Score -119875.1 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 1486 members Entering Unmasked Estep Score: -119895.515625 Penalty: 724.706543 Iteration 13Q: 3 clusters Score -119895.5 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1415 members Mstep: Class 2 contains 1460 members Entering Unmasked Estep Score: -119920.007812 Penalty: 724.706543 Iteration 14Q: 3 clusters Score -119920 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1450 members Mstep: Class 2 contains 1425 members Entering Unmasked Estep Score: -119941.187500 Penalty: 724.706543 Iteration 15Q: 3 clusters Score -119941.2 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1491 members Mstep: Class 2 contains 1384 members Entering Unmasked Estep Score: -119977.140625 Penalty: 724.706543 Iteration 16Q: 3 clusters Score -119977.1 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1544 members Mstep: Class 2 contains 1331 members Entering Unmasked Estep Score: -120014.632812 Penalty: 724.706543 Iteration 17Q: 3 clusters Score -120014.6 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1587 members Mstep: Class 2 contains 1288 members Entering Unmasked Estep Score: -120045.625000 Penalty: 724.706543 Iteration 18Q: 3 clusters Score -120045.6 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1635 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -120074.476562 Penalty: 724.706543 Iteration 19Q: 3 clusters Score -120074.5 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1691 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -120102.359375 Penalty: 724.706543 Iteration 20F: 3 clusters Score -120102.4 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1737 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -120131.164062 Penalty: 724.706543 Iteration 21Q: 3 clusters Score -120131.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1782 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -120157.851562 Penalty: 724.706543 Iteration 22Q: 3 clusters Score -120157.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1825 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -120178.218750 Penalty: 724.706543 Iteration 23Q: 3 clusters Score -120178.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1863 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -120194.148438 Penalty: 724.706543 Iteration 24Q: 3 clusters Score -120194.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1892 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -120204.609375 Penalty: 724.706543 Iteration 25Q: 3 clusters Score -120204.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1921 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: -120212.523438 Penalty: 724.706543 Iteration 26Q: 3 clusters Score -120212.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1938 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -120216.093750 Penalty: 724.706543 Iteration 27Q: 3 clusters Score -120216.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1951 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -120219.109375 Penalty: 724.706543 Iteration 28Q: 3 clusters Score -120219.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1960 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -120221.445312 Penalty: 724.706543 Iteration 29Q: 3 clusters Score -120221.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1967 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -120222.617188 Penalty: 724.706543 Iteration 30Q: 3 clusters Score -120222.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1977 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -120224.359375 Penalty: 724.706543 Iteration 31Q: 3 clusters Score -120224.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1988 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -120227.859375 Penalty: 724.706543 Iteration 32Q: 3 clusters Score -120227.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2002 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -120231.710938 Penalty: 724.706543 Iteration 33Q: 3 clusters Score -120231.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2014 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -120234.867188 Penalty: 724.706543 Iteration 34Q: 3 clusters Score -120234.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2028 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -120237.835938 Penalty: 724.706543 Iteration 35Q: 3 clusters Score -120237.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2039 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -120239.507812 Penalty: 724.706543 Iteration 36Q: 3 clusters Score -120239.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2049 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -120241.796875 Penalty: 724.706543 Iteration 37Q: 3 clusters Score -120241.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2060 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -120243.531250 Penalty: 724.706543 Iteration 38Q: 3 clusters Score -120243.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2067 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -120244.484375 Penalty: 724.706543 Iteration 39Q: 3 clusters Score -120244.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2073 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -120245.515625 Penalty: 724.706543 Iteration 40F: 3 clusters Score -120245.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2080 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -120247.117188 Penalty: 724.706543 Iteration 41Q: 3 clusters Score -120247.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2083 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -120248.117188 Penalty: 724.706543 Iteration 42Q: 3 clusters Score -120248.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2089 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -120249.929688 Penalty: 724.706543 Iteration 43Q: 3 clusters Score -120249.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2098 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -120251.453125 Penalty: 724.706543 Iteration 44Q: 3 clusters Score -120251.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2104 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -120252.351562 Penalty: 724.706543 Iteration 45Q: 3 clusters Score -120252.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2107 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -120252.875000 Penalty: 724.706543 Iteration 46Q: 3 clusters Score -120252.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2108 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -120253.054688 Penalty: 724.706543 Iteration 47Q: 3 clusters Score -120253.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2109 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -120253.328125 Penalty: 724.706543 Iteration 48Q: 3 clusters Score -120253.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2110 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -120253.390625 Penalty: 724.706543 Iteration 49Q: 3 clusters Score -120253.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2111 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -120253.445312 Penalty: 724.706543 Iteration 50Q: 3 clusters Score -120253.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2113 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -120253.593750 Penalty: 724.706543 Iteration 51Q: 3 clusters Score -120253.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2114 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -120253.601562 Penalty: 724.706543 Iteration 52Q: 3 clusters Score -120253.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2114 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -120253.601562 Penalty: 724.706543 Iteration 53F: 3 clusters Score -120253.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (334 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Entering Unmasked Estep Score: -14037.336914 Penalty: 264.406921 Iteration 0F: 2 clusters Score -14037.34 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -13653.605469 Penalty: 528.813843 Iteration 0F: 3 clusters Score -13653.61 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -13751.632812 Penalty: 528.813843 Iteration 1F: 3 clusters Score -13751.63 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -13777.612305 Penalty: 528.813843 Iteration 2F: 3 clusters Score -13777.61 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -13785.123047 Penalty: 528.813843 Iteration 3Q: 3 clusters Score -13785.12 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -13789.440430 Penalty: 528.813843 Iteration 4Q: 3 clusters Score -13789.44 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -13795.041992 Penalty: 528.813843 Iteration 5Q: 3 clusters Score -13795.04 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -13800.148438 Penalty: 528.813843 Iteration 6Q: 3 clusters Score -13800.15 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -13800.148438 Penalty: 528.813843 Iteration 7F: 3 clusters Score -13800.15 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (145 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Entering Unmasked Estep Score: -5350.165039 Penalty: 226.441376 Iteration 0F: 2 clusters Score -5350.165 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -5121.491699 Penalty: 452.882751 Iteration 0F: 3 clusters Score -5121.492 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -5201.967285 Penalty: 452.882751 Iteration 1F: 3 clusters Score -5201.967 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -5221.920410 Penalty: 452.882751 Iteration 2F: 3 clusters Score -5221.92 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -5232.880371 Penalty: 452.882751 Iteration 3Q: 3 clusters Score -5232.88 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -5240.183594 Penalty: 452.882751 Iteration 4Q: 3 clusters Score -5240.184 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -5246.790039 Penalty: 452.882751 Iteration 5Q: 3 clusters Score -5246.79 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -5249.590332 Penalty: 452.882751 Iteration 6Q: 3 clusters Score -5249.59 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -5249.590332 Penalty: 452.882751 Iteration 7F: 3 clusters Score -5249.59 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (3775 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3775 members Entering Unmasked Estep Score: -153310.921875 Penalty: 374.745087 Iteration 0F: 2 clusters Score -153310.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1833 members Mstep: Class 2 contains 1942 members Entering Unmasked Estep Score: -150738.156250 Penalty: 749.490173 Iteration 0F: 3 clusters Score -150738.2 nChanged 1660 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1583 members Mstep: Class 2 contains 2192 members Entering Unmasked Estep Score: -151698.671875 Penalty: 749.490173 Iteration 1F: 3 clusters Score -151698.7 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1445 members Mstep: Class 2 contains 2330 members Entering Unmasked Estep Score: -151812.218750 Penalty: 749.490173 Iteration 2F: 3 clusters Score -151812.2 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1274 members Mstep: Class 2 contains 2501 members Entering Unmasked Estep Score: -151928.046875 Penalty: 749.490173 Iteration 3F: 3 clusters Score -151928 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 2669 members Entering Unmasked Estep Score: -152039.296875 Penalty: 749.490173 Iteration 4Q: 3 clusters Score -152039.3 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 2883 members Entering Unmasked Estep Score: -152198.156250 Penalty: 749.490173 Iteration 5F: 3 clusters Score -152198.2 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 3097 members Entering Unmasked Estep Score: -152374.578125 Penalty: 749.490173 Iteration 6F: 3 clusters Score -152374.6 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 3281 members Entering Unmasked Estep Score: -152536.593750 Penalty: 749.490173 Iteration 7Q: 3 clusters Score -152536.6 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 3432 members Entering Unmasked Estep Score: -152679.281250 Penalty: 749.490173 Iteration 8Q: 3 clusters Score -152679.3 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 3557 members Entering Unmasked Estep Score: -152803.328125 Penalty: 749.490173 Iteration 9Q: 3 clusters Score -152803.3 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 3630 members Entering Unmasked Estep Score: -152877.140625 Penalty: 749.490173 Iteration 10Q: 3 clusters Score -152877.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 3671 members Entering Unmasked Estep Score: -152927.718750 Penalty: 749.490173 Iteration 11Q: 3 clusters Score -152927.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 3693 members Entering Unmasked Estep Score: -152961.921875 Penalty: 749.490173 Iteration 12Q: 3 clusters Score -152961.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 3697 members Entering Unmasked Estep Score: -152970.218750 Penalty: 749.490173 Iteration 13Q: 3 clusters Score -152970.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 3704 members Entering Unmasked Estep Score: -152976.609375 Penalty: 749.490173 Iteration 14Q: 3 clusters Score -152976.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 3703 members Entering Unmasked Estep Score: -152977.796875 Penalty: 749.490173 Iteration 15Q: 3 clusters Score -152977.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 3703 members Entering Unmasked Estep Score: -152977.796875 Penalty: 749.490173 Iteration 16F: 3 clusters Score -152977.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (15541 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15541 members Entering Unmasked Estep Score: -715229.125000 Penalty: 439.131256 Iteration 0F: 2 clusters Score -715229.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7786 members Mstep: Class 2 contains 7755 members Entering Unmasked Estep Score: -704794.375000 Penalty: 878.262512 Iteration 0F: 3 clusters Score -704794.4 nChanged 7361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8263 members Mstep: Class 2 contains 7278 members Entering Unmasked Estep Score: -709197.312500 Penalty: 878.262512 Iteration 1F: 3 clusters Score -709197.3 nChanged 781 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8598 members Mstep: Class 2 contains 6943 members Entering Unmasked Estep Score: -709482.875000 Penalty: 878.262512 Iteration 2F: 3 clusters Score -709482.9 nChanged 799 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9035 members Mstep: Class 2 contains 6506 members Entering Unmasked Estep Score: -709843.312500 Penalty: 878.262512 Iteration 3F: 3 clusters Score -709843.3 nChanged 915 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9586 members Mstep: Class 2 contains 5955 members Entering Unmasked Estep Score: -710376.375000 Penalty: 878.262512 Iteration 4F: 3 clusters Score -710376.4 nChanged 1022 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10246 members Mstep: Class 2 contains 5295 members Entering Unmasked Estep Score: -711125.875000 Penalty: 878.262512 Iteration 5F: 3 clusters Score -711125.9 nChanged 1038 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10948 members Mstep: Class 2 contains 4593 members Entering Unmasked Estep Score: -712066.812500 Penalty: 878.262512 Iteration 6F: 3 clusters Score -712066.8 nChanged 951 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11561 members Mstep: Class 2 contains 3980 members Entering Unmasked Estep Score: -712943.500000 Penalty: 878.262512 Iteration 7F: 3 clusters Score -712943.5 nChanged 716 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11971 members Mstep: Class 2 contains 3570 members Entering Unmasked Estep Score: -713453.500000 Penalty: 878.262512 Iteration 8Q: 3 clusters Score -713453.5 nChanged 472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12265 members Mstep: Class 2 contains 3276 members Entering Unmasked Estep Score: -713699.437500 Penalty: 878.262512 Iteration 9Q: 3 clusters Score -713699.4 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12485 members Mstep: Class 2 contains 3056 members Entering Unmasked Estep Score: -713823.750000 Penalty: 878.262512 Iteration 10Q: 3 clusters Score -713823.8 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12704 members Mstep: Class 2 contains 2837 members Entering Unmasked Estep Score: -713913.375000 Penalty: 878.262512 Iteration 11Q: 3 clusters Score -713913.4 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12902 members Mstep: Class 2 contains 2639 members Entering Unmasked Estep Score: -713988.125000 Penalty: 878.262512 Iteration 12Q: 3 clusters Score -713988.1 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13110 members Mstep: Class 2 contains 2431 members Entering Unmasked Estep Score: -714061.187500 Penalty: 878.262512 Iteration 13Q: 3 clusters Score -714061.2 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13323 members Mstep: Class 2 contains 2218 members Entering Unmasked Estep Score: -714144.687500 Penalty: 878.262512 Iteration 14Q: 3 clusters Score -714144.7 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13538 members Mstep: Class 2 contains 2003 members Entering Unmasked Estep Score: -714227.500000 Penalty: 878.262512 Iteration 15Q: 3 clusters Score -714227.5 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13739 members Mstep: Class 2 contains 1802 members Entering Unmasked Estep Score: -714300.812500 Penalty: 878.262512 Iteration 16Q: 3 clusters Score -714300.8 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13901 members Mstep: Class 2 contains 1640 members Entering Unmasked Estep Score: -714360.062500 Penalty: 878.262512 Iteration 17Q: 3 clusters Score -714360.1 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14044 members Mstep: Class 2 contains 1497 members Entering Unmasked Estep Score: -714412.687500 Penalty: 878.262512 Iteration 18Q: 3 clusters Score -714412.7 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14173 members Mstep: Class 2 contains 1368 members Entering Unmasked Estep Score: -714457.375000 Penalty: 878.262512 Iteration 19Q: 3 clusters Score -714457.4 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14291 members Mstep: Class 2 contains 1250 members Entering Unmasked Estep Score: -714503.312500 Penalty: 878.262512 Iteration 20F: 3 clusters Score -714503.3 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14404 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -714550.500000 Penalty: 878.262512 Iteration 21Q: 3 clusters Score -714550.5 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14502 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -714582.062500 Penalty: 878.262512 Iteration 22Q: 3 clusters Score -714582.1 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14589 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -714612.125000 Penalty: 878.262512 Iteration 23Q: 3 clusters Score -714612.1 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14665 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -714634.812500 Penalty: 878.262512 Iteration 24Q: 3 clusters Score -714634.8 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14743 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -714658.312500 Penalty: 878.262512 Iteration 25Q: 3 clusters Score -714658.3 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14817 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -714685.250000 Penalty: 878.262512 Iteration 26Q: 3 clusters Score -714685.2 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14875 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -714711.562500 Penalty: 878.262512 Iteration 27Q: 3 clusters Score -714711.6 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14929 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -714730.562500 Penalty: 878.262512 Iteration 28Q: 3 clusters Score -714730.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14968 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -714745.500000 Penalty: 878.262512 Iteration 29Q: 3 clusters Score -714745.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15001 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -714756.750000 Penalty: 878.262512 Iteration 30Q: 3 clusters Score -714756.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15037 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -714770.062500 Penalty: 878.262512 Iteration 31Q: 3 clusters Score -714770.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15062 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -714780.375000 Penalty: 878.262512 Iteration 32Q: 3 clusters Score -714780.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15087 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -714790.187500 Penalty: 878.262512 Iteration 33Q: 3 clusters Score -714790.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15118 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -714803.937500 Penalty: 878.262512 Iteration 34Q: 3 clusters Score -714803.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15143 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -714815.562500 Penalty: 878.262512 Iteration 35Q: 3 clusters Score -714815.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15163 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -714819.437500 Penalty: 878.262512 Iteration 36Q: 3 clusters Score -714819.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15176 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -714822.937500 Penalty: 878.262512 Iteration 37Q: 3 clusters Score -714822.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15191 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -714827.250000 Penalty: 878.262512 Iteration 38Q: 3 clusters Score -714827.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15203 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -714835.562500 Penalty: 878.262512 Iteration 39Q: 3 clusters Score -714835.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15220 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -714847.125000 Penalty: 878.262512 Iteration 40F: 3 clusters Score -714847.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15236 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -714859.187500 Penalty: 878.262512 Iteration 41Q: 3 clusters Score -714859.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15253 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -714867.062500 Penalty: 878.262512 Iteration 42Q: 3 clusters Score -714867.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15270 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -714878.437500 Penalty: 878.262512 Iteration 43Q: 3 clusters Score -714878.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15279 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -714882.062500 Penalty: 878.262512 Iteration 44Q: 3 clusters Score -714882.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15284 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -714883.625000 Penalty: 878.262512 Iteration 45Q: 3 clusters Score -714883.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15291 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -714889.312500 Penalty: 878.262512 Iteration 46Q: 3 clusters Score -714889.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15296 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -714889.250000 Penalty: 878.262512 Iteration 47Q: 3 clusters Score -714889.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15296 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -714890.750000 Penalty: 878.262512 Iteration 48Q: 3 clusters Score -714890.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15299 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -714890.687500 Penalty: 878.262512 Iteration 49Q: 3 clusters Score -714890.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15304 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -714895.250000 Penalty: 878.262512 Iteration 50Q: 3 clusters Score -714895.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15312 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -714900.187500 Penalty: 878.262512 Iteration 51Q: 3 clusters Score -714900.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15315 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -714903.500000 Penalty: 878.262512 Iteration 52Q: 3 clusters Score -714903.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15321 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -714907.687500 Penalty: 878.262512 Iteration 53Q: 3 clusters Score -714907.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15324 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -714910.687500 Penalty: 878.262512 Iteration 54Q: 3 clusters Score -714910.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15329 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -714913.250000 Penalty: 878.262512 Iteration 55Q: 3 clusters Score -714913.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15332 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -714912.875000 Penalty: 878.262512 Iteration 56Q: 3 clusters Score -714912.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15333 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -714916.937500 Penalty: 878.262512 Iteration 57Q: 3 clusters Score -714916.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15333 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -714917.125000 Penalty: 878.262512 Iteration 58Q: 3 clusters Score -714917.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15335 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -714919.187500 Penalty: 878.262512 Iteration 59Q: 3 clusters Score -714919.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15336 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -714919.500000 Penalty: 878.262512 Iteration 60F: 3 clusters Score -714919.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15337 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -714920.250000 Penalty: 878.262512 Iteration 61Q: 3 clusters Score -714920.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15337 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -714920.250000 Penalty: 878.262512 Iteration 62F: 3 clusters Score -714920.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (18997 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18997 members Entering Unmasked Estep Score: -890140.375000 Penalty: 448.267670 Iteration 0F: 2 clusters Score -890140.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9380 members Mstep: Class 2 contains 9617 members Entering Unmasked Estep Score: -877299.375000 Penalty: 896.535339 Iteration 0F: 3 clusters Score -877299.4 nChanged 9076 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8238 members Mstep: Class 2 contains 10759 members Entering Unmasked Estep Score: -882875.750000 Penalty: 896.535339 Iteration 1F: 3 clusters Score -882875.8 nChanged 972 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7516 members Mstep: Class 2 contains 11481 members Entering Unmasked Estep Score: -883383.812500 Penalty: 896.535339 Iteration 2F: 3 clusters Score -883383.8 nChanged 1176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6466 members Mstep: Class 2 contains 12531 members Entering Unmasked Estep Score: -884174.062500 Penalty: 896.535339 Iteration 3F: 3 clusters Score -884174.1 nChanged 1407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5117 members Mstep: Class 2 contains 13880 members Entering Unmasked Estep Score: -885270.687500 Penalty: 896.535339 Iteration 4F: 3 clusters Score -885270.7 nChanged 1490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3669 members Mstep: Class 2 contains 15328 members Entering Unmasked Estep Score: -886543.437500 Penalty: 896.535339 Iteration 5F: 3 clusters Score -886543.4 nChanged 1302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2407 members Mstep: Class 2 contains 16590 members Entering Unmasked Estep Score: -887690.812500 Penalty: 896.535339 Iteration 6F: 3 clusters Score -887690.8 nChanged 977 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1450 members Mstep: Class 2 contains 17547 members Entering Unmasked Estep Score: -888575.625000 Penalty: 896.535339 Iteration 7F: 3 clusters Score -888575.6 nChanged 628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 18159 members Entering Unmasked Estep Score: -889129.812500 Penalty: 896.535339 Iteration 8Q: 3 clusters Score -889129.8 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 18483 members Entering Unmasked Estep Score: -889435.625000 Penalty: 896.535339 Iteration 9Q: 3 clusters Score -889435.6 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 18644 members Entering Unmasked Estep Score: -889595.750000 Penalty: 896.535339 Iteration 10Q: 3 clusters Score -889595.8 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 18715 members Entering Unmasked Estep Score: -889679.562500 Penalty: 896.535339 Iteration 11Q: 3 clusters Score -889679.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 18751 members Entering Unmasked Estep Score: -889742.125000 Penalty: 896.535339 Iteration 12Q: 3 clusters Score -889742.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 18763 members Entering Unmasked Estep Score: -889778.687500 Penalty: 896.535339 Iteration 13Q: 3 clusters Score -889778.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 18774 members Entering Unmasked Estep Score: -889791.125000 Penalty: 896.535339 Iteration 14Q: 3 clusters Score -889791.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 18785 members Entering Unmasked Estep Score: -889801.562500 Penalty: 896.535339 Iteration 15Q: 3 clusters Score -889801.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 18789 members Entering Unmasked Estep Score: -889807.125000 Penalty: 896.535339 Iteration 16Q: 3 clusters Score -889807.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 18795 members Entering Unmasked Estep Score: -889809.312500 Penalty: 896.535339 Iteration 17Q: 3 clusters Score -889809.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 18801 members Entering Unmasked Estep Score: -889811.375000 Penalty: 896.535339 Iteration 18Q: 3 clusters Score -889811.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 18805 members Entering Unmasked Estep Score: -889816.437500 Penalty: 896.535339 Iteration 19Q: 3 clusters Score -889816.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 18807 members Entering Unmasked Estep Score: -889820.937500 Penalty: 896.535339 Iteration 20F: 3 clusters Score -889820.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 18809 members Entering Unmasked Estep Score: -889823.625000 Penalty: 896.535339 Iteration 21Q: 3 clusters Score -889823.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 18812 members Entering Unmasked Estep Score: -889823.875000 Penalty: 896.535339 Iteration 22Q: 3 clusters Score -889823.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 18814 members Entering Unmasked Estep Score: -889825.875000 Penalty: 896.535339 Iteration 23Q: 3 clusters Score -889825.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 18812 members Entering Unmasked Estep Score: -889828.000000 Penalty: 896.535339 Iteration 24Q: 3 clusters Score -889828 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 18810 members Entering Unmasked Estep Score: -889829.312500 Penalty: 896.535339 Iteration 25Q: 3 clusters Score -889829.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 18810 members Entering Unmasked Estep Score: -889829.312500 Penalty: 896.535339 Iteration 26F: 3 clusters Score -889829.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (254657 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254657 members Entering Unmasked Estep Score: -10980396.000000 Penalty: 566.369141 Iteration 0F: 2 clusters Score -1.09804e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127169 members Mstep: Class 2 contains 127488 members Entering Unmasked Estep Score: -10814896.000000 Penalty: 1132.738281 Iteration 0F: 3 clusters Score -1.08149e+07 nChanged 125432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119885 members Mstep: Class 2 contains 134772 members Entering Unmasked Estep Score: -10891778.000000 Penalty: 1132.738281 Iteration 1F: 3 clusters Score -1.089178e+07 nChanged 11436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115619 members Mstep: Class 2 contains 139038 members Entering Unmasked Estep Score: -10896699.000000 Penalty: 1132.738281 Iteration 2Q: 3 clusters Score -1.08967e+07 nChanged 14624 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109237 members Mstep: Class 2 contains 145420 members Entering Unmasked Estep Score: -10905283.000000 Penalty: 1132.738281 Iteration 3F: 3 clusters Score -1.090528e+07 nChanged 17222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101017 members Mstep: Class 2 contains 153640 members Entering Unmasked Estep Score: -10918110.000000 Penalty: 1132.738281 Iteration 4F: 3 clusters Score -1.091811e+07 nChanged 18170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92993 members Mstep: Class 2 contains 161664 members Entering Unmasked Estep Score: -10933438.000000 Penalty: 1132.738281 Iteration 5F: 3 clusters Score -1.093344e+07 nChanged 16278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87551 members Mstep: Class 2 contains 167106 members Entering Unmasked Estep Score: -10944708.000000 Penalty: 1132.738281 Iteration 6F: 3 clusters Score -1.094471e+07 nChanged 11276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84225 members Mstep: Class 2 contains 170432 members Entering Unmasked Estep Score: -10949469.000000 Penalty: 1132.738281 Iteration 7Q: 3 clusters Score -1.094947e+07 nChanged 6531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81386 members Mstep: Class 2 contains 173271 members Entering Unmasked Estep Score: -10951081.000000 Penalty: 1132.738281 Iteration 8Q: 3 clusters Score -1.095108e+07 nChanged 3937 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78607 members Mstep: Class 2 contains 176050 members Entering Unmasked Estep Score: -10951958.000000 Penalty: 1132.738281 Iteration 9Q: 3 clusters Score -1.095196e+07 nChanged 3271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75704 members Mstep: Class 2 contains 178953 members Entering Unmasked Estep Score: -10952731.000000 Penalty: 1132.738281 Iteration 10Q: 3 clusters Score -1.095273e+07 nChanged 3068 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72806 members Mstep: Class 2 contains 181851 members Entering Unmasked Estep Score: -10953457.000000 Penalty: 1132.738281 Iteration 11Q: 3 clusters Score -1.095346e+07 nChanged 3093 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69799 members Mstep: Class 2 contains 184858 members Entering Unmasked Estep Score: -10954248.000000 Penalty: 1132.738281 Iteration 12Q: 3 clusters Score -1.095425e+07 nChanged 3190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66659 members Mstep: Class 2 contains 187998 members Entering Unmasked Estep Score: -10955043.000000 Penalty: 1132.738281 Iteration 13Q: 3 clusters Score -1.095504e+07 nChanged 3284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63395 members Mstep: Class 2 contains 191262 members Entering Unmasked Estep Score: -10956010.000000 Penalty: 1132.738281 Iteration 14Q: 3 clusters Score -1.095601e+07 nChanged 3321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60088 members Mstep: Class 2 contains 194569 members Entering Unmasked Estep Score: -10956965.000000 Penalty: 1132.738281 Iteration 15Q: 3 clusters Score -1.095696e+07 nChanged 3445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56647 members Mstep: Class 2 contains 198010 members Entering Unmasked Estep Score: -10957949.000000 Penalty: 1132.738281 Iteration 16Q: 3 clusters Score -1.095795e+07 nChanged 3484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53167 members Mstep: Class 2 contains 201490 members Entering Unmasked Estep Score: -10959115.000000 Penalty: 1132.738281 Iteration 17Q: 3 clusters Score -1.095912e+07 nChanged 3616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49551 members Mstep: Class 2 contains 205106 members Entering Unmasked Estep Score: -10960366.000000 Penalty: 1132.738281 Iteration 18Q: 3 clusters Score -1.096037e+07 nChanged 3724 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45827 members Mstep: Class 2 contains 208830 members Entering Unmasked Estep Score: -10961525.000000 Penalty: 1132.738281 Iteration 19Q: 3 clusters Score -1.096152e+07 nChanged 3845 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41982 members Mstep: Class 2 contains 212675 members Entering Unmasked Estep Score: -10962751.000000 Penalty: 1132.738281 Iteration 20F: 3 clusters Score -1.096275e+07 nChanged 3971 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38013 members Mstep: Class 2 contains 216644 members Entering Unmasked Estep Score: -10964213.000000 Penalty: 1132.738281 Iteration 21Q: 3 clusters Score -1.096421e+07 nChanged 3955 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34062 members Mstep: Class 2 contains 220595 members Entering Unmasked Estep Score: -10965545.000000 Penalty: 1132.738281 Iteration 22Q: 3 clusters Score -1.096554e+07 nChanged 3917 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30157 members Mstep: Class 2 contains 224500 members Entering Unmasked Estep Score: -10967106.000000 Penalty: 1132.738281 Iteration 23Q: 3 clusters Score -1.096711e+07 nChanged 3823 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26354 members Mstep: Class 2 contains 228303 members Entering Unmasked Estep Score: -10968703.000000 Penalty: 1132.738281 Iteration 24Q: 3 clusters Score -1.09687e+07 nChanged 3616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22756 members Mstep: Class 2 contains 231901 members Entering Unmasked Estep Score: -10970140.000000 Penalty: 1132.738281 Iteration 25Q: 3 clusters Score -1.097014e+07 nChanged 3354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19410 members Mstep: Class 2 contains 235247 members Entering Unmasked Estep Score: -10971675.000000 Penalty: 1132.738281 Iteration 26Q: 3 clusters Score -1.097168e+07 nChanged 3035 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16391 members Mstep: Class 2 contains 238266 members Entering Unmasked Estep Score: -10973068.000000 Penalty: 1132.738281 Iteration 27Q: 3 clusters Score -1.097307e+07 nChanged 2669 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13732 members Mstep: Class 2 contains 240925 members Entering Unmasked Estep Score: -10974324.000000 Penalty: 1132.738281 Iteration 28Q: 3 clusters Score -1.097432e+07 nChanged 2310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11438 members Mstep: Class 2 contains 243219 members Entering Unmasked Estep Score: -10975544.000000 Penalty: 1132.738281 Iteration 29Q: 3 clusters Score -1.097554e+07 nChanged 1949 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9503 members Mstep: Class 2 contains 245154 members Entering Unmasked Estep Score: -10976523.000000 Penalty: 1132.738281 Iteration 30Q: 3 clusters Score -1.097652e+07 nChanged 1612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7899 members Mstep: Class 2 contains 246758 members Entering Unmasked Estep Score: -10977385.000000 Penalty: 1132.738281 Iteration 31Q: 3 clusters Score -1.097738e+07 nChanged 1327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6586 members Mstep: Class 2 contains 248071 members Entering Unmasked Estep Score: -10978031.000000 Penalty: 1132.738281 Iteration 32Q: 3 clusters Score -1.097803e+07 nChanged 1104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5488 members Mstep: Class 2 contains 249169 members Entering Unmasked Estep Score: -10978494.000000 Penalty: 1132.738281 Iteration 33Q: 3 clusters Score -1.097849e+07 nChanged 861 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4641 members Mstep: Class 2 contains 250016 members Entering Unmasked Estep Score: -10978936.000000 Penalty: 1132.738281 Iteration 34Q: 3 clusters Score -1.097894e+07 nChanged 633 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4024 members Mstep: Class 2 contains 250633 members Entering Unmasked Estep Score: -10979140.000000 Penalty: 1132.738281 Iteration 35Q: 3 clusters Score -1.097914e+07 nChanged 536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3500 members Mstep: Class 2 contains 251157 members Entering Unmasked Estep Score: -10979303.000000 Penalty: 1132.738281 Iteration 36Q: 3 clusters Score -1.09793e+07 nChanged 462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3056 members Mstep: Class 2 contains 251601 members Entering Unmasked Estep Score: -10979431.000000 Penalty: 1132.738281 Iteration 37Q: 3 clusters Score -1.097943e+07 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2696 members Mstep: Class 2 contains 251961 members Entering Unmasked Estep Score: -10979506.000000 Penalty: 1132.738281 Iteration 38Q: 3 clusters Score -1.097951e+07 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2417 members Mstep: Class 2 contains 252240 members Entering Unmasked Estep Score: -10979582.000000 Penalty: 1132.738281 Iteration 39Q: 3 clusters Score -1.097958e+07 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2197 members Mstep: Class 2 contains 252460 members Entering Unmasked Estep Score: -10979634.000000 Penalty: 1132.738281 Iteration 40F: 3 clusters Score -1.097963e+07 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1989 members Mstep: Class 2 contains 252668 members Entering Unmasked Estep Score: -10979651.000000 Penalty: 1132.738281 Iteration 41Q: 3 clusters Score -1.097965e+07 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1811 members Mstep: Class 2 contains 252846 members Entering Unmasked Estep Score: -10979694.000000 Penalty: 1132.738281 Iteration 42Q: 3 clusters Score -1.097969e+07 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1666 members Mstep: Class 2 contains 252991 members Entering Unmasked Estep Score: -10979767.000000 Penalty: 1132.738281 Iteration 43Q: 3 clusters Score -1.097977e+07 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1554 members Mstep: Class 2 contains 253103 members Entering Unmasked Estep Score: -10979842.000000 Penalty: 1132.738281 Iteration 44Q: 3 clusters Score -1.097984e+07 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1468 members Mstep: Class 2 contains 253189 members Entering Unmasked Estep Score: -10979872.000000 Penalty: 1132.738281 Iteration 45Q: 3 clusters Score -1.097987e+07 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1413 members Mstep: Class 2 contains 253244 members Entering Unmasked Estep Score: -10979925.000000 Penalty: 1132.738281 Iteration 46Q: 3 clusters Score -1.097992e+07 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 253291 members Entering Unmasked Estep Score: -10979949.000000 Penalty: 1132.738281 Iteration 47Q: 3 clusters Score -1.097995e+07 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 253340 members Entering Unmasked Estep Score: -10979998.000000 Penalty: 1132.738281 Iteration 48Q: 3 clusters Score -1.098e+07 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1267 members Mstep: Class 2 contains 253390 members Entering Unmasked Estep Score: -10980019.000000 Penalty: 1132.738281 Iteration 49Q: 3 clusters Score -1.098002e+07 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 253414 members Entering Unmasked Estep Score: -10980027.000000 Penalty: 1132.738281 Iteration 50Q: 3 clusters Score -1.098003e+07 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 253446 members Entering Unmasked Estep Score: -10980035.000000 Penalty: 1132.738281 Iteration 51Q: 3 clusters Score -1.098004e+07 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 253460 members Entering Unmasked Estep Score: -10980050.000000 Penalty: 1132.738281 Iteration 52Q: 3 clusters Score -1.098005e+07 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1179 members Mstep: Class 2 contains 253478 members Entering Unmasked Estep Score: -10980086.000000 Penalty: 1132.738281 Iteration 53Q: 3 clusters Score -1.098009e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 253507 members Entering Unmasked Estep Score: -10980095.000000 Penalty: 1132.738281 Iteration 54Q: 3 clusters Score -1.09801e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 253524 members Entering Unmasked Estep Score: -10980112.000000 Penalty: 1132.738281 Iteration 55Q: 3 clusters Score -1.098011e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 253535 members Entering Unmasked Estep Score: -10980129.000000 Penalty: 1132.738281 Iteration 56Q: 3 clusters Score -1.098013e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Mstep: Class 2 contains 253542 members Entering Unmasked Estep Score: -10980145.000000 Penalty: 1132.738281 Iteration 57Q: 3 clusters Score -1.098014e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 253552 members Entering Unmasked Estep Score: -10980153.000000 Penalty: 1132.738281 Iteration 58Q: 3 clusters Score -1.098015e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 253572 members Entering Unmasked Estep Score: -10980172.000000 Penalty: 1132.738281 Iteration 59Q: 3 clusters Score -1.098017e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 253594 members Entering Unmasked Estep Score: -10980196.000000 Penalty: 1132.738281 Iteration 60F: 3 clusters Score -1.09802e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 253612 members Entering Unmasked Estep Score: -10980213.000000 Penalty: 1132.738281 Iteration 61Q: 3 clusters Score -1.098021e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 253620 members Entering Unmasked Estep Score: -10980223.000000 Penalty: 1132.738281 Iteration 62Q: 3 clusters Score -1.098022e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 253626 members Entering Unmasked Estep Score: -10980223.000000 Penalty: 1132.738281 Iteration 63Q: 3 clusters Score -1.098022e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 253639 members Entering Unmasked Estep Score: -10980227.000000 Penalty: 1132.738281 Iteration 64Q: 3 clusters Score -1.098023e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 253645 members Entering Unmasked Estep Score: -10980225.000000 Penalty: 1132.738281 Iteration 65Q: 3 clusters Score -1.098022e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 253656 members Entering Unmasked Estep Score: -10980226.000000 Penalty: 1132.738281 Iteration 66Q: 3 clusters Score -1.098023e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 253659 members Entering Unmasked Estep Score: -10980232.000000 Penalty: 1132.738281 Iteration 67Q: 3 clusters Score -1.098023e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 253668 members Entering Unmasked Estep Score: -10980241.000000 Penalty: 1132.738281 Iteration 68Q: 3 clusters Score -1.098024e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 253672 members Entering Unmasked Estep Score: -10980243.000000 Penalty: 1132.738281 Iteration 69Q: 3 clusters Score -1.098024e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 253672 members Entering Unmasked Estep Score: -10980239.000000 Penalty: 1132.738281 Iteration 70Q: 3 clusters Score -1.098024e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 253670 members Entering Unmasked Estep Score: -10980234.000000 Penalty: 1132.738281 Iteration 71Q: 3 clusters Score -1.098023e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 253670 members Entering Unmasked Estep Score: -10980230.000000 Penalty: 1132.738281 Iteration 72Q: 3 clusters Score -1.098023e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 253670 members Entering Unmasked Estep Score: -10980242.000000 Penalty: 1132.738281 Iteration 73Q: 3 clusters Score -1.098024e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 253675 members Entering Unmasked Estep Score: -10980238.000000 Penalty: 1132.738281 Iteration 74Q: 3 clusters Score -1.098024e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 253678 members Entering Unmasked Estep Score: -10980248.000000 Penalty: 1132.738281 Iteration 75Q: 3 clusters Score -1.098025e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 253684 members Entering Unmasked Estep Score: -10980250.000000 Penalty: 1132.738281 Iteration 76Q: 3 clusters Score -1.098025e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 253685 members Entering Unmasked Estep Score: -10980260.000000 Penalty: 1132.738281 Iteration 77Q: 3 clusters Score -1.098026e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 253690 members Entering Unmasked Estep Score: -10980264.000000 Penalty: 1132.738281 Iteration 78Q: 3 clusters Score -1.098026e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 253697 members Entering Unmasked Estep Score: -10980260.000000 Penalty: 1132.738281 Iteration 79Q: 3 clusters Score -1.098026e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 253700 members Entering Unmasked Estep Score: -10980262.000000 Penalty: 1132.738281 Iteration 80F: 3 clusters Score -1.098026e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 253705 members Entering Unmasked Estep Score: -10980258.000000 Penalty: 1132.738281 Iteration 81Q: 3 clusters Score -1.098026e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 253708 members Entering Unmasked Estep Score: -10980263.000000 Penalty: 1132.738281 Iteration 82Q: 3 clusters Score -1.098026e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 253714 members Entering Unmasked Estep Score: -10980251.000000 Penalty: 1132.738281 Iteration 83Q: 3 clusters Score -1.098025e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 253718 members Entering Unmasked Estep Score: -10980264.000000 Penalty: 1132.738281 Iteration 84Q: 3 clusters Score -1.098026e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 253719 members Entering Unmasked Estep Score: -10980270.000000 Penalty: 1132.738281 Iteration 85Q: 3 clusters Score -1.098027e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 253719 members Entering Unmasked Estep Score: -10980265.000000 Penalty: 1132.738281 Iteration 86Q: 3 clusters Score -1.098026e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 253721 members Entering Unmasked Estep Score: -10980274.000000 Penalty: 1132.738281 Iteration 87Q: 3 clusters Score -1.098027e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 253725 members Entering Unmasked Estep Score: -10980280.000000 Penalty: 1132.738281 Iteration 88Q: 3 clusters Score -1.098028e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 253729 members Entering Unmasked Estep Score: -10980274.000000 Penalty: 1132.738281 Iteration 89Q: 3 clusters Score -1.098027e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 253735 members Entering Unmasked Estep Score: -10980283.000000 Penalty: 1132.738281 Iteration 90Q: 3 clusters Score -1.098028e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 253740 members Entering Unmasked Estep Score: -10980277.000000 Penalty: 1132.738281 Iteration 91Q: 3 clusters Score -1.098028e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 253742 members Entering Unmasked Estep Score: -10980282.000000 Penalty: 1132.738281 Iteration 92Q: 3 clusters Score -1.098028e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 253743 members Entering Unmasked Estep Score: -10980280.000000 Penalty: 1132.738281 Iteration 93Q: 3 clusters Score -1.098028e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 253745 members Entering Unmasked Estep Score: -10980277.000000 Penalty: 1132.738281 Iteration 94Q: 3 clusters Score -1.098028e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 253747 members Entering Unmasked Estep Score: -10980278.000000 Penalty: 1132.738281 Iteration 95Q: 3 clusters Score -1.098028e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 253751 members Entering Unmasked Estep Score: -10980265.000000 Penalty: 1132.738281 Iteration 96Q: 3 clusters Score -1.098026e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 253752 members Entering Unmasked Estep Score: -10980273.000000 Penalty: 1132.738281 Iteration 97Q: 3 clusters Score -1.098027e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 253751 members Entering Unmasked Estep Score: -10980270.000000 Penalty: 1132.738281 Iteration 98Q: 3 clusters Score -1.098027e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 253751 members Entering Unmasked Estep Score: -10980270.000000 Penalty: 1132.738281 Iteration 99F: 3 clusters Score -1.098027e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (386 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Entering Unmasked Estep Score: -14224.183594 Penalty: 270.990601 Iteration 0F: 2 clusters Score -14224.18 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -13795.743164 Penalty: 541.981201 Iteration 0F: 3 clusters Score -13795.74 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -13893.526367 Penalty: 541.981201 Iteration 1F: 3 clusters Score -13893.53 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -13917.483398 Penalty: 541.981201 Iteration 2F: 3 clusters Score -13917.48 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -13928.957031 Penalty: 541.981201 Iteration 3Q: 3 clusters Score -13928.96 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -13932.892578 Penalty: 541.981201 Iteration 4Q: 3 clusters Score -13932.89 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -13937.327148 Penalty: 541.981201 Iteration 5Q: 3 clusters Score -13937.33 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -13942.060547 Penalty: 541.981201 Iteration 6Q: 3 clusters Score -13942.06 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -13944.803711 Penalty: 541.981201 Iteration 7Q: 3 clusters Score -13944.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -13950.706055 Penalty: 541.981201 Iteration 8Q: 3 clusters Score -13950.71 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -13956.749023 Penalty: 541.981201 Iteration 9Q: 3 clusters Score -13956.75 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -13959.587891 Penalty: 541.981201 Iteration 10Q: 3 clusters Score -13959.59 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -13960.079102 Penalty: 541.981201 Iteration 11Q: 3 clusters Score -13960.08 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -13961.193359 Penalty: 541.981201 Iteration 12Q: 3 clusters Score -13961.19 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -13962.663086 Penalty: 541.981201 Iteration 13Q: 3 clusters Score -13962.66 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -13964.215820 Penalty: 541.981201 Iteration 14Q: 3 clusters Score -13964.22 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -13966.215820 Penalty: 541.981201 Iteration 15Q: 3 clusters Score -13966.22 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -13967.063477 Penalty: 541.981201 Iteration 16Q: 3 clusters Score -13967.06 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -13968.258789 Penalty: 541.981201 Iteration 17Q: 3 clusters Score -13968.26 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -13969.004883 Penalty: 541.981201 Iteration 18Q: 3 clusters Score -13969 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -13969.004883 Penalty: 541.981201 Iteration 19F: 3 clusters Score -13969 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (1094 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Entering Unmasked Estep Score: -50162.722656 Penalty: 318.390594 Iteration 0F: 2 clusters Score -50162.72 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -49299.207031 Penalty: 636.781189 Iteration 0F: 3 clusters Score -49299.21 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -49519.332031 Penalty: 636.781189 Iteration 1F: 3 clusters Score -49519.33 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -49585.109375 Penalty: 636.781189 Iteration 2F: 3 clusters Score -49585.11 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -49617.164062 Penalty: 636.781189 Iteration 3F: 3 clusters Score -49617.16 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -49639.253906 Penalty: 636.781189 Iteration 4Q: 3 clusters Score -49639.25 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -49658.972656 Penalty: 636.781189 Iteration 5Q: 3 clusters Score -49658.97 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -49672.695312 Penalty: 636.781189 Iteration 6Q: 3 clusters Score -49672.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -49684.273438 Penalty: 636.781189 Iteration 7Q: 3 clusters Score -49684.27 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -49695.179688 Penalty: 636.781189 Iteration 8Q: 3 clusters Score -49695.18 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -49707.152344 Penalty: 636.781189 Iteration 9Q: 3 clusters Score -49707.15 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -49721.132812 Penalty: 636.781189 Iteration 10Q: 3 clusters Score -49721.13 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -49734.417969 Penalty: 636.781189 Iteration 11Q: 3 clusters Score -49734.42 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -49749.652344 Penalty: 636.781189 Iteration 12Q: 3 clusters Score -49749.65 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -49765.453125 Penalty: 636.781189 Iteration 13Q: 3 clusters Score -49765.45 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -49781.542969 Penalty: 636.781189 Iteration 14Q: 3 clusters Score -49781.54 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -49797.335938 Penalty: 636.781189 Iteration 15Q: 3 clusters Score -49797.34 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -49815.832031 Penalty: 636.781189 Iteration 16Q: 3 clusters Score -49815.83 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -49831.863281 Penalty: 636.781189 Iteration 17Q: 3 clusters Score -49831.86 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -49843.929688 Penalty: 636.781189 Iteration 18Q: 3 clusters Score -49843.93 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -49852.144531 Penalty: 636.781189 Iteration 19Q: 3 clusters Score -49852.14 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -49855.660156 Penalty: 636.781189 Iteration 20F: 3 clusters Score -49855.66 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -49858.742188 Penalty: 636.781189 Iteration 21Q: 3 clusters Score -49858.74 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -49864.496094 Penalty: 636.781189 Iteration 22Q: 3 clusters Score -49864.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -49871.601562 Penalty: 636.781189 Iteration 23Q: 3 clusters Score -49871.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -49874.222656 Penalty: 636.781189 Iteration 24Q: 3 clusters Score -49874.22 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -49876.488281 Penalty: 636.781189 Iteration 25Q: 3 clusters Score -49876.49 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -49877.070312 Penalty: 636.781189 Iteration 26Q: 3 clusters Score -49877.07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -49877.281250 Penalty: 636.781189 Iteration 27Q: 3 clusters Score -49877.28 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -49877.281250 Penalty: 636.781189 Iteration 28F: 3 clusters Score -49877.28 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (747 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Entering Unmasked Estep Score: -30110.876953 Penalty: 301.030945 Iteration 0F: 2 clusters Score -30110.88 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -29443.251953 Penalty: 602.061890 Iteration 0F: 3 clusters Score -29443.25 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -29607.759766 Penalty: 602.061890 Iteration 1F: 3 clusters Score -29607.76 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -29656.812500 Penalty: 602.061890 Iteration 2F: 3 clusters Score -29656.81 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -29676.900391 Penalty: 602.061890 Iteration 3Q: 3 clusters Score -29676.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -29689.375000 Penalty: 602.061890 Iteration 4Q: 3 clusters Score -29689.38 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -29702.779297 Penalty: 602.061890 Iteration 5Q: 3 clusters Score -29702.78 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -29721.787109 Penalty: 602.061890 Iteration 6Q: 3 clusters Score -29721.79 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -29735.384766 Penalty: 602.061890 Iteration 7Q: 3 clusters Score -29735.38 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -29751.076172 Penalty: 602.061890 Iteration 8Q: 3 clusters Score -29751.08 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -29769.175781 Penalty: 602.061890 Iteration 9Q: 3 clusters Score -29769.18 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -29790.855469 Penalty: 602.061890 Iteration 10Q: 3 clusters Score -29790.86 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -29814.681641 Penalty: 602.061890 Iteration 11Q: 3 clusters Score -29814.68 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -29833.535156 Penalty: 602.061890 Iteration 12Q: 3 clusters Score -29833.54 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -29856.041016 Penalty: 602.061890 Iteration 13Q: 3 clusters Score -29856.04 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -29873.513672 Penalty: 602.061890 Iteration 14Q: 3 clusters Score -29873.51 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -29883.224609 Penalty: 602.061890 Iteration 15Q: 3 clusters Score -29883.22 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -29888.099609 Penalty: 602.061890 Iteration 16Q: 3 clusters Score -29888.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -29892.841797 Penalty: 602.061890 Iteration 17Q: 3 clusters Score -29892.84 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -29896.162109 Penalty: 602.061890 Iteration 18Q: 3 clusters Score -29896.16 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -29896.162109 Penalty: 602.061890 Iteration 19F: 3 clusters Score -29896.16 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (35326 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35326 members Entering Unmasked Estep Score: -1461106.750000 Penalty: 476.493073 Iteration 0F: 2 clusters Score -1461107 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17696 members Mstep: Class 2 contains 17630 members Entering Unmasked Estep Score: -1437488.125000 Penalty: 952.986145 Iteration 0F: 3 clusters Score -1437488 nChanged 17076 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18358 members Mstep: Class 2 contains 16968 members Entering Unmasked Estep Score: -1447120.125000 Penalty: 952.986145 Iteration 1F: 3 clusters Score -1447120 nChanged 1113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18805 members Mstep: Class 2 contains 16521 members Entering Unmasked Estep Score: -1447387.000000 Penalty: 952.986145 Iteration 2Q: 3 clusters Score -1447387 nChanged 1257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19508 members Mstep: Class 2 contains 15818 members Entering Unmasked Estep Score: -1447798.000000 Penalty: 952.986145 Iteration 3Q: 3 clusters Score -1447798 nChanged 1546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20552 members Mstep: Class 2 contains 14774 members Entering Unmasked Estep Score: -1448438.875000 Penalty: 952.986145 Iteration 4Q: 3 clusters Score -1448439 nChanged 1954 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22094 members Mstep: Class 2 contains 13232 members Entering Unmasked Estep Score: -1449553.750000 Penalty: 952.986145 Iteration 5F: 3 clusters Score -1449554 nChanged 2344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24032 members Mstep: Class 2 contains 11294 members Entering Unmasked Estep Score: -1451256.125000 Penalty: 952.986145 Iteration 6F: 3 clusters Score -1451256 nChanged 2470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26054 members Mstep: Class 2 contains 9272 members Entering Unmasked Estep Score: -1453235.250000 Penalty: 952.986145 Iteration 7F: 3 clusters Score -1453235 nChanged 2210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27840 members Mstep: Class 2 contains 7486 members Entering Unmasked Estep Score: -1455005.625000 Penalty: 952.986145 Iteration 8F: 3 clusters Score -1455006 nChanged 1747 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29253 members Mstep: Class 2 contains 6073 members Entering Unmasked Estep Score: -1456306.250000 Penalty: 952.986145 Iteration 9Q: 3 clusters Score -1456306 nChanged 1303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30382 members Mstep: Class 2 contains 4944 members Entering Unmasked Estep Score: -1457199.000000 Penalty: 952.986145 Iteration 10Q: 3 clusters Score -1457199 nChanged 1067 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31387 members Mstep: Class 2 contains 3939 members Entering Unmasked Estep Score: -1457925.000000 Penalty: 952.986145 Iteration 11Q: 3 clusters Score -1457925 nChanged 915 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32294 members Mstep: Class 2 contains 3032 members Entering Unmasked Estep Score: -1458582.875000 Penalty: 952.986145 Iteration 12Q: 3 clusters Score -1458583 nChanged 795 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33089 members Mstep: Class 2 contains 2237 members Entering Unmasked Estep Score: -1459205.125000 Penalty: 952.986145 Iteration 13Q: 3 clusters Score -1459205 nChanged 626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33715 members Mstep: Class 2 contains 1611 members Entering Unmasked Estep Score: -1459699.500000 Penalty: 952.986145 Iteration 14Q: 3 clusters Score -1459700 nChanged 474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34187 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -1460051.500000 Penalty: 952.986145 Iteration 15Q: 3 clusters Score -1460052 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34485 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -1460271.875000 Penalty: 952.986145 Iteration 16Q: 3 clusters Score -1460272 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34694 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -1460409.875000 Penalty: 952.986145 Iteration 17Q: 3 clusters Score -1460410 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34842 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -1460500.500000 Penalty: 952.986145 Iteration 18Q: 3 clusters Score -1460500 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34946 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -1460564.500000 Penalty: 952.986145 Iteration 19Q: 3 clusters Score -1460564 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35011 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -1460609.500000 Penalty: 952.986145 Iteration 20F: 3 clusters Score -1460610 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35058 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -1460647.500000 Penalty: 952.986145 Iteration 21Q: 3 clusters Score -1460648 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35093 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -1460680.500000 Penalty: 952.986145 Iteration 22Q: 3 clusters Score -1460680 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35115 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -1460708.125000 Penalty: 952.986145 Iteration 23Q: 3 clusters Score -1460708 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35126 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -1460717.500000 Penalty: 952.986145 Iteration 24Q: 3 clusters Score -1460718 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35138 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -1460728.750000 Penalty: 952.986145 Iteration 25Q: 3 clusters Score -1460729 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35145 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -1460739.000000 Penalty: 952.986145 Iteration 26Q: 3 clusters Score -1460739 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35152 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -1460750.375000 Penalty: 952.986145 Iteration 27Q: 3 clusters Score -1460750 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35152 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -1460756.000000 Penalty: 952.986145 Iteration 28Q: 3 clusters Score -1460756 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35156 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -1460760.500000 Penalty: 952.986145 Iteration 29Q: 3 clusters Score -1460760 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35159 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -1460762.375000 Penalty: 952.986145 Iteration 30Q: 3 clusters Score -1460762 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35163 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -1460766.250000 Penalty: 952.986145 Iteration 31Q: 3 clusters Score -1460766 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35163 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -1460766.875000 Penalty: 952.986145 Iteration 32Q: 3 clusters Score -1460767 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35162 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -1460766.875000 Penalty: 952.986145 Iteration 33Q: 3 clusters Score -1460767 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35162 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -1460768.750000 Penalty: 952.986145 Iteration 34Q: 3 clusters Score -1460769 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35163 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -1460768.500000 Penalty: 952.986145 Iteration 35Q: 3 clusters Score -1460768 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35162 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -1460768.500000 Penalty: 952.986145 Iteration 36Q: 3 clusters Score -1460768 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35160 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -1460770.500000 Penalty: 952.986145 Iteration 37Q: 3 clusters Score -1460770 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35161 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -1460771.500000 Penalty: 952.986145 Iteration 38Q: 3 clusters Score -1460772 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35162 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -1460770.375000 Penalty: 952.986145 Iteration 39Q: 3 clusters Score -1460770 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35162 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -1460771.375000 Penalty: 952.986145 Iteration 40F: 3 clusters Score -1460771 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35161 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -1460771.375000 Penalty: 952.986145 Iteration 41Q: 3 clusters Score -1460771 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35160 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -1460772.500000 Penalty: 952.986145 Iteration 42Q: 3 clusters Score -1460772 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35159 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -1460773.250000 Penalty: 952.986145 Iteration 43Q: 3 clusters Score -1460773 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35159 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -1460773.250000 Penalty: 952.986145 Iteration 44F: 3 clusters Score -1460773 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (31272 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31272 members Entering Unmasked Estep Score: -1376135.125000 Penalty: 470.946747 Iteration 0F: 2 clusters Score -1376135 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15663 members Mstep: Class 2 contains 15609 members Entering Unmasked Estep Score: -1355094.375000 Penalty: 941.893494 Iteration 0F: 3 clusters Score -1355094 nChanged 15139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14920 members Mstep: Class 2 contains 16352 members Entering Unmasked Estep Score: -1364321.750000 Penalty: 941.893494 Iteration 1F: 3 clusters Score -1364322 nChanged 1382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14436 members Mstep: Class 2 contains 16836 members Entering Unmasked Estep Score: -1364747.625000 Penalty: 941.893494 Iteration 2Q: 3 clusters Score -1364748 nChanged 1412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13798 members Mstep: Class 2 contains 17474 members Entering Unmasked Estep Score: -1365207.625000 Penalty: 941.893494 Iteration 3Q: 3 clusters Score -1365208 nChanged 1407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12999 members Mstep: Class 2 contains 18273 members Entering Unmasked Estep Score: -1365720.625000 Penalty: 941.893494 Iteration 4Q: 3 clusters Score -1365721 nChanged 1501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12010 members Mstep: Class 2 contains 19262 members Entering Unmasked Estep Score: -1366312.750000 Penalty: 941.893494 Iteration 5Q: 3 clusters Score -1366313 nChanged 1513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10825 members Mstep: Class 2 contains 20447 members Entering Unmasked Estep Score: -1366959.500000 Penalty: 941.893494 Iteration 6Q: 3 clusters Score -1366960 nChanged 1572 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9401 members Mstep: Class 2 contains 21871 members Entering Unmasked Estep Score: -1367744.250000 Penalty: 941.893494 Iteration 7F: 3 clusters Score -1367744 nChanged 1785 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7690 members Mstep: Class 2 contains 23582 members Entering Unmasked Estep Score: -1368805.875000 Penalty: 941.893494 Iteration 8F: 3 clusters Score -1368806 nChanged 1908 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5804 members Mstep: Class 2 contains 25468 members Entering Unmasked Estep Score: -1370168.375000 Penalty: 941.893494 Iteration 9F: 3 clusters Score -1370168 nChanged 1920 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3886 members Mstep: Class 2 contains 27386 members Entering Unmasked Estep Score: -1371788.125000 Penalty: 941.893494 Iteration 10F: 3 clusters Score -1371788 nChanged 1665 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2221 members Mstep: Class 2 contains 29051 members Entering Unmasked Estep Score: -1373409.250000 Penalty: 941.893494 Iteration 11F: 3 clusters Score -1373409 nChanged 1239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 30290 members Entering Unmasked Estep Score: -1374716.250000 Penalty: 941.893494 Iteration 12Q: 3 clusters Score -1374716 nChanged 667 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 30957 members Entering Unmasked Estep Score: -1375394.750000 Penalty: 941.893494 Iteration 13Q: 3 clusters Score -1375395 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 31175 members Entering Unmasked Estep Score: -1375605.875000 Penalty: 941.893494 Iteration 14Q: 3 clusters Score -1375606 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46 members Mstep: Class 2 contains 31226 members Entering Unmasked Estep Score: -1375666.875000 Penalty: 941.893494 Iteration 15Q: 3 clusters Score -1375667 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39 members Mstep: Class 2 contains 31233 members Entering Unmasked Estep Score: -1375682.625000 Penalty: 941.893494 Iteration 16Q: 3 clusters Score -1375683 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35 members Mstep: Class 2 contains 31237 members Entering Unmasked Estep Score: -1375694.625000 Penalty: 941.893494 Iteration 17Q: 3 clusters Score -1375695 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34 members Mstep: Class 2 contains 31238 members Entering Unmasked Estep Score: -1375698.250000 Penalty: 941.893494 Iteration 18Q: 3 clusters Score -1375698 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33 members Mstep: Class 2 contains 31239 members Entering Unmasked Estep Score: -1375706.250000 Penalty: 941.893494 Iteration 19Q: 3 clusters Score -1375706 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33 members Mstep: Class 2 contains 31239 members Entering Unmasked Estep Score: -1375709.000000 Penalty: 941.893494 Iteration 20F: 3 clusters Score -1375709 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (931 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Entering Unmasked Estep Score: -36142.261719 Penalty: 311.049805 Iteration 0F: 2 clusters Score -36142.26 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -35359.617188 Penalty: 622.099609 Iteration 0F: 3 clusters Score -35359.62 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -35630.406250 Penalty: 622.099609 Iteration 1F: 3 clusters Score -35630.41 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -35716.492188 Penalty: 622.099609 Iteration 2F: 3 clusters Score -35716.49 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -35777.750000 Penalty: 622.099609 Iteration 3F: 3 clusters Score -35777.75 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -35819.117188 Penalty: 622.099609 Iteration 4F: 3 clusters Score -35819.12 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -35857.843750 Penalty: 622.099609 Iteration 5Q: 3 clusters Score -35857.84 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -35899.542969 Penalty: 622.099609 Iteration 6F: 3 clusters Score -35899.54 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -35929.433594 Penalty: 622.099609 Iteration 7Q: 3 clusters Score -35929.43 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -35956.664062 Penalty: 622.099609 Iteration 8Q: 3 clusters Score -35956.66 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -35982.609375 Penalty: 622.099609 Iteration 9Q: 3 clusters Score -35982.61 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -35995.660156 Penalty: 622.099609 Iteration 10Q: 3 clusters Score -35995.66 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -36007.519531 Penalty: 622.099609 Iteration 11Q: 3 clusters Score -36007.52 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -36014.460938 Penalty: 622.099609 Iteration 12Q: 3 clusters Score -36014.46 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -36017.625000 Penalty: 622.099609 Iteration 13Q: 3 clusters Score -36017.62 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -36018.445312 Penalty: 622.099609 Iteration 14Q: 3 clusters Score -36018.45 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -36020.644531 Penalty: 622.099609 Iteration 15Q: 3 clusters Score -36020.64 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -36021.367188 Penalty: 622.099609 Iteration 16Q: 3 clusters Score -36021.37 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -36021.500000 Penalty: 622.099609 Iteration 17Q: 3 clusters Score -36021.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -36021.500000 Penalty: 622.099609 Iteration 18F: 3 clusters Score -36021.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (378 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Entering Unmasked Estep Score: -14043.421875 Penalty: 270.037689 Iteration 0F: 2 clusters Score -14043.42 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -13628.604492 Penalty: 540.075378 Iteration 0F: 3 clusters Score -13628.6 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -13726.652344 Penalty: 540.075378 Iteration 1F: 3 clusters Score -13726.65 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -13768.437500 Penalty: 540.075378 Iteration 2F: 3 clusters Score -13768.44 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -13805.895508 Penalty: 540.075378 Iteration 3F: 3 clusters Score -13805.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -13836.790039 Penalty: 540.075378 Iteration 4Q: 3 clusters Score -13836.79 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -13839.205078 Penalty: 540.075378 Iteration 5Q: 3 clusters Score -13839.21 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -13840.863281 Penalty: 540.075378 Iteration 6Q: 3 clusters Score -13840.86 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -13842.889648 Penalty: 540.075378 Iteration 7Q: 3 clusters Score -13842.89 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -13844.762695 Penalty: 540.075378 Iteration 8Q: 3 clusters Score -13844.76 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -13847.508789 Penalty: 540.075378 Iteration 9Q: 3 clusters Score -13847.51 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -13853.155273 Penalty: 540.075378 Iteration 10Q: 3 clusters Score -13853.16 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -13854.637695 Penalty: 540.075378 Iteration 11Q: 3 clusters Score -13854.64 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -13855.136719 Penalty: 540.075378 Iteration 12Q: 3 clusters Score -13855.14 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -13855.136719 Penalty: 540.075378 Iteration 13F: 3 clusters Score -13855.14 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (706 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Entering Unmasked Estep Score: -28472.474609 Penalty: 298.462494 Iteration 0F: 2 clusters Score -28472.47 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 347 members Entering Unmasked Estep Score: -27855.117188 Penalty: 596.924988 Iteration 0F: 3 clusters Score -27855.12 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -28047.308594 Penalty: 596.924988 Iteration 1F: 3 clusters Score -28047.31 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -28074.677734 Penalty: 596.924988 Iteration 2F: 3 clusters Score -28074.68 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -28084.855469 Penalty: 596.924988 Iteration 3Q: 3 clusters Score -28084.86 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -28094.779297 Penalty: 596.924988 Iteration 4Q: 3 clusters Score -28094.78 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -28106.226562 Penalty: 596.924988 Iteration 5Q: 3 clusters Score -28106.23 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -28108.507812 Penalty: 596.924988 Iteration 6Q: 3 clusters Score -28108.51 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -28110.816406 Penalty: 596.924988 Iteration 7Q: 3 clusters Score -28110.82 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -28113.253906 Penalty: 596.924988 Iteration 8Q: 3 clusters Score -28113.25 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -28118.267578 Penalty: 596.924988 Iteration 9Q: 3 clusters Score -28118.27 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -28124.369141 Penalty: 596.924988 Iteration 10Q: 3 clusters Score -28124.37 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -28132.232422 Penalty: 596.924988 Iteration 11Q: 3 clusters Score -28132.23 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -28138.769531 Penalty: 596.924988 Iteration 12Q: 3 clusters Score -28138.77 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -28147.675781 Penalty: 596.924988 Iteration 13Q: 3 clusters Score -28147.68 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -28158.632812 Penalty: 596.924988 Iteration 14Q: 3 clusters Score -28158.63 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -28164.554688 Penalty: 596.924988 Iteration 15Q: 3 clusters Score -28164.55 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -28171.005859 Penalty: 596.924988 Iteration 16Q: 3 clusters Score -28171.01 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -28176.892578 Penalty: 596.924988 Iteration 17Q: 3 clusters Score -28176.89 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -28184.248047 Penalty: 596.924988 Iteration 18Q: 3 clusters Score -28184.25 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -28187.019531 Penalty: 596.924988 Iteration 19Q: 3 clusters Score -28187.02 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -28190.773438 Penalty: 596.924988 Iteration 20F: 3 clusters Score -28190.77 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -28193.365234 Penalty: 596.924988 Iteration 21Q: 3 clusters Score -28193.37 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -28193.701172 Penalty: 596.924988 Iteration 22Q: 3 clusters Score -28193.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -28195.025391 Penalty: 596.924988 Iteration 23Q: 3 clusters Score -28195.03 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -28195.025391 Penalty: 596.924988 Iteration 24F: 3 clusters Score -28195.03 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (226 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Entering Unmasked Estep Score: -8491.201172 Penalty: 246.634354 Iteration 0F: 2 clusters Score -8491.201 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -8181.079590 Penalty: 493.268707 Iteration 0F: 3 clusters Score -8181.08 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -8277.378906 Penalty: 493.268707 Iteration 1F: 3 clusters Score -8277.379 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -8304.225586 Penalty: 493.268707 Iteration 2F: 3 clusters Score -8304.226 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -8311.241211 Penalty: 493.268707 Iteration 3Q: 3 clusters Score -8311.241 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 66 members Entering Unmasked Estep Score: -8314.956055 Penalty: 493.268707 Iteration 4Q: 3 clusters Score -8314.956 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 65 members Entering Unmasked Estep Score: -8315.386719 Penalty: 493.268707 Iteration 5Q: 3 clusters Score -8315.387 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 65 members Entering Unmasked Estep Score: -8315.386719 Penalty: 493.268707 Iteration 6F: 3 clusters Score -8315.387 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 1670 members Mstep: Class 3 contains 205 members Mstep: Class 4 contains 2875 members Mstep: Class 5 contains 334 members Mstep: Class 6 contains 145 members Mstep: Class 7 contains 3775 members Mstep: Class 8 contains 15541 members Mstep: Class 9 contains 18997 members Mstep: Class 10 contains 254657 members Mstep: Class 11 contains 386 members Mstep: Class 12 contains 1094 members Mstep: Class 13 contains 747 members Mstep: Class 14 contains 35326 members Mstep: Class 15 contains 31272 members Mstep: Class 16 contains 931 members Mstep: Class 17 contains 378 members Mstep: Class 18 contains 706 members Mstep: Class 21 contains 226 members Entering Unmasked Estep ConsiderDeletion Score: -15545377.000000 Penalty: 11082.726562 Iteration 119Q: 20 clusters Score -1.554538e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 1670 members Mstep: Class 3 contains 205 members Mstep: Class 4 contains 2875 members Mstep: Class 5 contains 334 members Mstep: Class 6 contains 145 members Mstep: Class 7 contains 3775 members Mstep: Class 8 contains 15546 members Mstep: Class 9 contains 18985 members Mstep: Class 10 contains 254663 members Mstep: Class 11 contains 386 members Mstep: Class 12 contains 1094 members Mstep: Class 13 contains 747 members Mstep: Class 14 contains 35326 members Mstep: Class 15 contains 31273 members Mstep: Class 16 contains 931 members Mstep: Class 17 contains 378 members Mstep: Class 18 contains 706 members Mstep: Class 21 contains 226 members Entering Unmasked Estep ConsiderDeletion Score: -15545383.000000 Penalty: 11082.726562 Iteration 120F: 20 clusters Score -1.554538e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 1670 members Mstep: Class 3 contains 205 members Mstep: Class 4 contains 2875 members Mstep: Class 5 contains 334 members Mstep: Class 6 contains 145 members Mstep: Class 7 contains 3775 members Mstep: Class 8 contains 15548 members Mstep: Class 9 contains 18976 members Mstep: Class 10 contains 254672 members Mstep: Class 11 contains 386 members Mstep: Class 12 contains 1094 members Mstep: Class 13 contains 747 members Mstep: Class 14 contains 35325 members Mstep: Class 15 contains 31272 members Mstep: Class 16 contains 931 members Mstep: Class 17 contains 378 members Mstep: Class 18 contains 706 members Mstep: Class 21 contains 226 members Entering Unmasked Estep ConsiderDeletion Score: -15545368.000000 Penalty: 11082.726562 Iteration 121Q: 20 clusters Score -1.554537e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 1670 members Mstep: Class 3 contains 205 members Mstep: Class 4 contains 2875 members Mstep: Class 5 contains 334 members Mstep: Class 6 contains 145 members Mstep: Class 7 contains 3775 members Mstep: Class 8 contains 15550 members Mstep: Class 9 contains 18972 members Mstep: Class 10 contains 254675 members Mstep: Class 11 contains 386 members Mstep: Class 12 contains 1094 members Mstep: Class 13 contains 747 members Mstep: Class 14 contains 35324 members Mstep: Class 15 contains 31272 members Mstep: Class 16 contains 931 members Mstep: Class 17 contains 378 members Mstep: Class 18 contains 706 members Mstep: Class 21 contains 226 members Entering Unmasked Estep ConsiderDeletion Score: -15545364.000000 Penalty: 11082.726562 Iteration 122Q: 20 clusters Score -1.554536e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 1670 members Mstep: Class 3 contains 205 members Mstep: Class 4 contains 2875 members Mstep: Class 5 contains 334 members Mstep: Class 6 contains 145 members Mstep: Class 7 contains 3775 members Mstep: Class 8 contains 15550 members Mstep: Class 9 contains 18972 members Mstep: Class 10 contains 254675 members Mstep: Class 11 contains 386 members Mstep: Class 12 contains 1094 members Mstep: Class 13 contains 747 members Mstep: Class 14 contains 35324 members Mstep: Class 15 contains 31272 members Mstep: Class 16 contains 931 members Mstep: Class 17 contains 378 members Mstep: Class 18 contains 706 members Mstep: Class 21 contains 226 members Entering Unmasked Estep ConsiderDeletion Score: -15545365.000000 Penalty: 11082.726562 Iteration 123Q: 20 clusters Score -1.554536e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 1670 members Mstep: Class 3 contains 205 members Mstep: Class 4 contains 2875 members Mstep: Class 5 contains 334 members Mstep: Class 6 contains 145 members Mstep: Class 7 contains 3775 members Mstep: Class 8 contains 15550 members Mstep: Class 9 contains 18972 members Mstep: Class 10 contains 254675 members Mstep: Class 11 contains 386 members Mstep: Class 12 contains 1094 members Mstep: Class 13 contains 747 members Mstep: Class 14 contains 35324 members Mstep: Class 15 contains 31272 members Mstep: Class 16 contains 931 members Mstep: Class 17 contains 378 members Mstep: Class 18 contains 706 members Mstep: Class 21 contains 226 members Entering Unmasked Estep ConsiderDeletion Score: -15545365.000000 Penalty: 11082.726562 Iteration 124F: 20 clusters Score -1.554536e+07 nChanged 0 Entering ConstructFrom: Score: -15545365.000000 Penalty: 11082.726562 Entering ConstructFrom: Trying to split cluster 1 (193 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Entering Unmasked Estep Score: -7949.637207 Penalty: 239.452393 Iteration 0F: 2 clusters Score -7949.637 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -7664.182129 Penalty: 478.904785 Iteration 0F: 3 clusters Score -7664.182 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -7721.963379 Penalty: 478.904785 Iteration 1F: 3 clusters Score -7721.963 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -7730.730957 Penalty: 478.904785 Iteration 2Q: 3 clusters Score -7730.731 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -7734.433594 Penalty: 478.904785 Iteration 3Q: 3 clusters Score -7734.434 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -7739.582031 Penalty: 478.904785 Iteration 4Q: 3 clusters Score -7739.582 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -7742.115234 Penalty: 478.904785 Iteration 5Q: 3 clusters Score -7742.115 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -7745.097168 Penalty: 478.904785 Iteration 6Q: 3 clusters Score -7745.097 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -7745.097168 Penalty: 478.904785 Iteration 7F: 3 clusters Score -7745.097 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (1670 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1670 members Entering Unmasked Estep Score: -71018.054688 Penalty: 337.636353 Iteration 0F: 2 clusters Score -71018.05 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 824 members Entering Unmasked Estep Score: -69799.812500 Penalty: 675.272705 Iteration 0F: 3 clusters Score -69799.81 nChanged 712 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -70180.390625 Penalty: 675.272705 Iteration 1F: 3 clusters Score -70180.39 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -70254.976562 Penalty: 675.272705 Iteration 2F: 3 clusters Score -70254.98 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -70318.398438 Penalty: 675.272705 Iteration 3F: 3 clusters Score -70318.4 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -70360.679688 Penalty: 675.272705 Iteration 4Q: 3 clusters Score -70360.68 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -70409.757812 Penalty: 675.272705 Iteration 5Q: 3 clusters Score -70409.76 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -70472.460938 Penalty: 675.272705 Iteration 6Q: 3 clusters Score -70472.46 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -70558.937500 Penalty: 675.272705 Iteration 7Q: 3 clusters Score -70558.94 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -70659.757812 Penalty: 675.272705 Iteration 8F: 3 clusters Score -70659.76 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -70738.046875 Penalty: 675.272705 Iteration 9Q: 3 clusters Score -70738.05 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -70780.601562 Penalty: 675.272705 Iteration 10Q: 3 clusters Score -70780.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -70807.312500 Penalty: 675.272705 Iteration 11Q: 3 clusters Score -70807.31 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -70823.609375 Penalty: 675.272705 Iteration 12Q: 3 clusters Score -70823.61 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -70835.320312 Penalty: 675.272705 Iteration 13Q: 3 clusters Score -70835.32 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -70844.062500 Penalty: 675.272705 Iteration 14Q: 3 clusters Score -70844.06 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -70850.617188 Penalty: 675.272705 Iteration 15Q: 3 clusters Score -70850.62 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -70855.015625 Penalty: 675.272705 Iteration 16Q: 3 clusters Score -70855.02 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -70858.539062 Penalty: 675.272705 Iteration 17Q: 3 clusters Score -70858.54 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -70863.718750 Penalty: 675.272705 Iteration 18Q: 3 clusters Score -70863.72 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 1095 members Entering Unmasked Estep Score: -70867.085938 Penalty: 675.272705 Iteration 19Q: 3 clusters Score -70867.09 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -70868.867188 Penalty: 675.272705 Iteration 20F: 3 clusters Score -70868.87 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -70869.289062 Penalty: 675.272705 Iteration 21Q: 3 clusters Score -70869.29 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -70869.562500 Penalty: 675.272705 Iteration 22Q: 3 clusters Score -70869.56 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -70870.023438 Penalty: 675.272705 Iteration 23Q: 3 clusters Score -70870.02 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -70870.195312 Penalty: 675.272705 Iteration 24Q: 3 clusters Score -70870.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -70870.195312 Penalty: 675.272705 Iteration 25F: 3 clusters Score -70870.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (205 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Entering Unmasked Estep Score: -8569.553711 Penalty: 242.196960 Iteration 0F: 2 clusters Score -8569.554 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -8272.542969 Penalty: 484.393921 Iteration 0F: 3 clusters Score -8272.543 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -8337.676758 Penalty: 484.393921 Iteration 1F: 3 clusters Score -8337.677 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -8352.650391 Penalty: 484.393921 Iteration 2F: 3 clusters Score -8352.65 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -8366.314453 Penalty: 484.393921 Iteration 3Q: 3 clusters Score -8366.314 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -8371.647461 Penalty: 484.393921 Iteration 4Q: 3 clusters Score -8371.647 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -8375.534180 Penalty: 484.393921 Iteration 5Q: 3 clusters Score -8375.534 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -8376.795898 Penalty: 484.393921 Iteration 6Q: 3 clusters Score -8376.796 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -8376.983398 Penalty: 484.393921 Iteration 7Q: 3 clusters Score -8376.983 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -8376.983398 Penalty: 484.393921 Iteration 8F: 3 clusters Score -8376.983 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (2875 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2875 members Entering Unmasked Estep Score: -120529.304688 Penalty: 362.353271 Iteration 0F: 2 clusters Score -120529.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1425 members Mstep: Class 2 contains 1450 members Entering Unmasked Estep Score: -118507.914062 Penalty: 724.706543 Iteration 0F: 3 clusters Score -118507.9 nChanged 1268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1375 members Mstep: Class 2 contains 1500 members Entering Unmasked Estep Score: -119181.765625 Penalty: 724.706543 Iteration 1F: 3 clusters Score -119181.8 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1359 members Mstep: Class 2 contains 1516 members Entering Unmasked Estep Score: -119258.992188 Penalty: 724.706543 Iteration 2F: 3 clusters Score -119259 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1349 members Mstep: Class 2 contains 1526 members Entering Unmasked Estep Score: -119316.726562 Penalty: 724.706543 Iteration 3Q: 3 clusters Score -119316.7 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1307 members Mstep: Class 2 contains 1568 members Entering Unmasked Estep Score: -119364.882812 Penalty: 724.706543 Iteration 4Q: 3 clusters Score -119364.9 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1242 members Mstep: Class 2 contains 1633 members Entering Unmasked Estep Score: -119416.039062 Penalty: 724.706543 Iteration 5Q: 3 clusters Score -119416 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 1732 members Entering Unmasked Estep Score: -119473.187500 Penalty: 724.706543 Iteration 6Q: 3 clusters Score -119473.2 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 1835 members Entering Unmasked Estep Score: -119530.460938 Penalty: 724.706543 Iteration 7Q: 3 clusters Score -119530.5 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 1963 members Entering Unmasked Estep Score: -119611.148438 Penalty: 724.706543 Iteration 8Q: 3 clusters Score -119611.1 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 2101 members Entering Unmasked Estep Score: -119716.835938 Penalty: 724.706543 Iteration 9F: 3 clusters Score -119716.8 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 2253 members Entering Unmasked Estep Score: -119828.343750 Penalty: 724.706543 Iteration 10F: 3 clusters Score -119828.3 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 2379 members Entering Unmasked Estep Score: -119917.546875 Penalty: 724.706543 Iteration 11Q: 3 clusters Score -119917.5 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 2483 members Entering Unmasked Estep Score: -119990.195312 Penalty: 724.706543 Iteration 12Q: 3 clusters Score -119990.2 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 2568 members Entering Unmasked Estep Score: -120064.601562 Penalty: 724.706543 Iteration 13Q: 3 clusters Score -120064.6 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 2655 members Entering Unmasked Estep Score: -120134.203125 Penalty: 724.706543 Iteration 14Q: 3 clusters Score -120134.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 2703 members Entering Unmasked Estep Score: -120177.679688 Penalty: 724.706543 Iteration 15Q: 3 clusters Score -120177.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 2732 members Entering Unmasked Estep Score: -120205.546875 Penalty: 724.706543 Iteration 16Q: 3 clusters Score -120205.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 2750 members Entering Unmasked Estep Score: -120218.414062 Penalty: 724.706543 Iteration 17Q: 3 clusters Score -120218.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 2765 members Entering Unmasked Estep Score: -120231.570312 Penalty: 724.706543 Iteration 18Q: 3 clusters Score -120231.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 2774 members Entering Unmasked Estep Score: -120238.359375 Penalty: 724.706543 Iteration 19Q: 3 clusters Score -120238.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 2785 members Entering Unmasked Estep Score: -120243.515625 Penalty: 724.706543 Iteration 20F: 3 clusters Score -120243.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 2789 members Entering Unmasked Estep Score: -120248.585938 Penalty: 724.706543 Iteration 21Q: 3 clusters Score -120248.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 2792 members Entering Unmasked Estep Score: -120250.312500 Penalty: 724.706543 Iteration 22Q: 3 clusters Score -120250.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 2793 members Entering Unmasked Estep Score: -120251.085938 Penalty: 724.706543 Iteration 23Q: 3 clusters Score -120251.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 2794 members Entering Unmasked Estep Score: -120253.250000 Penalty: 724.706543 Iteration 24Q: 3 clusters Score -120253.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 2795 members Entering Unmasked Estep Score: -120253.601562 Penalty: 724.706543 Iteration 25Q: 3 clusters Score -120253.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 2795 members Entering Unmasked Estep Score: -120253.601562 Penalty: 724.706543 Iteration 26F: 3 clusters Score -120253.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (334 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Entering Unmasked Estep Score: -14037.336914 Penalty: 264.406921 Iteration 0F: 2 clusters Score -14037.34 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -13649.419922 Penalty: 528.813843 Iteration 0F: 3 clusters Score -13649.42 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -13727.350586 Penalty: 528.813843 Iteration 1F: 3 clusters Score -13727.35 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -13744.117188 Penalty: 528.813843 Iteration 2F: 3 clusters Score -13744.12 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -13754.825195 Penalty: 528.813843 Iteration 3Q: 3 clusters Score -13754.83 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -13764.836914 Penalty: 528.813843 Iteration 4Q: 3 clusters Score -13764.84 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -13777.922852 Penalty: 528.813843 Iteration 5Q: 3 clusters Score -13777.92 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -13783.202148 Penalty: 528.813843 Iteration 6Q: 3 clusters Score -13783.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -13788.193359 Penalty: 528.813843 Iteration 7Q: 3 clusters Score -13788.19 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -13791.397461 Penalty: 528.813843 Iteration 8Q: 3 clusters Score -13791.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -13798.196289 Penalty: 528.813843 Iteration 9Q: 3 clusters Score -13798.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -13801.941406 Penalty: 528.813843 Iteration 10Q: 3 clusters Score -13801.94 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -13802.134766 Penalty: 528.813843 Iteration 11Q: 3 clusters Score -13802.13 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -13802.134766 Penalty: 528.813843 Iteration 12F: 3 clusters Score -13802.13 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (145 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Entering Unmasked Estep Score: -5350.165039 Penalty: 226.441376 Iteration 0F: 2 clusters Score -5350.165 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -5115.296387 Penalty: 452.882751 Iteration 0F: 3 clusters Score -5115.296 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -5171.100098 Penalty: 452.882751 Iteration 1F: 3 clusters Score -5171.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -5185.020508 Penalty: 452.882751 Iteration 2F: 3 clusters Score -5185.021 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -5194.398926 Penalty: 452.882751 Iteration 3Q: 3 clusters Score -5194.399 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -5195.011719 Penalty: 452.882751 Iteration 4Q: 3 clusters Score -5195.012 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -5195.011719 Penalty: 452.882751 Iteration 5F: 3 clusters Score -5195.012 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (3775 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3775 members Entering Unmasked Estep Score: -153310.921875 Penalty: 374.745087 Iteration 0F: 2 clusters Score -153310.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1891 members Mstep: Class 2 contains 1884 members Entering Unmasked Estep Score: -150759.156250 Penalty: 749.490173 Iteration 0F: 3 clusters Score -150759.2 nChanged 1677 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1842 members Mstep: Class 2 contains 1933 members Entering Unmasked Estep Score: -151591.234375 Penalty: 749.490173 Iteration 1F: 3 clusters Score -151591.2 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1784 members Mstep: Class 2 contains 1991 members Entering Unmasked Estep Score: -151651.468750 Penalty: 749.490173 Iteration 2Q: 3 clusters Score -151651.5 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1711 members Mstep: Class 2 contains 2064 members Entering Unmasked Estep Score: -151695.468750 Penalty: 749.490173 Iteration 3Q: 3 clusters Score -151695.5 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 2161 members Entering Unmasked Estep Score: -151740.250000 Penalty: 749.490173 Iteration 4Q: 3 clusters Score -151740.2 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1502 members Mstep: Class 2 contains 2273 members Entering Unmasked Estep Score: -151791.906250 Penalty: 749.490173 Iteration 5Q: 3 clusters Score -151791.9 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1358 members Mstep: Class 2 contains 2417 members Entering Unmasked Estep Score: -151866.953125 Penalty: 749.490173 Iteration 6Q: 3 clusters Score -151867 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 2606 members Entering Unmasked Estep Score: -151974.906250 Penalty: 749.490173 Iteration 7F: 3 clusters Score -151974.9 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 2813 members Entering Unmasked Estep Score: -152109.593750 Penalty: 749.490173 Iteration 8F: 3 clusters Score -152109.6 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 3048 members Entering Unmasked Estep Score: -152304.500000 Penalty: 749.490173 Iteration 9F: 3 clusters Score -152304.5 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 3279 members Entering Unmasked Estep Score: -152525.609375 Penalty: 749.490173 Iteration 10F: 3 clusters Score -152525.6 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 3462 members Entering Unmasked Estep Score: -152702.515625 Penalty: 749.490173 Iteration 11Q: 3 clusters Score -152702.5 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 3597 members Entering Unmasked Estep Score: -152841.578125 Penalty: 749.490173 Iteration 12Q: 3 clusters Score -152841.6 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 3658 members Entering Unmasked Estep Score: -152908.015625 Penalty: 749.490173 Iteration 13Q: 3 clusters Score -152908 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 3692 members Entering Unmasked Estep Score: -152946.156250 Penalty: 749.490173 Iteration 14Q: 3 clusters Score -152946.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66 members Mstep: Class 2 contains 3709 members Entering Unmasked Estep Score: -152966.796875 Penalty: 749.490173 Iteration 15Q: 3 clusters Score -152966.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57 members Mstep: Class 2 contains 3718 members Entering Unmasked Estep Score: -152978.875000 Penalty: 749.490173 Iteration 16Q: 3 clusters Score -152978.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51 members Mstep: Class 2 contains 3724 members Entering Unmasked Estep Score: -152986.734375 Penalty: 749.490173 Iteration 17Q: 3 clusters Score -152986.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50 members Mstep: Class 2 contains 3725 members Entering Unmasked Estep Score: -152987.546875 Penalty: 749.490173 Iteration 18Q: 3 clusters Score -152987.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50 members Mstep: Class 2 contains 3725 members Entering Unmasked Estep Score: -152987.546875 Penalty: 749.490173 Iteration 19F: 3 clusters Score -152987.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (15550 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15550 members Entering Unmasked Estep Score: -715627.937500 Penalty: 439.157654 Iteration 0F: 2 clusters Score -715627.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7783 members Mstep: Class 2 contains 7767 members Entering Unmasked Estep Score: -705283.937500 Penalty: 878.315308 Iteration 0F: 3 clusters Score -705283.9 nChanged 7247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8106 members Mstep: Class 2 contains 7444 members Entering Unmasked Estep Score: -709339.062500 Penalty: 878.315308 Iteration 1F: 3 clusters Score -709339.1 nChanged 739 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8139 members Mstep: Class 2 contains 7411 members Entering Unmasked Estep Score: -709615.562500 Penalty: 878.315308 Iteration 2Q: 3 clusters Score -709615.6 nChanged 785 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8144 members Mstep: Class 2 contains 7406 members Entering Unmasked Estep Score: -709914.187500 Penalty: 878.315308 Iteration 3F: 3 clusters Score -709914.2 nChanged 763 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8133 members Mstep: Class 2 contains 7417 members Entering Unmasked Estep Score: -710254.000000 Penalty: 878.315308 Iteration 4Q: 3 clusters Score -710254 nChanged 827 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8094 members Mstep: Class 2 contains 7456 members Entering Unmasked Estep Score: -710709.687500 Penalty: 878.315308 Iteration 5F: 3 clusters Score -710709.7 nChanged 954 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8046 members Mstep: Class 2 contains 7504 members Entering Unmasked Estep Score: -711403.000000 Penalty: 878.315308 Iteration 6F: 3 clusters Score -711403 nChanged 1039 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8013 members Mstep: Class 2 contains 7537 members Entering Unmasked Estep Score: -712213.125000 Penalty: 878.315308 Iteration 7F: 3 clusters Score -712213.1 nChanged 909 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7986 members Mstep: Class 2 contains 7564 members Entering Unmasked Estep Score: -712869.562500 Penalty: 878.315308 Iteration 8F: 3 clusters Score -712869.6 nChanged 781 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7941 members Mstep: Class 2 contains 7609 members Entering Unmasked Estep Score: -713266.375000 Penalty: 878.315308 Iteration 9F: 3 clusters Score -713266.4 nChanged 537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7910 members Mstep: Class 2 contains 7640 members Entering Unmasked Estep Score: -713428.750000 Penalty: 878.315308 Iteration 10Q: 3 clusters Score -713428.8 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7891 members Mstep: Class 2 contains 7659 members Entering Unmasked Estep Score: -713492.812500 Penalty: 878.315308 Iteration 11Q: 3 clusters Score -713492.8 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7871 members Mstep: Class 2 contains 7679 members Entering Unmasked Estep Score: -713517.750000 Penalty: 878.315308 Iteration 12Q: 3 clusters Score -713517.8 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7854 members Mstep: Class 2 contains 7696 members Entering Unmasked Estep Score: -713528.562500 Penalty: 878.315308 Iteration 13Q: 3 clusters Score -713528.6 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7836 members Mstep: Class 2 contains 7714 members Entering Unmasked Estep Score: -713537.062500 Penalty: 878.315308 Iteration 14Q: 3 clusters Score -713537.1 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7841 members Mstep: Class 2 contains 7709 members Entering Unmasked Estep Score: -713546.187500 Penalty: 878.315308 Iteration 15Q: 3 clusters Score -713546.2 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7841 members Mstep: Class 2 contains 7709 members Entering Unmasked Estep Score: -713551.500000 Penalty: 878.315308 Iteration 16Q: 3 clusters Score -713551.5 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7851 members Mstep: Class 2 contains 7699 members Entering Unmasked Estep Score: -713555.687500 Penalty: 878.315308 Iteration 17Q: 3 clusters Score -713555.7 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7854 members Mstep: Class 2 contains 7696 members Entering Unmasked Estep Score: -713562.687500 Penalty: 878.315308 Iteration 18Q: 3 clusters Score -713562.7 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7846 members Mstep: Class 2 contains 7704 members Entering Unmasked Estep Score: -713564.312500 Penalty: 878.315308 Iteration 19Q: 3 clusters Score -713564.3 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7834 members Mstep: Class 2 contains 7716 members Entering Unmasked Estep Score: -713569.500000 Penalty: 878.315308 Iteration 20F: 3 clusters Score -713569.5 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7817 members Mstep: Class 2 contains 7733 members Entering Unmasked Estep Score: -713573.250000 Penalty: 878.315308 Iteration 21Q: 3 clusters Score -713573.2 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7794 members Mstep: Class 2 contains 7756 members Entering Unmasked Estep Score: -713579.312500 Penalty: 878.315308 Iteration 22Q: 3 clusters Score -713579.3 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7767 members Mstep: Class 2 contains 7783 members Entering Unmasked Estep Score: -713588.250000 Penalty: 878.315308 Iteration 23Q: 3 clusters Score -713588.2 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7737 members Mstep: Class 2 contains 7813 members Entering Unmasked Estep Score: -713591.750000 Penalty: 878.315308 Iteration 24Q: 3 clusters Score -713591.8 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7699 members Mstep: Class 2 contains 7851 members Entering Unmasked Estep Score: -713594.875000 Penalty: 878.315308 Iteration 25Q: 3 clusters Score -713594.9 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7655 members Mstep: Class 2 contains 7895 members Entering Unmasked Estep Score: -713601.750000 Penalty: 878.315308 Iteration 26Q: 3 clusters Score -713601.8 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7608 members Mstep: Class 2 contains 7942 members Entering Unmasked Estep Score: -713607.875000 Penalty: 878.315308 Iteration 27Q: 3 clusters Score -713607.9 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7572 members Mstep: Class 2 contains 7978 members Entering Unmasked Estep Score: -713613.750000 Penalty: 878.315308 Iteration 28Q: 3 clusters Score -713613.8 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7533 members Mstep: Class 2 contains 8017 members Entering Unmasked Estep Score: -713617.375000 Penalty: 878.315308 Iteration 29Q: 3 clusters Score -713617.4 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7496 members Mstep: Class 2 contains 8054 members Entering Unmasked Estep Score: -713624.375000 Penalty: 878.315308 Iteration 30Q: 3 clusters Score -713624.4 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7456 members Mstep: Class 2 contains 8094 members Entering Unmasked Estep Score: -713631.875000 Penalty: 878.315308 Iteration 31Q: 3 clusters Score -713631.9 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7422 members Mstep: Class 2 contains 8128 members Entering Unmasked Estep Score: -713636.562500 Penalty: 878.315308 Iteration 32Q: 3 clusters Score -713636.6 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7396 members Mstep: Class 2 contains 8154 members Entering Unmasked Estep Score: -713639.500000 Penalty: 878.315308 Iteration 33Q: 3 clusters Score -713639.5 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7378 members Mstep: Class 2 contains 8172 members Entering Unmasked Estep Score: -713644.312500 Penalty: 878.315308 Iteration 34Q: 3 clusters Score -713644.3 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7354 members Mstep: Class 2 contains 8196 members Entering Unmasked Estep Score: -713648.375000 Penalty: 878.315308 Iteration 35Q: 3 clusters Score -713648.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7333 members Mstep: Class 2 contains 8217 members Entering Unmasked Estep Score: -713651.437500 Penalty: 878.315308 Iteration 36Q: 3 clusters Score -713651.4 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7308 members Mstep: Class 2 contains 8242 members Entering Unmasked Estep Score: -713657.062500 Penalty: 878.315308 Iteration 37Q: 3 clusters Score -713657.1 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7296 members Mstep: Class 2 contains 8254 members Entering Unmasked Estep Score: -713661.750000 Penalty: 878.315308 Iteration 38Q: 3 clusters Score -713661.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7274 members Mstep: Class 2 contains 8276 members Entering Unmasked Estep Score: -713662.687500 Penalty: 878.315308 Iteration 39Q: 3 clusters Score -713662.7 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7263 members Mstep: Class 2 contains 8287 members Entering Unmasked Estep Score: -713668.812500 Penalty: 878.315308 Iteration 40F: 3 clusters Score -713668.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7254 members Mstep: Class 2 contains 8296 members Entering Unmasked Estep Score: -713673.062500 Penalty: 878.315308 Iteration 41Q: 3 clusters Score -713673.1 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7254 members Mstep: Class 2 contains 8296 members Entering Unmasked Estep Score: -713679.500000 Penalty: 878.315308 Iteration 42Q: 3 clusters Score -713679.5 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7249 members Mstep: Class 2 contains 8301 members Entering Unmasked Estep Score: -713685.125000 Penalty: 878.315308 Iteration 43Q: 3 clusters Score -713685.1 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7248 members Mstep: Class 2 contains 8302 members Entering Unmasked Estep Score: -713691.187500 Penalty: 878.315308 Iteration 44Q: 3 clusters Score -713691.2 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7235 members Mstep: Class 2 contains 8315 members Entering Unmasked Estep Score: -713698.312500 Penalty: 878.315308 Iteration 45Q: 3 clusters Score -713698.3 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7227 members Mstep: Class 2 contains 8323 members Entering Unmasked Estep Score: -713704.812500 Penalty: 878.315308 Iteration 46Q: 3 clusters Score -713704.8 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7209 members Mstep: Class 2 contains 8341 members Entering Unmasked Estep Score: -713709.875000 Penalty: 878.315308 Iteration 47Q: 3 clusters Score -713709.9 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7182 members Mstep: Class 2 contains 8368 members Entering Unmasked Estep Score: -713716.062500 Penalty: 878.315308 Iteration 48Q: 3 clusters Score -713716.1 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7149 members Mstep: Class 2 contains 8401 members Entering Unmasked Estep Score: -713729.312500 Penalty: 878.315308 Iteration 49Q: 3 clusters Score -713729.3 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7124 members Mstep: Class 2 contains 8426 members Entering Unmasked Estep Score: -713734.062500 Penalty: 878.315308 Iteration 50Q: 3 clusters Score -713734.1 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7094 members Mstep: Class 2 contains 8456 members Entering Unmasked Estep Score: -713741.312500 Penalty: 878.315308 Iteration 51Q: 3 clusters Score -713741.3 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7063 members Mstep: Class 2 contains 8487 members Entering Unmasked Estep Score: -713745.687500 Penalty: 878.315308 Iteration 52Q: 3 clusters Score -713745.7 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7025 members Mstep: Class 2 contains 8525 members Entering Unmasked Estep Score: -713750.125000 Penalty: 878.315308 Iteration 53Q: 3 clusters Score -713750.1 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6987 members Mstep: Class 2 contains 8563 members Entering Unmasked Estep Score: -713754.312500 Penalty: 878.315308 Iteration 54Q: 3 clusters Score -713754.3 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6949 members Mstep: Class 2 contains 8601 members Entering Unmasked Estep Score: -713757.750000 Penalty: 878.315308 Iteration 55Q: 3 clusters Score -713757.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6919 members Mstep: Class 2 contains 8631 members Entering Unmasked Estep Score: -713757.250000 Penalty: 878.315308 Iteration 56Q: 3 clusters Score -713757.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6899 members Mstep: Class 2 contains 8651 members Entering Unmasked Estep Score: -713759.500000 Penalty: 878.315308 Iteration 57Q: 3 clusters Score -713759.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6868 members Mstep: Class 2 contains 8682 members Entering Unmasked Estep Score: -713761.750000 Penalty: 878.315308 Iteration 58Q: 3 clusters Score -713761.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6841 members Mstep: Class 2 contains 8709 members Entering Unmasked Estep Score: -713767.437500 Penalty: 878.315308 Iteration 59Q: 3 clusters Score -713767.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6814 members Mstep: Class 2 contains 8736 members Entering Unmasked Estep Score: -713770.250000 Penalty: 878.315308 Iteration 60F: 3 clusters Score -713770.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6777 members Mstep: Class 2 contains 8773 members Entering Unmasked Estep Score: -713773.187500 Penalty: 878.315308 Iteration 61Q: 3 clusters Score -713773.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6738 members Mstep: Class 2 contains 8812 members Entering Unmasked Estep Score: -713778.687500 Penalty: 878.315308 Iteration 62Q: 3 clusters Score -713778.7 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6694 members Mstep: Class 2 contains 8856 members Entering Unmasked Estep Score: -713782.437500 Penalty: 878.315308 Iteration 63Q: 3 clusters Score -713782.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6660 members Mstep: Class 2 contains 8890 members Entering Unmasked Estep Score: -713782.125000 Penalty: 878.315308 Iteration 64Q: 3 clusters Score -713782.1 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6622 members Mstep: Class 2 contains 8928 members Entering Unmasked Estep Score: -713791.625000 Penalty: 878.315308 Iteration 65Q: 3 clusters Score -713791.6 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6574 members Mstep: Class 2 contains 8976 members Entering Unmasked Estep Score: -713797.187500 Penalty: 878.315308 Iteration 66Q: 3 clusters Score -713797.2 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6527 members Mstep: Class 2 contains 9023 members Entering Unmasked Estep Score: -713803.562500 Penalty: 878.315308 Iteration 67Q: 3 clusters Score -713803.6 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6477 members Mstep: Class 2 contains 9073 members Entering Unmasked Estep Score: -713811.000000 Penalty: 878.315308 Iteration 68Q: 3 clusters Score -713811 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6439 members Mstep: Class 2 contains 9111 members Entering Unmasked Estep Score: -713815.750000 Penalty: 878.315308 Iteration 69Q: 3 clusters Score -713815.8 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6390 members Mstep: Class 2 contains 9160 members Entering Unmasked Estep Score: -713822.187500 Penalty: 878.315308 Iteration 70Q: 3 clusters Score -713822.2 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6347 members Mstep: Class 2 contains 9203 members Entering Unmasked Estep Score: -713828.812500 Penalty: 878.315308 Iteration 71Q: 3 clusters Score -713828.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6305 members Mstep: Class 2 contains 9245 members Entering Unmasked Estep Score: -713832.562500 Penalty: 878.315308 Iteration 72Q: 3 clusters Score -713832.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6267 members Mstep: Class 2 contains 9283 members Entering Unmasked Estep Score: -713837.312500 Penalty: 878.315308 Iteration 73Q: 3 clusters Score -713837.3 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6230 members Mstep: Class 2 contains 9320 members Entering Unmasked Estep Score: -713839.937500 Penalty: 878.315308 Iteration 74Q: 3 clusters Score -713839.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6183 members Mstep: Class 2 contains 9367 members Entering Unmasked Estep Score: -713843.062500 Penalty: 878.315308 Iteration 75Q: 3 clusters Score -713843.1 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6129 members Mstep: Class 2 contains 9421 members Entering Unmasked Estep Score: -713847.875000 Penalty: 878.315308 Iteration 76Q: 3 clusters Score -713847.9 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6079 members Mstep: Class 2 contains 9471 members Entering Unmasked Estep Score: -713854.375000 Penalty: 878.315308 Iteration 77Q: 3 clusters Score -713854.4 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6015 members Mstep: Class 2 contains 9535 members Entering Unmasked Estep Score: -713860.625000 Penalty: 878.315308 Iteration 78Q: 3 clusters Score -713860.6 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5939 members Mstep: Class 2 contains 9611 members Entering Unmasked Estep Score: -713869.187500 Penalty: 878.315308 Iteration 79Q: 3 clusters Score -713869.2 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5858 members Mstep: Class 2 contains 9692 members Entering Unmasked Estep Score: -713877.062500 Penalty: 878.315308 Iteration 80F: 3 clusters Score -713877.1 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5776 members Mstep: Class 2 contains 9774 members Entering Unmasked Estep Score: -713887.625000 Penalty: 878.315308 Iteration 81Q: 3 clusters Score -713887.6 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5668 members Mstep: Class 2 contains 9882 members Entering Unmasked Estep Score: -713904.750000 Penalty: 878.315308 Iteration 82Q: 3 clusters Score -713904.8 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5538 members Mstep: Class 2 contains 10012 members Entering Unmasked Estep Score: -713926.250000 Penalty: 878.315308 Iteration 83Q: 3 clusters Score -713926.2 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5404 members Mstep: Class 2 contains 10146 members Entering Unmasked Estep Score: -713947.250000 Penalty: 878.315308 Iteration 84Q: 3 clusters Score -713947.2 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5269 members Mstep: Class 2 contains 10281 members Entering Unmasked Estep Score: -713970.250000 Penalty: 878.315308 Iteration 85Q: 3 clusters Score -713970.2 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5151 members Mstep: Class 2 contains 10399 members Entering Unmasked Estep Score: -713983.625000 Penalty: 878.315308 Iteration 86Q: 3 clusters Score -713983.6 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5059 members Mstep: Class 2 contains 10491 members Entering Unmasked Estep Score: -713994.687500 Penalty: 878.315308 Iteration 87Q: 3 clusters Score -713994.7 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4967 members Mstep: Class 2 contains 10583 members Entering Unmasked Estep Score: -714004.937500 Penalty: 878.315308 Iteration 88Q: 3 clusters Score -714004.9 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4876 members Mstep: Class 2 contains 10674 members Entering Unmasked Estep Score: -714018.625000 Penalty: 878.315308 Iteration 89Q: 3 clusters Score -714018.6 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4777 members Mstep: Class 2 contains 10773 members Entering Unmasked Estep Score: -714031.125000 Penalty: 878.315308 Iteration 90Q: 3 clusters Score -714031.1 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4666 members Mstep: Class 2 contains 10884 members Entering Unmasked Estep Score: -714049.562500 Penalty: 878.315308 Iteration 91Q: 3 clusters Score -714049.6 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4560 members Mstep: Class 2 contains 10990 members Entering Unmasked Estep Score: -714063.937500 Penalty: 878.315308 Iteration 92Q: 3 clusters Score -714063.9 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4440 members Mstep: Class 2 contains 11110 members Entering Unmasked Estep Score: -714082.125000 Penalty: 878.315308 Iteration 93Q: 3 clusters Score -714082.1 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4323 members Mstep: Class 2 contains 11227 members Entering Unmasked Estep Score: -714106.562500 Penalty: 878.315308 Iteration 94Q: 3 clusters Score -714106.6 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4199 members Mstep: Class 2 contains 11351 members Entering Unmasked Estep Score: -714123.875000 Penalty: 878.315308 Iteration 95Q: 3 clusters Score -714123.9 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4063 members Mstep: Class 2 contains 11487 members Entering Unmasked Estep Score: -714151.500000 Penalty: 878.315308 Iteration 96Q: 3 clusters Score -714151.5 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3940 members Mstep: Class 2 contains 11610 members Entering Unmasked Estep Score: -714167.000000 Penalty: 878.315308 Iteration 97Q: 3 clusters Score -714167 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3805 members Mstep: Class 2 contains 11745 members Entering Unmasked Estep Score: -714195.312500 Penalty: 878.315308 Iteration 98Q: 3 clusters Score -714195.3 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3670 members Mstep: Class 2 contains 11880 members Entering Unmasked Estep Score: -714220.375000 Penalty: 878.315308 Iteration 99Q: 3 clusters Score -714220.4 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3526 members Mstep: Class 2 contains 12024 members Entering Unmasked Estep Score: -714253.062500 Penalty: 878.315308 Iteration 100F: 3 clusters Score -714253.1 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3384 members Mstep: Class 2 contains 12166 members Entering Unmasked Estep Score: -714280.687500 Penalty: 878.315308 Iteration 101Q: 3 clusters Score -714280.7 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3254 members Mstep: Class 2 contains 12296 members Entering Unmasked Estep Score: -714308.250000 Penalty: 878.315308 Iteration 102Q: 3 clusters Score -714308.2 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3116 members Mstep: Class 2 contains 12434 members Entering Unmasked Estep Score: -714337.562500 Penalty: 878.315308 Iteration 103Q: 3 clusters Score -714337.6 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2971 members Mstep: Class 2 contains 12579 members Entering Unmasked Estep Score: -714370.000000 Penalty: 878.315308 Iteration 104Q: 3 clusters Score -714370 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2794 members Mstep: Class 2 contains 12756 members Entering Unmasked Estep Score: -714424.375000 Penalty: 878.315308 Iteration 105Q: 3 clusters Score -714424.4 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2612 members Mstep: Class 2 contains 12938 members Entering Unmasked Estep Score: -714489.750000 Penalty: 878.315308 Iteration 106Q: 3 clusters Score -714489.8 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2417 members Mstep: Class 2 contains 13133 members Entering Unmasked Estep Score: -714562.687500 Penalty: 878.315308 Iteration 107Q: 3 clusters Score -714562.7 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2225 members Mstep: Class 2 contains 13325 members Entering Unmasked Estep Score: -714642.062500 Penalty: 878.315308 Iteration 108Q: 3 clusters Score -714642.1 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2038 members Mstep: Class 2 contains 13512 members Entering Unmasked Estep Score: -714747.750000 Penalty: 878.315308 Iteration 109Q: 3 clusters Score -714747.8 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1866 members Mstep: Class 2 contains 13684 members Entering Unmasked Estep Score: -714843.687500 Penalty: 878.315308 Iteration 110Q: 3 clusters Score -714843.7 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1712 members Mstep: Class 2 contains 13838 members Entering Unmasked Estep Score: -714937.937500 Penalty: 878.315308 Iteration 111Q: 3 clusters Score -714937.9 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1585 members Mstep: Class 2 contains 13965 members Entering Unmasked Estep Score: -715016.750000 Penalty: 878.315308 Iteration 112Q: 3 clusters Score -715016.8 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1490 members Mstep: Class 2 contains 14060 members Entering Unmasked Estep Score: -715068.000000 Penalty: 878.315308 Iteration 113Q: 3 clusters Score -715068 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1401 members Mstep: Class 2 contains 14149 members Entering Unmasked Estep Score: -715105.625000 Penalty: 878.315308 Iteration 114Q: 3 clusters Score -715105.6 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 14231 members Entering Unmasked Estep Score: -715138.625000 Penalty: 878.315308 Iteration 115Q: 3 clusters Score -715138.6 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1248 members Mstep: Class 2 contains 14302 members Entering Unmasked Estep Score: -715160.625000 Penalty: 878.315308 Iteration 116Q: 3 clusters Score -715160.6 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Mstep: Class 2 contains 14358 members Entering Unmasked Estep Score: -715180.062500 Penalty: 878.315308 Iteration 117Q: 3 clusters Score -715180.1 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 14416 members Entering Unmasked Estep Score: -715199.500000 Penalty: 878.315308 Iteration 118Q: 3 clusters Score -715199.5 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 14465 members Entering Unmasked Estep Score: -715211.937500 Penalty: 878.315308 Iteration 119Q: 3 clusters Score -715211.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 14509 members Entering Unmasked Estep Score: -715226.625000 Penalty: 878.315308 Iteration 120F: 3 clusters Score -715226.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 14543 members Entering Unmasked Estep Score: -715235.312500 Penalty: 878.315308 Iteration 121Q: 3 clusters Score -715235.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 14560 members Entering Unmasked Estep Score: -715240.875000 Penalty: 878.315308 Iteration 122Q: 3 clusters Score -715240.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 14582 members Entering Unmasked Estep Score: -715244.562500 Penalty: 878.315308 Iteration 123Q: 3 clusters Score -715244.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 14599 members Entering Unmasked Estep Score: -715245.875000 Penalty: 878.315308 Iteration 124Q: 3 clusters Score -715245.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 14616 members Entering Unmasked Estep Score: -715248.375000 Penalty: 878.315308 Iteration 125Q: 3 clusters Score -715248.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 14628 members Entering Unmasked Estep Score: -715250.687500 Penalty: 878.315308 Iteration 126Q: 3 clusters Score -715250.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 14642 members Entering Unmasked Estep Score: -715252.500000 Penalty: 878.315308 Iteration 127Q: 3 clusters Score -715252.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 14655 members Entering Unmasked Estep Score: -715255.937500 Penalty: 878.315308 Iteration 128Q: 3 clusters Score -715255.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 14669 members Entering Unmasked Estep Score: -715258.125000 Penalty: 878.315308 Iteration 129Q: 3 clusters Score -715258.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 14688 members Entering Unmasked Estep Score: -715260.750000 Penalty: 878.315308 Iteration 130Q: 3 clusters Score -715260.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 14704 members Entering Unmasked Estep Score: -715265.625000 Penalty: 878.315308 Iteration 131Q: 3 clusters Score -715265.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 14720 members Entering Unmasked Estep Score: -715267.562500 Penalty: 878.315308 Iteration 132Q: 3 clusters Score -715267.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 14737 members Entering Unmasked Estep Score: -715271.000000 Penalty: 878.315308 Iteration 133Q: 3 clusters Score -715271 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 14748 members Entering Unmasked Estep Score: -715269.937500 Penalty: 878.315308 Iteration 134Q: 3 clusters Score -715269.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 14766 members Entering Unmasked Estep Score: -715273.000000 Penalty: 878.315308 Iteration 135Q: 3 clusters Score -715273 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 14789 members Entering Unmasked Estep Score: -715275.937500 Penalty: 878.315308 Iteration 136Q: 3 clusters Score -715275.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 14808 members Entering Unmasked Estep Score: -715283.437500 Penalty: 878.315308 Iteration 137Q: 3 clusters Score -715283.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 14834 members Entering Unmasked Estep Score: -715291.312500 Penalty: 878.315308 Iteration 138Q: 3 clusters Score -715291.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 14856 members Entering Unmasked Estep Score: -715297.687500 Penalty: 878.315308 Iteration 139Q: 3 clusters Score -715297.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 14879 members Entering Unmasked Estep Score: -715306.312500 Penalty: 878.315308 Iteration 140F: 3 clusters Score -715306.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 14899 members Entering Unmasked Estep Score: -715312.312500 Penalty: 878.315308 Iteration 141Q: 3 clusters Score -715312.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 14922 members Entering Unmasked Estep Score: -715316.375000 Penalty: 878.315308 Iteration 142Q: 3 clusters Score -715316.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 14938 members Entering Unmasked Estep Score: -715319.937500 Penalty: 878.315308 Iteration 143Q: 3 clusters Score -715319.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 14950 members Entering Unmasked Estep Score: -715323.625000 Penalty: 878.315308 Iteration 144Q: 3 clusters Score -715323.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 14965 members Entering Unmasked Estep Score: -715325.437500 Penalty: 878.315308 Iteration 145Q: 3 clusters Score -715325.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 14977 members Entering Unmasked Estep Score: -715328.875000 Penalty: 878.315308 Iteration 146Q: 3 clusters Score -715328.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 14992 members Entering Unmasked Estep Score: -715332.562500 Penalty: 878.315308 Iteration 147Q: 3 clusters Score -715332.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 15005 members Entering Unmasked Estep Score: -715333.562500 Penalty: 878.315308 Iteration 148Q: 3 clusters Score -715333.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 15016 members Entering Unmasked Estep Score: -715335.812500 Penalty: 878.315308 Iteration 149Q: 3 clusters Score -715335.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 15024 members Entering Unmasked Estep Score: -715336.875000 Penalty: 878.315308 Iteration 150Q: 3 clusters Score -715336.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 15033 members Entering Unmasked Estep Score: -715338.562500 Penalty: 878.315308 Iteration 151Q: 3 clusters Score -715338.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 15041 members Entering Unmasked Estep Score: -715340.687500 Penalty: 878.315308 Iteration 152Q: 3 clusters Score -715340.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 15050 members Entering Unmasked Estep Score: -715341.875000 Penalty: 878.315308 Iteration 153Q: 3 clusters Score -715341.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 15056 members Entering Unmasked Estep Score: -715343.187500 Penalty: 878.315308 Iteration 154Q: 3 clusters Score -715343.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 15063 members Entering Unmasked Estep Score: -715342.562500 Penalty: 878.315308 Iteration 155Q: 3 clusters Score -715342.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 15068 members Entering Unmasked Estep Score: -715343.750000 Penalty: 878.315308 Iteration 156Q: 3 clusters Score -715343.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 15075 members Entering Unmasked Estep Score: -715346.812500 Penalty: 878.315308 Iteration 157Q: 3 clusters Score -715346.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 15081 members Entering Unmasked Estep Score: -715348.937500 Penalty: 878.315308 Iteration 158Q: 3 clusters Score -715348.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 15089 members Entering Unmasked Estep Score: -715351.562500 Penalty: 878.315308 Iteration 159Q: 3 clusters Score -715351.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 15097 members Entering Unmasked Estep Score: -715353.625000 Penalty: 878.315308 Iteration 160F: 3 clusters Score -715353.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 15101 members Entering Unmasked Estep Score: -715355.187500 Penalty: 878.315308 Iteration 161Q: 3 clusters Score -715355.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 15103 members Entering Unmasked Estep Score: -715354.250000 Penalty: 878.315308 Iteration 162Q: 3 clusters Score -715354.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 15104 members Entering Unmasked Estep Score: -715354.125000 Penalty: 878.315308 Iteration 163Q: 3 clusters Score -715354.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 15105 members Entering Unmasked Estep Score: -715354.437500 Penalty: 878.315308 Iteration 164Q: 3 clusters Score -715354.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 15105 members Entering Unmasked Estep Score: -715354.437500 Penalty: 878.315308 Iteration 165F: 3 clusters Score -715354.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (18972 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18972 members Entering Unmasked Estep Score: -889002.625000 Penalty: 448.207733 Iteration 0F: 2 clusters Score -889002.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9475 members Mstep: Class 2 contains 9497 members Entering Unmasked Estep Score: -876385.937500 Penalty: 896.415466 Iteration 0F: 3 clusters Score -876385.9 nChanged 8941 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9282 members Mstep: Class 2 contains 9690 members Entering Unmasked Estep Score: -881715.937500 Penalty: 896.415466 Iteration 1F: 3 clusters Score -881715.9 nChanged 979 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9231 members Mstep: Class 2 contains 9741 members Entering Unmasked Estep Score: -882120.750000 Penalty: 896.415466 Iteration 2F: 3 clusters Score -882120.8 nChanged 1001 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9172 members Mstep: Class 2 contains 9800 members Entering Unmasked Estep Score: -882655.750000 Penalty: 896.415466 Iteration 3F: 3 clusters Score -882655.8 nChanged 1089 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9051 members Mstep: Class 2 contains 9921 members Entering Unmasked Estep Score: -883374.562500 Penalty: 896.415466 Iteration 4F: 3 clusters Score -883374.6 nChanged 1199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8878 members Mstep: Class 2 contains 10094 members Entering Unmasked Estep Score: -884294.625000 Penalty: 896.415466 Iteration 5F: 3 clusters Score -884294.6 nChanged 1248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8714 members Mstep: Class 2 contains 10258 members Entering Unmasked Estep Score: -885272.187500 Penalty: 896.415466 Iteration 6F: 3 clusters Score -885272.2 nChanged 1145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8599 members Mstep: Class 2 contains 10373 members Entering Unmasked Estep Score: -885902.062500 Penalty: 896.415466 Iteration 7F: 3 clusters Score -885902.1 nChanged 695 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8496 members Mstep: Class 2 contains 10476 members Entering Unmasked Estep Score: -886127.312500 Penalty: 896.415466 Iteration 8Q: 3 clusters Score -886127.3 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8406 members Mstep: Class 2 contains 10566 members Entering Unmasked Estep Score: -886239.500000 Penalty: 896.415466 Iteration 9Q: 3 clusters Score -886239.5 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8289 members Mstep: Class 2 contains 10683 members Entering Unmasked Estep Score: -886338.625000 Penalty: 896.415466 Iteration 10Q: 3 clusters Score -886338.6 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8140 members Mstep: Class 2 contains 10832 members Entering Unmasked Estep Score: -886434.437500 Penalty: 896.415466 Iteration 11Q: 3 clusters Score -886434.4 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7999 members Mstep: Class 2 contains 10973 members Entering Unmasked Estep Score: -886522.437500 Penalty: 896.415466 Iteration 12Q: 3 clusters Score -886522.4 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7844 members Mstep: Class 2 contains 11128 members Entering Unmasked Estep Score: -886615.250000 Penalty: 896.415466 Iteration 13Q: 3 clusters Score -886615.2 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7675 members Mstep: Class 2 contains 11297 members Entering Unmasked Estep Score: -886698.000000 Penalty: 896.415466 Iteration 14Q: 3 clusters Score -886698 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7529 members Mstep: Class 2 contains 11443 members Entering Unmasked Estep Score: -886773.375000 Penalty: 896.415466 Iteration 15Q: 3 clusters Score -886773.4 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7378 members Mstep: Class 2 contains 11594 members Entering Unmasked Estep Score: -886847.625000 Penalty: 896.415466 Iteration 16Q: 3 clusters Score -886847.6 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7221 members Mstep: Class 2 contains 11751 members Entering Unmasked Estep Score: -886910.437500 Penalty: 896.415466 Iteration 17Q: 3 clusters Score -886910.4 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7045 members Mstep: Class 2 contains 11927 members Entering Unmasked Estep Score: -886970.500000 Penalty: 896.415466 Iteration 18Q: 3 clusters Score -886970.5 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6880 members Mstep: Class 2 contains 12092 members Entering Unmasked Estep Score: -887025.312500 Penalty: 896.415466 Iteration 19Q: 3 clusters Score -887025.3 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6701 members Mstep: Class 2 contains 12271 members Entering Unmasked Estep Score: -887084.250000 Penalty: 896.415466 Iteration 20F: 3 clusters Score -887084.2 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6513 members Mstep: Class 2 contains 12459 members Entering Unmasked Estep Score: -887134.750000 Penalty: 896.415466 Iteration 21Q: 3 clusters Score -887134.8 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6318 members Mstep: Class 2 contains 12654 members Entering Unmasked Estep Score: -887187.562500 Penalty: 896.415466 Iteration 22Q: 3 clusters Score -887187.6 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6111 members Mstep: Class 2 contains 12861 members Entering Unmasked Estep Score: -887245.562500 Penalty: 896.415466 Iteration 23Q: 3 clusters Score -887245.6 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5883 members Mstep: Class 2 contains 13089 members Entering Unmasked Estep Score: -887306.125000 Penalty: 896.415466 Iteration 24Q: 3 clusters Score -887306.1 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5624 members Mstep: Class 2 contains 13348 members Entering Unmasked Estep Score: -887384.125000 Penalty: 896.415466 Iteration 25Q: 3 clusters Score -887384.1 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5376 members Mstep: Class 2 contains 13596 members Entering Unmasked Estep Score: -887460.000000 Penalty: 896.415466 Iteration 26Q: 3 clusters Score -887460 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5128 members Mstep: Class 2 contains 13844 members Entering Unmasked Estep Score: -887536.750000 Penalty: 896.415466 Iteration 27Q: 3 clusters Score -887536.8 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4896 members Mstep: Class 2 contains 14076 members Entering Unmasked Estep Score: -887607.625000 Penalty: 896.415466 Iteration 28Q: 3 clusters Score -887607.6 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4685 members Mstep: Class 2 contains 14287 members Entering Unmasked Estep Score: -887665.625000 Penalty: 896.415466 Iteration 29Q: 3 clusters Score -887665.6 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4462 members Mstep: Class 2 contains 14510 members Entering Unmasked Estep Score: -887730.125000 Penalty: 896.415466 Iteration 30Q: 3 clusters Score -887730.1 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4249 members Mstep: Class 2 contains 14723 members Entering Unmasked Estep Score: -887795.312500 Penalty: 896.415466 Iteration 31Q: 3 clusters Score -887795.3 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4048 members Mstep: Class 2 contains 14924 members Entering Unmasked Estep Score: -887843.000000 Penalty: 896.415466 Iteration 32Q: 3 clusters Score -887843 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3860 members Mstep: Class 2 contains 15112 members Entering Unmasked Estep Score: -887898.312500 Penalty: 896.415466 Iteration 33Q: 3 clusters Score -887898.3 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3666 members Mstep: Class 2 contains 15306 members Entering Unmasked Estep Score: -887951.625000 Penalty: 896.415466 Iteration 34Q: 3 clusters Score -887951.6 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3481 members Mstep: Class 2 contains 15491 members Entering Unmasked Estep Score: -887998.562500 Penalty: 896.415466 Iteration 35Q: 3 clusters Score -887998.6 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3324 members Mstep: Class 2 contains 15648 members Entering Unmasked Estep Score: -888037.562500 Penalty: 896.415466 Iteration 36Q: 3 clusters Score -888037.6 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3170 members Mstep: Class 2 contains 15802 members Entering Unmasked Estep Score: -888072.187500 Penalty: 896.415466 Iteration 37Q: 3 clusters Score -888072.2 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3021 members Mstep: Class 2 contains 15951 members Entering Unmasked Estep Score: -888107.312500 Penalty: 896.415466 Iteration 38Q: 3 clusters Score -888107.3 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2876 members Mstep: Class 2 contains 16096 members Entering Unmasked Estep Score: -888142.687500 Penalty: 896.415466 Iteration 39Q: 3 clusters Score -888142.7 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2731 members Mstep: Class 2 contains 16241 members Entering Unmasked Estep Score: -888176.312500 Penalty: 896.415466 Iteration 40F: 3 clusters Score -888176.3 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2597 members Mstep: Class 2 contains 16375 members Entering Unmasked Estep Score: -888209.250000 Penalty: 896.415466 Iteration 41Q: 3 clusters Score -888209.2 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2461 members Mstep: Class 2 contains 16511 members Entering Unmasked Estep Score: -888246.375000 Penalty: 896.415466 Iteration 42Q: 3 clusters Score -888246.4 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2347 members Mstep: Class 2 contains 16625 members Entering Unmasked Estep Score: -888272.625000 Penalty: 896.415466 Iteration 43Q: 3 clusters Score -888272.6 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2216 members Mstep: Class 2 contains 16756 members Entering Unmasked Estep Score: -888309.250000 Penalty: 896.415466 Iteration 44Q: 3 clusters Score -888309.2 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2092 members Mstep: Class 2 contains 16880 members Entering Unmasked Estep Score: -888343.375000 Penalty: 896.415466 Iteration 45Q: 3 clusters Score -888343.4 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1979 members Mstep: Class 2 contains 16993 members Entering Unmasked Estep Score: -888372.562500 Penalty: 896.415466 Iteration 46Q: 3 clusters Score -888372.6 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1870 members Mstep: Class 2 contains 17102 members Entering Unmasked Estep Score: -888405.500000 Penalty: 896.415466 Iteration 47Q: 3 clusters Score -888405.5 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1770 members Mstep: Class 2 contains 17202 members Entering Unmasked Estep Score: -888424.500000 Penalty: 896.415466 Iteration 48Q: 3 clusters Score -888424.5 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1677 members Mstep: Class 2 contains 17295 members Entering Unmasked Estep Score: -888449.562500 Penalty: 896.415466 Iteration 49Q: 3 clusters Score -888449.6 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1590 members Mstep: Class 2 contains 17382 members Entering Unmasked Estep Score: -888477.812500 Penalty: 896.415466 Iteration 50Q: 3 clusters Score -888477.8 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1505 members Mstep: Class 2 contains 17467 members Entering Unmasked Estep Score: -888502.062500 Penalty: 896.415466 Iteration 51Q: 3 clusters Score -888502.1 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 17548 members Entering Unmasked Estep Score: -888520.500000 Penalty: 896.415466 Iteration 52Q: 3 clusters Score -888520.5 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 17605 members Entering Unmasked Estep Score: -888536.250000 Penalty: 896.415466 Iteration 53Q: 3 clusters Score -888536.2 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1306 members Mstep: Class 2 contains 17666 members Entering Unmasked Estep Score: -888555.562500 Penalty: 896.415466 Iteration 54Q: 3 clusters Score -888555.6 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1256 members Mstep: Class 2 contains 17716 members Entering Unmasked Estep Score: -888568.812500 Penalty: 896.415466 Iteration 55Q: 3 clusters Score -888568.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 17757 members Entering Unmasked Estep Score: -888578.437500 Penalty: 896.415466 Iteration 56Q: 3 clusters Score -888578.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1179 members Mstep: Class 2 contains 17793 members Entering Unmasked Estep Score: -888583.250000 Penalty: 896.415466 Iteration 57Q: 3 clusters Score -888583.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 17814 members Entering Unmasked Estep Score: -888587.687500 Penalty: 896.415466 Iteration 58Q: 3 clusters Score -888587.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 17831 members Entering Unmasked Estep Score: -888590.312500 Penalty: 896.415466 Iteration 59Q: 3 clusters Score -888590.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1121 members Mstep: Class 2 contains 17851 members Entering Unmasked Estep Score: -888595.625000 Penalty: 896.415466 Iteration 60F: 3 clusters Score -888595.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 17866 members Entering Unmasked Estep Score: -888597.312500 Penalty: 896.415466 Iteration 61Q: 3 clusters Score -888597.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 17884 members Entering Unmasked Estep Score: -888597.062500 Penalty: 896.415466 Iteration 62Q: 3 clusters Score -888597.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 17901 members Entering Unmasked Estep Score: -888599.500000 Penalty: 896.415466 Iteration 63Q: 3 clusters Score -888599.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 17920 members Entering Unmasked Estep Score: -888602.500000 Penalty: 896.415466 Iteration 64Q: 3 clusters Score -888602.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 17934 members Entering Unmasked Estep Score: -888604.687500 Penalty: 896.415466 Iteration 65Q: 3 clusters Score -888604.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 17950 members Entering Unmasked Estep Score: -888604.375000 Penalty: 896.415466 Iteration 66Q: 3 clusters Score -888604.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 17970 members Entering Unmasked Estep Score: -888607.500000 Penalty: 896.415466 Iteration 67Q: 3 clusters Score -888607.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 17987 members Entering Unmasked Estep Score: -888610.250000 Penalty: 896.415466 Iteration 68Q: 3 clusters Score -888610.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 18003 members Entering Unmasked Estep Score: -888613.437500 Penalty: 896.415466 Iteration 69Q: 3 clusters Score -888613.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 18011 members Entering Unmasked Estep Score: -888613.750000 Penalty: 896.415466 Iteration 70Q: 3 clusters Score -888613.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 18023 members Entering Unmasked Estep Score: -888615.187500 Penalty: 896.415466 Iteration 71Q: 3 clusters Score -888615.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 18039 members Entering Unmasked Estep Score: -888618.125000 Penalty: 896.415466 Iteration 72Q: 3 clusters Score -888618.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 18049 members Entering Unmasked Estep Score: -888619.687500 Penalty: 896.415466 Iteration 73Q: 3 clusters Score -888619.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 18056 members Entering Unmasked Estep Score: -888619.250000 Penalty: 896.415466 Iteration 74Q: 3 clusters Score -888619.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 18065 members Entering Unmasked Estep Score: -888621.625000 Penalty: 896.415466 Iteration 75Q: 3 clusters Score -888621.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 18071 members Entering Unmasked Estep Score: -888622.125000 Penalty: 896.415466 Iteration 76Q: 3 clusters Score -888622.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 18076 members Entering Unmasked Estep Score: -888621.625000 Penalty: 896.415466 Iteration 77Q: 3 clusters Score -888621.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 18080 members Entering Unmasked Estep Score: -888622.562500 Penalty: 896.415466 Iteration 78Q: 3 clusters Score -888622.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 18087 members Entering Unmasked Estep Score: -888623.562500 Penalty: 896.415466 Iteration 79Q: 3 clusters Score -888623.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 18095 members Entering Unmasked Estep Score: -888625.375000 Penalty: 896.415466 Iteration 80F: 3 clusters Score -888625.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 18104 members Entering Unmasked Estep Score: -888626.812500 Penalty: 896.415466 Iteration 81Q: 3 clusters Score -888626.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 18112 members Entering Unmasked Estep Score: -888627.187500 Penalty: 896.415466 Iteration 82Q: 3 clusters Score -888627.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 18116 members Entering Unmasked Estep Score: -888626.875000 Penalty: 896.415466 Iteration 83Q: 3 clusters Score -888626.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 18122 members Entering Unmasked Estep Score: -888627.812500 Penalty: 896.415466 Iteration 84Q: 3 clusters Score -888627.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 18128 members Entering Unmasked Estep Score: -888629.000000 Penalty: 896.415466 Iteration 85Q: 3 clusters Score -888629 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 18135 members Entering Unmasked Estep Score: -888631.000000 Penalty: 896.415466 Iteration 86Q: 3 clusters Score -888631 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 18144 members Entering Unmasked Estep Score: -888632.125000 Penalty: 896.415466 Iteration 87Q: 3 clusters Score -888632.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 18152 members Entering Unmasked Estep Score: -888632.562500 Penalty: 896.415466 Iteration 88Q: 3 clusters Score -888632.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 18161 members Entering Unmasked Estep Score: -888633.375000 Penalty: 896.415466 Iteration 89Q: 3 clusters Score -888633.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 18168 members Entering Unmasked Estep Score: -888636.062500 Penalty: 896.415466 Iteration 90Q: 3 clusters Score -888636.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 18170 members Entering Unmasked Estep Score: -888635.000000 Penalty: 896.415466 Iteration 91Q: 3 clusters Score -888635 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 18171 members Entering Unmasked Estep Score: -888636.062500 Penalty: 896.415466 Iteration 92Q: 3 clusters Score -888636.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 18173 members Entering Unmasked Estep Score: -888636.187500 Penalty: 896.415466 Iteration 93Q: 3 clusters Score -888636.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 18177 members Entering Unmasked Estep Score: -888636.812500 Penalty: 896.415466 Iteration 94Q: 3 clusters Score -888636.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 18182 members Entering Unmasked Estep Score: -888637.437500 Penalty: 896.415466 Iteration 95Q: 3 clusters Score -888637.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 18187 members Entering Unmasked Estep Score: -888636.687500 Penalty: 896.415466 Iteration 96Q: 3 clusters Score -888636.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 18192 members Entering Unmasked Estep Score: -888636.687500 Penalty: 896.415466 Iteration 97Q: 3 clusters Score -888636.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 18196 members Entering Unmasked Estep Score: -888636.250000 Penalty: 896.415466 Iteration 98Q: 3 clusters Score -888636.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 18199 members Entering Unmasked Estep Score: -888635.312500 Penalty: 896.415466 Iteration 99Q: 3 clusters Score -888635.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 18202 members Entering Unmasked Estep Score: -888636.250000 Penalty: 896.415466 Iteration 100F: 3 clusters Score -888636.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 18207 members Entering Unmasked Estep Score: -888638.062500 Penalty: 896.415466 Iteration 101Q: 3 clusters Score -888638.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 18213 members Entering Unmasked Estep Score: -888639.187500 Penalty: 896.415466 Iteration 102Q: 3 clusters Score -888639.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 18217 members Entering Unmasked Estep Score: -888640.312500 Penalty: 896.415466 Iteration 103Q: 3 clusters Score -888640.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 18226 members Entering Unmasked Estep Score: -888638.937500 Penalty: 896.415466 Iteration 104Q: 3 clusters Score -888638.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 18230 members Entering Unmasked Estep Score: -888639.562500 Penalty: 896.415466 Iteration 105Q: 3 clusters Score -888639.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 18232 members Entering Unmasked Estep Score: -888639.062500 Penalty: 896.415466 Iteration 106Q: 3 clusters Score -888639.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 18235 members Entering Unmasked Estep Score: -888640.750000 Penalty: 896.415466 Iteration 107Q: 3 clusters Score -888640.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 18237 members Entering Unmasked Estep Score: -888640.187500 Penalty: 896.415466 Iteration 108Q: 3 clusters Score -888640.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 18238 members Entering Unmasked Estep Score: -888639.375000 Penalty: 896.415466 Iteration 109Q: 3 clusters Score -888639.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 18240 members Entering Unmasked Estep Score: -888640.312500 Penalty: 896.415466 Iteration 110Q: 3 clusters Score -888640.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 18241 members Entering Unmasked Estep Score: -888639.875000 Penalty: 896.415466 Iteration 111Q: 3 clusters Score -888639.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 18243 members Entering Unmasked Estep Score: -888638.812500 Penalty: 896.415466 Iteration 112Q: 3 clusters Score -888638.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 18243 members Entering Unmasked Estep Score: -888638.812500 Penalty: 896.415466 Iteration 113F: 3 clusters Score -888638.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (254675 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254675 members Entering Unmasked Estep Score: -10981172.000000 Penalty: 566.372314 Iteration 0F: 2 clusters Score -1.098117e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127428 members Mstep: Class 2 contains 127247 members Entering Unmasked Estep Score: -10815558.000000 Penalty: 1132.744629 Iteration 0F: 3 clusters Score -1.081556e+07 nChanged 125450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130940 members Mstep: Class 2 contains 123735 members Entering Unmasked Estep Score: -10899545.000000 Penalty: 1132.744629 Iteration 1F: 3 clusters Score -1.089954e+07 nChanged 14257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133001 members Mstep: Class 2 contains 121674 members Entering Unmasked Estep Score: -10908255.000000 Penalty: 1132.744629 Iteration 2F: 3 clusters Score -1.090826e+07 nChanged 16912 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135373 members Mstep: Class 2 contains 119302 members Entering Unmasked Estep Score: -10921639.000000 Penalty: 1132.744629 Iteration 3F: 3 clusters Score -1.092164e+07 nChanged 18385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137378 members Mstep: Class 2 contains 117297 members Entering Unmasked Estep Score: -10936826.000000 Penalty: 1132.744629 Iteration 4F: 3 clusters Score -1.093683e+07 nChanged 15618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138452 members Mstep: Class 2 contains 116223 members Entering Unmasked Estep Score: -10945680.000000 Penalty: 1132.744629 Iteration 5F: 3 clusters Score -1.094568e+07 nChanged 9333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139101 members Mstep: Class 2 contains 115574 members Entering Unmasked Estep Score: -10948502.000000 Penalty: 1132.744629 Iteration 6Q: 3 clusters Score -1.09485e+07 nChanged 4668 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139741 members Mstep: Class 2 contains 114934 members Entering Unmasked Estep Score: -10949160.000000 Penalty: 1132.744629 Iteration 7Q: 3 clusters Score -1.094916e+07 nChanged 2781 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140488 members Mstep: Class 2 contains 114187 members Entering Unmasked Estep Score: -10949624.000000 Penalty: 1132.744629 Iteration 8Q: 3 clusters Score -1.094962e+07 nChanged 2279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141281 members Mstep: Class 2 contains 113394 members Entering Unmasked Estep Score: -10949901.000000 Penalty: 1132.744629 Iteration 9Q: 3 clusters Score -1.09499e+07 nChanged 2285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142198 members Mstep: Class 2 contains 112477 members Entering Unmasked Estep Score: -10950353.000000 Penalty: 1132.744629 Iteration 10Q: 3 clusters Score -1.095035e+07 nChanged 2306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143188 members Mstep: Class 2 contains 111487 members Entering Unmasked Estep Score: -10950743.000000 Penalty: 1132.744629 Iteration 11Q: 3 clusters Score -1.095074e+07 nChanged 2311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144285 members Mstep: Class 2 contains 110390 members Entering Unmasked Estep Score: -10951079.000000 Penalty: 1132.744629 Iteration 12Q: 3 clusters Score -1.095108e+07 nChanged 2291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145500 members Mstep: Class 2 contains 109175 members Entering Unmasked Estep Score: -10951545.000000 Penalty: 1132.744629 Iteration 13Q: 3 clusters Score -1.095154e+07 nChanged 2339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146921 members Mstep: Class 2 contains 107754 members Entering Unmasked Estep Score: -10952027.000000 Penalty: 1132.744629 Iteration 14Q: 3 clusters Score -1.095203e+07 nChanged 2279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148418 members Mstep: Class 2 contains 106257 members Entering Unmasked Estep Score: -10952355.000000 Penalty: 1132.744629 Iteration 15Q: 3 clusters Score -1.095236e+07 nChanged 2303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150057 members Mstep: Class 2 contains 104618 members Entering Unmasked Estep Score: -10952743.000000 Penalty: 1132.744629 Iteration 16Q: 3 clusters Score -1.095274e+07 nChanged 2375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151840 members Mstep: Class 2 contains 102835 members Entering Unmasked Estep Score: -10953171.000000 Penalty: 1132.744629 Iteration 17Q: 3 clusters Score -1.095317e+07 nChanged 2423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153821 members Mstep: Class 2 contains 100854 members Entering Unmasked Estep Score: -10953593.000000 Penalty: 1132.744629 Iteration 18Q: 3 clusters Score -1.095359e+07 nChanged 2515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155968 members Mstep: Class 2 contains 98707 members Entering Unmasked Estep Score: -10954025.000000 Penalty: 1132.744629 Iteration 19Q: 3 clusters Score -1.095402e+07 nChanged 2697 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158367 members Mstep: Class 2 contains 96308 members Entering Unmasked Estep Score: -10954595.000000 Penalty: 1132.744629 Iteration 20F: 3 clusters Score -1.09546e+07 nChanged 2835 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160992 members Mstep: Class 2 contains 93683 members Entering Unmasked Estep Score: -10955259.000000 Penalty: 1132.744629 Iteration 21Q: 3 clusters Score -1.095526e+07 nChanged 2920 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163736 members Mstep: Class 2 contains 90939 members Entering Unmasked Estep Score: -10956033.000000 Penalty: 1132.744629 Iteration 22Q: 3 clusters Score -1.095603e+07 nChanged 3187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166737 members Mstep: Class 2 contains 87938 members Entering Unmasked Estep Score: -10956791.000000 Penalty: 1132.744629 Iteration 23Q: 3 clusters Score -1.095679e+07 nChanged 3358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169941 members Mstep: Class 2 contains 84734 members Entering Unmasked Estep Score: -10957775.000000 Penalty: 1132.744629 Iteration 24Q: 3 clusters Score -1.095778e+07 nChanged 3607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173420 members Mstep: Class 2 contains 81255 members Entering Unmasked Estep Score: -10958829.000000 Penalty: 1132.744629 Iteration 25Q: 3 clusters Score -1.095883e+07 nChanged 3788 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177102 members Mstep: Class 2 contains 77573 members Entering Unmasked Estep Score: -10959968.000000 Penalty: 1132.744629 Iteration 26Q: 3 clusters Score -1.095997e+07 nChanged 3992 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181002 members Mstep: Class 2 contains 73673 members Entering Unmasked Estep Score: -10961412.000000 Penalty: 1132.744629 Iteration 27Q: 3 clusters Score -1.096141e+07 nChanged 4097 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185019 members Mstep: Class 2 contains 69656 members Entering Unmasked Estep Score: -10962872.000000 Penalty: 1132.744629 Iteration 28Q: 3 clusters Score -1.096287e+07 nChanged 4157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189114 members Mstep: Class 2 contains 65561 members Entering Unmasked Estep Score: -10964309.000000 Penalty: 1132.744629 Iteration 29Q: 3 clusters Score -1.096431e+07 nChanged 4244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193316 members Mstep: Class 2 contains 61359 members Entering Unmasked Estep Score: -10966005.000000 Penalty: 1132.744629 Iteration 30Q: 3 clusters Score -1.0966e+07 nChanged 4221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197489 members Mstep: Class 2 contains 57186 members Entering Unmasked Estep Score: -10967670.000000 Penalty: 1132.744629 Iteration 31Q: 3 clusters Score -1.096767e+07 nChanged 4100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201549 members Mstep: Class 2 contains 53126 members Entering Unmasked Estep Score: -10969350.000000 Penalty: 1132.744629 Iteration 32Q: 3 clusters Score -1.096935e+07 nChanged 4076 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205597 members Mstep: Class 2 contains 49078 members Entering Unmasked Estep Score: -10970988.000000 Penalty: 1132.744629 Iteration 33Q: 3 clusters Score -1.097099e+07 nChanged 4031 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209610 members Mstep: Class 2 contains 45065 members Entering Unmasked Estep Score: -10972365.000000 Penalty: 1132.744629 Iteration 34Q: 3 clusters Score -1.097236e+07 nChanged 3877 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213475 members Mstep: Class 2 contains 41200 members Entering Unmasked Estep Score: -10973690.000000 Penalty: 1132.744629 Iteration 35Q: 3 clusters Score -1.097369e+07 nChanged 3755 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217218 members Mstep: Class 2 contains 37457 members Entering Unmasked Estep Score: -10975105.000000 Penalty: 1132.744629 Iteration 36Q: 3 clusters Score -1.09751e+07 nChanged 3532 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220732 members Mstep: Class 2 contains 33943 members Entering Unmasked Estep Score: -10976451.000000 Penalty: 1132.744629 Iteration 37Q: 3 clusters Score -1.097645e+07 nChanged 3406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224128 members Mstep: Class 2 contains 30547 members Entering Unmasked Estep Score: -10977811.000000 Penalty: 1132.744629 Iteration 38Q: 3 clusters Score -1.097781e+07 nChanged 3248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227354 members Mstep: Class 2 contains 27321 members Entering Unmasked Estep Score: -10979216.000000 Penalty: 1132.744629 Iteration 39Q: 3 clusters Score -1.097922e+07 nChanged 3007 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230347 members Mstep: Class 2 contains 24328 members Entering Unmasked Estep Score: -10980571.000000 Penalty: 1132.744629 Iteration 40F: 3 clusters Score -1.098057e+07 nChanged 2924 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233263 members Mstep: Class 2 contains 21412 members Entering Unmasked Estep Score: -10981697.000000 Penalty: 1132.744629 Iteration 41Q: 3 clusters Score -1.09817e+07 nChanged 2568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235821 members Mstep: Class 2 contains 18854 members Entering Unmasked Estep Score: -10982743.000000 Penalty: 1132.744629 Iteration 42Q: 3 clusters Score -1.098274e+07 nChanged 2185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237996 members Mstep: Class 2 contains 16679 members Entering Unmasked Estep Score: -10983517.000000 Penalty: 1132.744629 Iteration 43Q: 3 clusters Score -1.098352e+07 nChanged 1777 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239757 members Mstep: Class 2 contains 14918 members Entering Unmasked Estep Score: -10983997.000000 Penalty: 1132.744629 Iteration 44Q: 3 clusters Score -1.0984e+07 nChanged 1499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241246 members Mstep: Class 2 contains 13429 members Entering Unmasked Estep Score: -10984207.000000 Penalty: 1132.744629 Iteration 45Q: 3 clusters Score -1.098421e+07 nChanged 1238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242480 members Mstep: Class 2 contains 12195 members Entering Unmasked Estep Score: -10984380.000000 Penalty: 1132.744629 Iteration 46Q: 3 clusters Score -1.098438e+07 nChanged 1024 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243504 members Mstep: Class 2 contains 11171 members Entering Unmasked Estep Score: -10984464.000000 Penalty: 1132.744629 Iteration 47Q: 3 clusters Score -1.098446e+07 nChanged 865 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244365 members Mstep: Class 2 contains 10310 members Entering Unmasked Estep Score: -10984480.000000 Penalty: 1132.744629 Iteration 48Q: 3 clusters Score -1.098448e+07 nChanged 756 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245121 members Mstep: Class 2 contains 9554 members Entering Unmasked Estep Score: -10984443.000000 Penalty: 1132.744629 Iteration 49Q: 3 clusters Score -1.098444e+07 nChanged 631 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245750 members Mstep: Class 2 contains 8925 members Entering Unmasked Estep Score: -10984408.000000 Penalty: 1132.744629 Iteration 50Q: 3 clusters Score -1.098441e+07 nChanged 525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246273 members Mstep: Class 2 contains 8402 members Entering Unmasked Estep Score: -10984436.000000 Penalty: 1132.744629 Iteration 51Q: 3 clusters Score -1.098444e+07 nChanged 446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246719 members Mstep: Class 2 contains 7956 members Entering Unmasked Estep Score: -10984396.000000 Penalty: 1132.744629 Iteration 52Q: 3 clusters Score -1.09844e+07 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247091 members Mstep: Class 2 contains 7584 members Entering Unmasked Estep Score: -10984358.000000 Penalty: 1132.744629 Iteration 53Q: 3 clusters Score -1.098436e+07 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247389 members Mstep: Class 2 contains 7286 members Entering Unmasked Estep Score: -10984291.000000 Penalty: 1132.744629 Iteration 54Q: 3 clusters Score -1.098429e+07 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247626 members Mstep: Class 2 contains 7049 members Entering Unmasked Estep Score: -10984232.000000 Penalty: 1132.744629 Iteration 55Q: 3 clusters Score -1.098423e+07 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247836 members Mstep: Class 2 contains 6839 members Entering Unmasked Estep Score: -10984200.000000 Penalty: 1132.744629 Iteration 56Q: 3 clusters Score -1.09842e+07 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248012 members Mstep: Class 2 contains 6663 members Entering Unmasked Estep Score: -10984167.000000 Penalty: 1132.744629 Iteration 57Q: 3 clusters Score -1.098417e+07 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248158 members Mstep: Class 2 contains 6517 members Entering Unmasked Estep Score: -10984132.000000 Penalty: 1132.744629 Iteration 58Q: 3 clusters Score -1.098413e+07 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248297 members Mstep: Class 2 contains 6378 members Entering Unmasked Estep Score: -10984109.000000 Penalty: 1132.744629 Iteration 59Q: 3 clusters Score -1.098411e+07 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248408 members Mstep: Class 2 contains 6267 members Entering Unmasked Estep Score: -10984085.000000 Penalty: 1132.744629 Iteration 60F: 3 clusters Score -1.098408e+07 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248502 members Mstep: Class 2 contains 6173 members Entering Unmasked Estep Score: -10984088.000000 Penalty: 1132.744629 Iteration 61Q: 3 clusters Score -1.098409e+07 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248590 members Mstep: Class 2 contains 6085 members Entering Unmasked Estep Score: -10984049.000000 Penalty: 1132.744629 Iteration 62Q: 3 clusters Score -1.098405e+07 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248658 members Mstep: Class 2 contains 6017 members Entering Unmasked Estep Score: -10984036.000000 Penalty: 1132.744629 Iteration 63Q: 3 clusters Score -1.098404e+07 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248721 members Mstep: Class 2 contains 5954 members Entering Unmasked Estep Score: -10984033.000000 Penalty: 1132.744629 Iteration 64Q: 3 clusters Score -1.098403e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248781 members Mstep: Class 2 contains 5894 members Entering Unmasked Estep Score: -10984027.000000 Penalty: 1132.744629 Iteration 65Q: 3 clusters Score -1.098403e+07 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248856 members Mstep: Class 2 contains 5819 members Entering Unmasked Estep Score: -10984014.000000 Penalty: 1132.744629 Iteration 66Q: 3 clusters Score -1.098401e+07 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248925 members Mstep: Class 2 contains 5750 members Entering Unmasked Estep Score: -10983974.000000 Penalty: 1132.744629 Iteration 67Q: 3 clusters Score -1.098397e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248989 members Mstep: Class 2 contains 5686 members Entering Unmasked Estep Score: -10983968.000000 Penalty: 1132.744629 Iteration 68Q: 3 clusters Score -1.098397e+07 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249055 members Mstep: Class 2 contains 5620 members Entering Unmasked Estep Score: -10983956.000000 Penalty: 1132.744629 Iteration 69Q: 3 clusters Score -1.098396e+07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249113 members Mstep: Class 2 contains 5562 members Entering Unmasked Estep Score: -10983958.000000 Penalty: 1132.744629 Iteration 70Q: 3 clusters Score -1.098396e+07 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249185 members Mstep: Class 2 contains 5490 members Entering Unmasked Estep Score: -10983959.000000 Penalty: 1132.744629 Iteration 71Q: 3 clusters Score -1.098396e+07 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249246 members Mstep: Class 2 contains 5429 members Entering Unmasked Estep Score: -10983959.000000 Penalty: 1132.744629 Iteration 72Q: 3 clusters Score -1.098396e+07 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249296 members Mstep: Class 2 contains 5379 members Entering Unmasked Estep Score: -10983944.000000 Penalty: 1132.744629 Iteration 73Q: 3 clusters Score -1.098394e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249338 members Mstep: Class 2 contains 5337 members Entering Unmasked Estep Score: -10983929.000000 Penalty: 1132.744629 Iteration 74Q: 3 clusters Score -1.098393e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249380 members Mstep: Class 2 contains 5295 members Entering Unmasked Estep Score: -10983911.000000 Penalty: 1132.744629 Iteration 75Q: 3 clusters Score -1.098391e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249415 members Mstep: Class 2 contains 5260 members Entering Unmasked Estep Score: -10983906.000000 Penalty: 1132.744629 Iteration 76Q: 3 clusters Score -1.098391e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249444 members Mstep: Class 2 contains 5231 members Entering Unmasked Estep Score: -10983890.000000 Penalty: 1132.744629 Iteration 77Q: 3 clusters Score -1.098389e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249476 members Mstep: Class 2 contains 5199 members Entering Unmasked Estep Score: -10983878.000000 Penalty: 1132.744629 Iteration 78Q: 3 clusters Score -1.098388e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249501 members Mstep: Class 2 contains 5174 members Entering Unmasked Estep Score: -10983864.000000 Penalty: 1132.744629 Iteration 79Q: 3 clusters Score -1.098386e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249526 members Mstep: Class 2 contains 5149 members Entering Unmasked Estep Score: -10983844.000000 Penalty: 1132.744629 Iteration 80F: 3 clusters Score -1.098384e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249543 members Mstep: Class 2 contains 5132 members Entering Unmasked Estep Score: -10983854.000000 Penalty: 1132.744629 Iteration 81Q: 3 clusters Score -1.098385e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249557 members Mstep: Class 2 contains 5118 members Entering Unmasked Estep Score: -10983848.000000 Penalty: 1132.744629 Iteration 82Q: 3 clusters Score -1.098385e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249571 members Mstep: Class 2 contains 5104 members Entering Unmasked Estep Score: -10983843.000000 Penalty: 1132.744629 Iteration 83Q: 3 clusters Score -1.098384e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249580 members Mstep: Class 2 contains 5095 members Entering Unmasked Estep Score: -10983831.000000 Penalty: 1132.744629 Iteration 84Q: 3 clusters Score -1.098383e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249584 members Mstep: Class 2 contains 5091 members Entering Unmasked Estep Score: -10983834.000000 Penalty: 1132.744629 Iteration 85Q: 3 clusters Score -1.098383e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249591 members Mstep: Class 2 contains 5084 members Entering Unmasked Estep Score: -10983828.000000 Penalty: 1132.744629 Iteration 86Q: 3 clusters Score -1.098383e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249600 members Mstep: Class 2 contains 5075 members Entering Unmasked Estep Score: -10983824.000000 Penalty: 1132.744629 Iteration 87Q: 3 clusters Score -1.098382e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249605 members Mstep: Class 2 contains 5070 members Entering Unmasked Estep Score: -10983827.000000 Penalty: 1132.744629 Iteration 88Q: 3 clusters Score -1.098383e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249611 members Mstep: Class 2 contains 5064 members Entering Unmasked Estep Score: -10983820.000000 Penalty: 1132.744629 Iteration 89Q: 3 clusters Score -1.098382e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249616 members Mstep: Class 2 contains 5059 members Entering Unmasked Estep Score: -10983822.000000 Penalty: 1132.744629 Iteration 90Q: 3 clusters Score -1.098382e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249617 members Mstep: Class 2 contains 5058 members Entering Unmasked Estep Score: -10983816.000000 Penalty: 1132.744629 Iteration 91Q: 3 clusters Score -1.098382e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249619 members Mstep: Class 2 contains 5056 members Entering Unmasked Estep Score: -10983815.000000 Penalty: 1132.744629 Iteration 92Q: 3 clusters Score -1.098382e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249620 members Mstep: Class 2 contains 5055 members Entering Unmasked Estep Score: -10983820.000000 Penalty: 1132.744629 Iteration 93Q: 3 clusters Score -1.098382e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249622 members Mstep: Class 2 contains 5053 members Entering Unmasked Estep Score: -10983823.000000 Penalty: 1132.744629 Iteration 94Q: 3 clusters Score -1.098382e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249620 members Mstep: Class 2 contains 5055 members Entering Unmasked Estep Score: -10983822.000000 Penalty: 1132.744629 Iteration 95Q: 3 clusters Score -1.098382e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249621 members Mstep: Class 2 contains 5054 members Entering Unmasked Estep Score: -10983822.000000 Penalty: 1132.744629 Iteration 96Q: 3 clusters Score -1.098382e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249621 members Mstep: Class 2 contains 5054 members Entering Unmasked Estep Score: -10983820.000000 Penalty: 1132.744629 Iteration 97Q: 3 clusters Score -1.098382e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249623 members Mstep: Class 2 contains 5052 members Entering Unmasked Estep Score: -10983820.000000 Penalty: 1132.744629 Iteration 98Q: 3 clusters Score -1.098382e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249623 members Mstep: Class 2 contains 5052 members Entering Unmasked Estep Score: -10983820.000000 Penalty: 1132.744629 Iteration 99F: 3 clusters Score -1.098382e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 1670 members Mstep: Class 3 contains 205 members Mstep: Class 4 contains 2875 members Mstep: Class 5 contains 334 members Mstep: Class 6 contains 145 members Mstep: Class 7 contains 3775 members Mstep: Class 8 contains 15550 members Mstep: Class 9 contains 18972 members Mstep: Class 10 contains 249623 members Mstep: Class 11 contains 386 members Mstep: Class 12 contains 1094 members Mstep: Class 13 contains 747 members Mstep: Class 14 contains 35324 members Mstep: Class 15 contains 31272 members Mstep: Class 16 contains 931 members Mstep: Class 17 contains 378 members Mstep: Class 18 contains 706 members Mstep: Class 19 contains 5052 members Mstep: Class 21 contains 226 members Entering Unmasked Estep Score: -15548222.000000 Penalty: 11666.028320 Splitting cluster 10 changes total score from -15545365.000000 to -15548222.000000 So it's getting split into cluster 19. Entering ConstructFrom: Trying to split cluster 11 (386 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Entering Unmasked Estep Score: -14224.183594 Penalty: 270.990601 Iteration 0F: 2 clusters Score -14224.18 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -13793.465820 Penalty: 541.981201 Iteration 0F: 3 clusters Score -13793.47 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -13879.421875 Penalty: 541.981201 Iteration 1F: 3 clusters Score -13879.42 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -13898.607422 Penalty: 541.981201 Iteration 2F: 3 clusters Score -13898.61 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -13908.137695 Penalty: 541.981201 Iteration 3Q: 3 clusters Score -13908.14 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -13914.324219 Penalty: 541.981201 Iteration 4Q: 3 clusters Score -13914.32 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -13917.708008 Penalty: 541.981201 Iteration 5Q: 3 clusters Score -13917.71 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -13921.715820 Penalty: 541.981201 Iteration 6Q: 3 clusters Score -13921.72 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -13925.715820 Penalty: 541.981201 Iteration 7Q: 3 clusters Score -13925.72 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -13928.436523 Penalty: 541.981201 Iteration 8Q: 3 clusters Score -13928.44 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -13930.099609 Penalty: 541.981201 Iteration 9Q: 3 clusters Score -13930.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -13933.437500 Penalty: 541.981201 Iteration 10Q: 3 clusters Score -13933.44 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -13939.791016 Penalty: 541.981201 Iteration 11Q: 3 clusters Score -13939.79 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -13942.790039 Penalty: 541.981201 Iteration 12Q: 3 clusters Score -13942.79 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -13946.595703 Penalty: 541.981201 Iteration 13Q: 3 clusters Score -13946.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -13951.042969 Penalty: 541.981201 Iteration 14Q: 3 clusters Score -13951.04 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -13952.402344 Penalty: 541.981201 Iteration 15Q: 3 clusters Score -13952.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -13953.440430 Penalty: 541.981201 Iteration 16Q: 3 clusters Score -13953.44 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -13953.440430 Penalty: 541.981201 Iteration 17F: 3 clusters Score -13953.44 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (1094 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Entering Unmasked Estep Score: -50162.722656 Penalty: 318.390594 Iteration 0F: 2 clusters Score -50162.72 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -49300.503906 Penalty: 636.781189 Iteration 0F: 3 clusters Score -49300.5 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -49578.257812 Penalty: 636.781189 Iteration 1F: 3 clusters Score -49578.26 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -49619.531250 Penalty: 636.781189 Iteration 2F: 3 clusters Score -49619.53 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -49643.511719 Penalty: 636.781189 Iteration 3Q: 3 clusters Score -49643.51 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -49654.191406 Penalty: 636.781189 Iteration 4Q: 3 clusters Score -49654.19 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -49667.160156 Penalty: 636.781189 Iteration 5Q: 3 clusters Score -49667.16 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -49679.601562 Penalty: 636.781189 Iteration 6Q: 3 clusters Score -49679.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -49687.250000 Penalty: 636.781189 Iteration 7Q: 3 clusters Score -49687.25 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -49693.097656 Penalty: 636.781189 Iteration 8Q: 3 clusters Score -49693.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -49700.839844 Penalty: 636.781189 Iteration 9Q: 3 clusters Score -49700.84 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -49707.421875 Penalty: 636.781189 Iteration 10Q: 3 clusters Score -49707.42 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -49713.878906 Penalty: 636.781189 Iteration 11Q: 3 clusters Score -49713.88 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -49719.894531 Penalty: 636.781189 Iteration 12Q: 3 clusters Score -49719.89 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -49727.761719 Penalty: 636.781189 Iteration 13Q: 3 clusters Score -49727.76 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -49735.667969 Penalty: 636.781189 Iteration 14Q: 3 clusters Score -49735.67 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -49742.300781 Penalty: 636.781189 Iteration 15Q: 3 clusters Score -49742.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -49747.875000 Penalty: 636.781189 Iteration 16Q: 3 clusters Score -49747.88 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -49750.503906 Penalty: 636.781189 Iteration 17Q: 3 clusters Score -49750.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -49751.628906 Penalty: 636.781189 Iteration 18Q: 3 clusters Score -49751.63 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -49752.632812 Penalty: 636.781189 Iteration 19Q: 3 clusters Score -49752.63 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -49752.941406 Penalty: 636.781189 Iteration 20F: 3 clusters Score -49752.94 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (747 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Entering Unmasked Estep Score: -30110.876953 Penalty: 301.030945 Iteration 0F: 2 clusters Score -30110.88 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 352 members Entering Unmasked Estep Score: -29456.777344 Penalty: 602.061890 Iteration 0F: 3 clusters Score -29456.78 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -29634.480469 Penalty: 602.061890 Iteration 1F: 3 clusters Score -29634.48 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -29683.414062 Penalty: 602.061890 Iteration 2F: 3 clusters Score -29683.41 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -29716.417969 Penalty: 602.061890 Iteration 3F: 3 clusters Score -29716.42 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -29741.908203 Penalty: 602.061890 Iteration 4Q: 3 clusters Score -29741.91 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -29773.675781 Penalty: 602.061890 Iteration 5Q: 3 clusters Score -29773.68 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -29800.529297 Penalty: 602.061890 Iteration 6Q: 3 clusters Score -29800.53 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -29813.976562 Penalty: 602.061890 Iteration 7Q: 3 clusters Score -29813.98 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -29820.607422 Penalty: 602.061890 Iteration 8Q: 3 clusters Score -29820.61 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -29826.513672 Penalty: 602.061890 Iteration 9Q: 3 clusters Score -29826.51 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -29835.091797 Penalty: 602.061890 Iteration 10Q: 3 clusters Score -29835.09 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -29842.970703 Penalty: 602.061890 Iteration 11Q: 3 clusters Score -29842.97 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -29845.919922 Penalty: 602.061890 Iteration 12Q: 3 clusters Score -29845.92 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -29850.687500 Penalty: 602.061890 Iteration 13Q: 3 clusters Score -29850.69 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -29851.443359 Penalty: 602.061890 Iteration 14Q: 3 clusters Score -29851.44 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -29852.146484 Penalty: 602.061890 Iteration 15Q: 3 clusters Score -29852.15 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -29852.146484 Penalty: 602.061890 Iteration 16F: 3 clusters Score -29852.15 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (35324 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35324 members Entering Unmasked Estep Score: -1461022.375000 Penalty: 476.490448 Iteration 0F: 2 clusters Score -1461022 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17629 members Mstep: Class 2 contains 17695 members Entering Unmasked Estep Score: -1437613.500000 Penalty: 952.980896 Iteration 0F: 3 clusters Score -1437614 nChanged 16801 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17094 members Mstep: Class 2 contains 18230 members Entering Unmasked Estep Score: -1447389.000000 Penalty: 952.980896 Iteration 1F: 3 clusters Score -1447389 nChanged 1396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16786 members Mstep: Class 2 contains 18538 members Entering Unmasked Estep Score: -1447821.000000 Penalty: 952.980896 Iteration 2Q: 3 clusters Score -1447821 nChanged 1472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16308 members Mstep: Class 2 contains 19016 members Entering Unmasked Estep Score: -1448383.875000 Penalty: 952.980896 Iteration 3Q: 3 clusters Score -1448384 nChanged 1655 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15565 members Mstep: Class 2 contains 19759 members Entering Unmasked Estep Score: -1449234.000000 Penalty: 952.980896 Iteration 4Q: 3 clusters Score -1449234 nChanged 1841 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14554 members Mstep: Class 2 contains 20770 members Entering Unmasked Estep Score: -1450408.000000 Penalty: 952.980896 Iteration 5F: 3 clusters Score -1450408 nChanged 2012 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13386 members Mstep: Class 2 contains 21938 members Entering Unmasked Estep Score: -1451863.375000 Penalty: 952.980896 Iteration 6F: 3 clusters Score -1451863 nChanged 2039 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12211 members Mstep: Class 2 contains 23113 members Entering Unmasked Estep Score: -1453322.750000 Penalty: 952.980896 Iteration 7F: 3 clusters Score -1453323 nChanged 1841 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11178 members Mstep: Class 2 contains 24146 members Entering Unmasked Estep Score: -1454342.375000 Penalty: 952.980896 Iteration 8F: 3 clusters Score -1454342 nChanged 1293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10397 members Mstep: Class 2 contains 24927 members Entering Unmasked Estep Score: -1454857.500000 Penalty: 952.980896 Iteration 9Q: 3 clusters Score -1454858 nChanged 925 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9704 members Mstep: Class 2 contains 25620 members Entering Unmasked Estep Score: -1455164.875000 Penalty: 952.980896 Iteration 10Q: 3 clusters Score -1455165 nChanged 760 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9012 members Mstep: Class 2 contains 26312 members Entering Unmasked Estep Score: -1455425.875000 Penalty: 952.980896 Iteration 11Q: 3 clusters Score -1455426 nChanged 726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8292 members Mstep: Class 2 contains 27032 members Entering Unmasked Estep Score: -1455691.250000 Penalty: 952.980896 Iteration 12Q: 3 clusters Score -1455691 nChanged 748 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7544 members Mstep: Class 2 contains 27780 members Entering Unmasked Estep Score: -1455968.375000 Penalty: 952.980896 Iteration 13Q: 3 clusters Score -1455968 nChanged 754 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6790 members Mstep: Class 2 contains 28534 members Entering Unmasked Estep Score: -1456282.750000 Penalty: 952.980896 Iteration 14Q: 3 clusters Score -1456283 nChanged 781 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6009 members Mstep: Class 2 contains 29315 members Entering Unmasked Estep Score: -1456630.625000 Penalty: 952.980896 Iteration 15Q: 3 clusters Score -1456631 nChanged 864 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5145 members Mstep: Class 2 contains 30179 members Entering Unmasked Estep Score: -1457097.875000 Penalty: 952.980896 Iteration 16Q: 3 clusters Score -1457098 nChanged 822 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4323 members Mstep: Class 2 contains 31001 members Entering Unmasked Estep Score: -1457567.875000 Penalty: 952.980896 Iteration 17Q: 3 clusters Score -1457568 nChanged 807 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3516 members Mstep: Class 2 contains 31808 members Entering Unmasked Estep Score: -1458072.500000 Penalty: 952.980896 Iteration 18Q: 3 clusters Score -1458072 nChanged 744 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2772 members Mstep: Class 2 contains 32552 members Entering Unmasked Estep Score: -1458592.000000 Penalty: 952.980896 Iteration 19Q: 3 clusters Score -1458592 nChanged 676 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2096 members Mstep: Class 2 contains 33228 members Entering Unmasked Estep Score: -1459100.625000 Penalty: 952.980896 Iteration 20F: 3 clusters Score -1459101 nChanged 566 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1530 members Mstep: Class 2 contains 33794 members Entering Unmasked Estep Score: -1459580.875000 Penalty: 952.980896 Iteration 21Q: 3 clusters Score -1459581 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 34236 members Entering Unmasked Estep Score: -1459987.125000 Penalty: 952.980896 Iteration 22Q: 3 clusters Score -1459987 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 34530 members Entering Unmasked Estep Score: -1460280.500000 Penalty: 952.980896 Iteration 23Q: 3 clusters Score -1460280 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 34720 members Entering Unmasked Estep Score: -1460472.125000 Penalty: 952.980896 Iteration 24Q: 3 clusters Score -1460472 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 34831 members Entering Unmasked Estep Score: -1460578.250000 Penalty: 952.980896 Iteration 25Q: 3 clusters Score -1460578 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 34894 members Entering Unmasked Estep Score: -1460645.375000 Penalty: 952.980896 Iteration 26Q: 3 clusters Score -1460645 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 34923 members Entering Unmasked Estep Score: -1460671.125000 Penalty: 952.980896 Iteration 27Q: 3 clusters Score -1460671 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 34937 members Entering Unmasked Estep Score: -1460685.500000 Penalty: 952.980896 Iteration 28Q: 3 clusters Score -1460686 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 34943 members Entering Unmasked Estep Score: -1460691.750000 Penalty: 952.980896 Iteration 29Q: 3 clusters Score -1460692 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 34944 members Entering Unmasked Estep Score: -1460693.500000 Penalty: 952.980896 Iteration 30Q: 3 clusters Score -1460694 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 34947 members Entering Unmasked Estep Score: -1460699.375000 Penalty: 952.980896 Iteration 31Q: 3 clusters Score -1460699 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 34952 members Entering Unmasked Estep Score: -1460704.375000 Penalty: 952.980896 Iteration 32Q: 3 clusters Score -1460704 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 34955 members Entering Unmasked Estep Score: -1460708.125000 Penalty: 952.980896 Iteration 33Q: 3 clusters Score -1460708 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 34958 members Entering Unmasked Estep Score: -1460714.500000 Penalty: 952.980896 Iteration 34Q: 3 clusters Score -1460714 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 34957 members Entering Unmasked Estep Score: -1460716.875000 Penalty: 952.980896 Iteration 35Q: 3 clusters Score -1460717 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 34955 members Entering Unmasked Estep Score: -1460719.250000 Penalty: 952.980896 Iteration 36Q: 3 clusters Score -1460719 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 34954 members Entering Unmasked Estep Score: -1460718.875000 Penalty: 952.980896 Iteration 37Q: 3 clusters Score -1460719 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 34956 members Entering Unmasked Estep Score: -1460721.500000 Penalty: 952.980896 Iteration 38Q: 3 clusters Score -1460722 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 34961 members Entering Unmasked Estep Score: -1460724.125000 Penalty: 952.980896 Iteration 39Q: 3 clusters Score -1460724 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 34966 members Entering Unmasked Estep Score: -1460725.000000 Penalty: 952.980896 Iteration 40F: 3 clusters Score -1460725 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 34966 members Entering Unmasked Estep Score: -1460725.750000 Penalty: 952.980896 Iteration 41Q: 3 clusters Score -1460726 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 34970 members Entering Unmasked Estep Score: -1460728.875000 Penalty: 952.980896 Iteration 42Q: 3 clusters Score -1460729 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 34970 members Entering Unmasked Estep Score: -1460733.500000 Penalty: 952.980896 Iteration 43Q: 3 clusters Score -1460734 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 34971 members Entering Unmasked Estep Score: -1460735.375000 Penalty: 952.980896 Iteration 44Q: 3 clusters Score -1460735 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 34971 members Entering Unmasked Estep Score: -1460738.625000 Penalty: 952.980896 Iteration 45Q: 3 clusters Score -1460739 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 34968 members Entering Unmasked Estep Score: -1460740.375000 Penalty: 952.980896 Iteration 46Q: 3 clusters Score -1460740 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 34965 members Entering Unmasked Estep Score: -1460740.625000 Penalty: 952.980896 Iteration 47Q: 3 clusters Score -1460741 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 34960 members Entering Unmasked Estep Score: -1460740.625000 Penalty: 952.980896 Iteration 48Q: 3 clusters Score -1460741 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 34953 members Entering Unmasked Estep Score: -1460746.000000 Penalty: 952.980896 Iteration 49Q: 3 clusters Score -1460746 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 34944 members Entering Unmasked Estep Score: -1460746.750000 Penalty: 952.980896 Iteration 50Q: 3 clusters Score -1460747 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 34938 members Entering Unmasked Estep Score: -1460750.250000 Penalty: 952.980896 Iteration 51Q: 3 clusters Score -1460750 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 34933 members Entering Unmasked Estep Score: -1460751.750000 Penalty: 952.980896 Iteration 52Q: 3 clusters Score -1460752 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 34928 members Entering Unmasked Estep Score: -1460756.250000 Penalty: 952.980896 Iteration 53Q: 3 clusters Score -1460756 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 34922 members Entering Unmasked Estep Score: -1460756.875000 Penalty: 952.980896 Iteration 54Q: 3 clusters Score -1460757 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 34917 members Entering Unmasked Estep Score: -1460760.500000 Penalty: 952.980896 Iteration 55Q: 3 clusters Score -1460760 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 34915 members Entering Unmasked Estep Score: -1460763.125000 Penalty: 952.980896 Iteration 56Q: 3 clusters Score -1460763 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 34909 members Entering Unmasked Estep Score: -1460769.500000 Penalty: 952.980896 Iteration 57Q: 3 clusters Score -1460770 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 34900 members Entering Unmasked Estep Score: -1460773.125000 Penalty: 952.980896 Iteration 58Q: 3 clusters Score -1460773 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 34893 members Entering Unmasked Estep Score: -1460776.375000 Penalty: 952.980896 Iteration 59Q: 3 clusters Score -1460776 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 34881 members Entering Unmasked Estep Score: -1460783.875000 Penalty: 952.980896 Iteration 60F: 3 clusters Score -1460784 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 34871 members Entering Unmasked Estep Score: -1460784.625000 Penalty: 952.980896 Iteration 61Q: 3 clusters Score -1460785 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 34857 members Entering Unmasked Estep Score: -1460788.000000 Penalty: 952.980896 Iteration 62Q: 3 clusters Score -1460788 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 34848 members Entering Unmasked Estep Score: -1460792.125000 Penalty: 952.980896 Iteration 63Q: 3 clusters Score -1460792 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 34834 members Entering Unmasked Estep Score: -1460796.875000 Penalty: 952.980896 Iteration 64Q: 3 clusters Score -1460797 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 34825 members Entering Unmasked Estep Score: -1460799.750000 Penalty: 952.980896 Iteration 65Q: 3 clusters Score -1460800 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 34822 members Entering Unmasked Estep Score: -1460800.250000 Penalty: 952.980896 Iteration 66Q: 3 clusters Score -1460800 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 34821 members Entering Unmasked Estep Score: -1460801.125000 Penalty: 952.980896 Iteration 67Q: 3 clusters Score -1460801 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 34820 members Entering Unmasked Estep Score: -1460802.500000 Penalty: 952.980896 Iteration 68Q: 3 clusters Score -1460802 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 34819 members Entering Unmasked Estep Score: -1460803.375000 Penalty: 952.980896 Iteration 69Q: 3 clusters Score -1460803 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 34816 members Entering Unmasked Estep Score: -1460801.875000 Penalty: 952.980896 Iteration 70Q: 3 clusters Score -1460802 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 34815 members Entering Unmasked Estep Score: -1460802.500000 Penalty: 952.980896 Iteration 71Q: 3 clusters Score -1460802 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 34815 members Entering Unmasked Estep Score: -1460802.250000 Penalty: 952.980896 Iteration 72Q: 3 clusters Score -1460802 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 34814 members Entering Unmasked Estep Score: -1460801.875000 Penalty: 952.980896 Iteration 73Q: 3 clusters Score -1460802 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 34813 members Entering Unmasked Estep Score: -1460803.000000 Penalty: 952.980896 Iteration 74Q: 3 clusters Score -1460803 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 34813 members Entering Unmasked Estep Score: -1460803.000000 Penalty: 952.980896 Iteration 75F: 3 clusters Score -1460803 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (31272 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31272 members Entering Unmasked Estep Score: -1376136.000000 Penalty: 470.946747 Iteration 0F: 2 clusters Score -1376136 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15547 members Mstep: Class 2 contains 15725 members Entering Unmasked Estep Score: -1355085.500000 Penalty: 941.893494 Iteration 0F: 3 clusters Score -1355086 nChanged 15062 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14683 members Mstep: Class 2 contains 16589 members Entering Unmasked Estep Score: -1363746.000000 Penalty: 941.893494 Iteration 1F: 3 clusters Score -1363746 nChanged 1013 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14058 members Mstep: Class 2 contains 17214 members Entering Unmasked Estep Score: -1364022.000000 Penalty: 941.893494 Iteration 2Q: 3 clusters Score -1364022 nChanged 1197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13077 members Mstep: Class 2 contains 18195 members Entering Unmasked Estep Score: -1364439.500000 Penalty: 941.893494 Iteration 3Q: 3 clusters Score -1364440 nChanged 1559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11622 members Mstep: Class 2 contains 19650 members Entering Unmasked Estep Score: -1365173.875000 Penalty: 941.893494 Iteration 4Q: 3 clusters Score -1365174 nChanged 2112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9544 members Mstep: Class 2 contains 21728 members Entering Unmasked Estep Score: -1366523.500000 Penalty: 941.893494 Iteration 5F: 3 clusters Score -1366524 nChanged 2849 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6699 members Mstep: Class 2 contains 24573 members Entering Unmasked Estep Score: -1368910.875000 Penalty: 941.893494 Iteration 6F: 3 clusters Score -1368911 nChanged 3049 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3650 members Mstep: Class 2 contains 27622 members Entering Unmasked Estep Score: -1371936.875000 Penalty: 941.893494 Iteration 7F: 3 clusters Score -1371937 nChanged 2342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1308 members Mstep: Class 2 contains 29964 members Entering Unmasked Estep Score: -1374372.500000 Penalty: 941.893494 Iteration 8F: 3 clusters Score -1374372 nChanged 1022 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 30986 members Entering Unmasked Estep Score: -1375427.875000 Penalty: 941.893494 Iteration 9Q: 3 clusters Score -1375428 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54 members Mstep: Class 2 contains 31218 members Entering Unmasked Estep Score: -1375653.625000 Penalty: 941.893494 Iteration 10Q: 3 clusters Score -1375654 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26 members Mstep: Class 2 contains 31246 members Entering Unmasked Estep Score: -1375695.375000 Penalty: 941.893494 Iteration 11Q: 3 clusters Score -1375695 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22 members Mstep: Class 2 contains 31250 members Entering Unmasked Estep Score: -1375706.375000 Penalty: 941.893494 Iteration 12Q: 3 clusters Score -1375706 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20 members Mstep: Class 2 contains 31252 members Entering Unmasked Estep Score: -1375717.250000 Penalty: 941.893494 Iteration 13Q: 3 clusters Score -1375717 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20 members Mstep: Class 2 contains 31252 members Entering Unmasked Estep Score: -1375717.250000 Penalty: 941.893494 Iteration 14F: 3 clusters Score -1375717 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (931 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Entering Unmasked Estep Score: -36142.261719 Penalty: 311.049805 Iteration 0F: 2 clusters Score -36142.26 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -35405.433594 Penalty: 622.099609 Iteration 0F: 3 clusters Score -35405.43 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -35680.175781 Penalty: 622.099609 Iteration 1F: 3 clusters Score -35680.18 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -35771.347656 Penalty: 622.099609 Iteration 2F: 3 clusters Score -35771.35 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -35835.937500 Penalty: 622.099609 Iteration 3F: 3 clusters Score -35835.94 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -35900.976562 Penalty: 622.099609 Iteration 4F: 3 clusters Score -35900.98 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -35939.042969 Penalty: 622.099609 Iteration 5F: 3 clusters Score -35939.04 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -35973.835938 Penalty: 622.099609 Iteration 6Q: 3 clusters Score -35973.84 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -35995.855469 Penalty: 622.099609 Iteration 7Q: 3 clusters Score -35995.86 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -36009.218750 Penalty: 622.099609 Iteration 8Q: 3 clusters Score -36009.22 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -36024.519531 Penalty: 622.099609 Iteration 9Q: 3 clusters Score -36024.52 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -36029.562500 Penalty: 622.099609 Iteration 10Q: 3 clusters Score -36029.56 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -36030.855469 Penalty: 622.099609 Iteration 11Q: 3 clusters Score -36030.86 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -36031.480469 Penalty: 622.099609 Iteration 12Q: 3 clusters Score -36031.48 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -36031.886719 Penalty: 622.099609 Iteration 13Q: 3 clusters Score -36031.89 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -36031.886719 Penalty: 622.099609 Iteration 14F: 3 clusters Score -36031.89 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (378 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Entering Unmasked Estep Score: -14043.421875 Penalty: 270.037689 Iteration 0F: 2 clusters Score -14043.42 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -13639.898438 Penalty: 540.075378 Iteration 0F: 3 clusters Score -13639.9 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -13792.347656 Penalty: 540.075378 Iteration 1F: 3 clusters Score -13792.35 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -13822.978516 Penalty: 540.075378 Iteration 2F: 3 clusters Score -13822.98 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -13844.870117 Penalty: 540.075378 Iteration 3F: 3 clusters Score -13844.87 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -13862.237305 Penalty: 540.075378 Iteration 4Q: 3 clusters Score -13862.24 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -13867.091797 Penalty: 540.075378 Iteration 5Q: 3 clusters Score -13867.09 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -13868.217773 Penalty: 540.075378 Iteration 6Q: 3 clusters Score -13868.22 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -13870.999023 Penalty: 540.075378 Iteration 7Q: 3 clusters Score -13871 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -13872.824219 Penalty: 540.075378 Iteration 8Q: 3 clusters Score -13872.82 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -13876.734375 Penalty: 540.075378 Iteration 9Q: 3 clusters Score -13876.73 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -13881.704102 Penalty: 540.075378 Iteration 10Q: 3 clusters Score -13881.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -13885.679688 Penalty: 540.075378 Iteration 11Q: 3 clusters Score -13885.68 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -13899.461914 Penalty: 540.075378 Iteration 12Q: 3 clusters Score -13899.46 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -13947.230469 Penalty: 540.075378 Iteration 13Q: 3 clusters Score -13947.23 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -13980.046875 Penalty: 540.075378 Iteration 14Q: 3 clusters Score -13980.05 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -13992.678711 Penalty: 540.075378 Iteration 15Q: 3 clusters Score -13992.68 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -14013.921875 Penalty: 540.075378 Iteration 16Q: 3 clusters Score -14013.92 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -14013.921875 Penalty: 540.075378 Iteration 17F: 3 clusters Score -14013.92 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (706 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Entering Unmasked Estep Score: -28472.474609 Penalty: 298.462494 Iteration 0F: 2 clusters Score -28472.47 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 339 members Entering Unmasked Estep Score: -27848.341797 Penalty: 596.924988 Iteration 0F: 3 clusters Score -27848.34 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -28055.886719 Penalty: 596.924988 Iteration 1F: 3 clusters Score -28055.89 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -28102.365234 Penalty: 596.924988 Iteration 2F: 3 clusters Score -28102.37 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -28126.783203 Penalty: 596.924988 Iteration 3F: 3 clusters Score -28126.78 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -28146.734375 Penalty: 596.924988 Iteration 4Q: 3 clusters Score -28146.73 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -28160.322266 Penalty: 596.924988 Iteration 5Q: 3 clusters Score -28160.32 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -28167.830078 Penalty: 596.924988 Iteration 6Q: 3 clusters Score -28167.83 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -28176.921875 Penalty: 596.924988 Iteration 7Q: 3 clusters Score -28176.92 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -28189.355469 Penalty: 596.924988 Iteration 8Q: 3 clusters Score -28189.36 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -28203.496094 Penalty: 596.924988 Iteration 9Q: 3 clusters Score -28203.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -28219.236328 Penalty: 596.924988 Iteration 10Q: 3 clusters Score -28219.24 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -28243.275391 Penalty: 596.924988 Iteration 11Q: 3 clusters Score -28243.28 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -28255.232422 Penalty: 596.924988 Iteration 12Q: 3 clusters Score -28255.23 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -28258.005859 Penalty: 596.924988 Iteration 13Q: 3 clusters Score -28258.01 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -28262.242188 Penalty: 596.924988 Iteration 14Q: 3 clusters Score -28262.24 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -28267.437500 Penalty: 596.924988 Iteration 15Q: 3 clusters Score -28267.44 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -28270.962891 Penalty: 596.924988 Iteration 16Q: 3 clusters Score -28270.96 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -28274.878906 Penalty: 596.924988 Iteration 17Q: 3 clusters Score -28274.88 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -28276.076172 Penalty: 596.924988 Iteration 18Q: 3 clusters Score -28276.08 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -28277.599609 Penalty: 596.924988 Iteration 19Q: 3 clusters Score -28277.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -28280.679688 Penalty: 596.924988 Iteration 20F: 3 clusters Score -28280.68 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -28281.466797 Penalty: 596.924988 Iteration 21Q: 3 clusters Score -28281.47 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -28281.466797 Penalty: 596.924988 Iteration 22F: 3 clusters Score -28281.47 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (226 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Entering Unmasked Estep Score: -8491.201172 Penalty: 246.634354 Iteration 0F: 2 clusters Score -8491.201 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -8212.904297 Penalty: 493.268707 Iteration 0F: 3 clusters Score -8212.904 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -8291.583984 Penalty: 493.268707 Iteration 1F: 3 clusters Score -8291.584 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -8314.386719 Penalty: 493.268707 Iteration 2F: 3 clusters Score -8314.387 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -8321.150391 Penalty: 493.268707 Iteration 3Q: 3 clusters Score -8321.15 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -8322.454102 Penalty: 493.268707 Iteration 4Q: 3 clusters Score -8322.454 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -8325.194336 Penalty: 493.268707 Iteration 5Q: 3 clusters Score -8325.194 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -8334.792969 Penalty: 493.268707 Iteration 6Q: 3 clusters Score -8334.793 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -8340.752930 Penalty: 493.268707 Iteration 7Q: 3 clusters Score -8340.753 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -8347.263672 Penalty: 493.268707 Iteration 8Q: 3 clusters Score -8347.264 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -8356.392578 Penalty: 493.268707 Iteration 9Q: 3 clusters Score -8356.393 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -8359.591797 Penalty: 493.268707 Iteration 10Q: 3 clusters Score -8359.592 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -8364.364258 Penalty: 493.268707 Iteration 11Q: 3 clusters Score -8364.364 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -8367.256836 Penalty: 493.268707 Iteration 12Q: 3 clusters Score -8367.257 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -8368.152344 Penalty: 493.268707 Iteration 13Q: 3 clusters Score -8368.152 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -8368.152344 Penalty: 493.268707 Iteration 14F: 3 clusters Score -8368.152 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 1670 members Mstep: Class 3 contains 205 members Mstep: Class 4 contains 2875 members Mstep: Class 5 contains 334 members Mstep: Class 6 contains 145 members Mstep: Class 7 contains 3775 members Mstep: Class 8 contains 15550 members Mstep: Class 9 contains 18972 members Mstep: Class 10 contains 249623 members Mstep: Class 11 contains 386 members Mstep: Class 12 contains 1094 members Mstep: Class 13 contains 747 members Mstep: Class 14 contains 35324 members Mstep: Class 15 contains 31272 members Mstep: Class 16 contains 931 members Mstep: Class 17 contains 378 members Mstep: Class 18 contains 706 members Mstep: Class 21 contains 226 members Entering Unmasked Estep ConsiderDeletion Score: -15548290.000000 Penalty: 11666.028320 Iteration 125F: 21 clusters Score -1.554829e+07 nChanged 1194 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 1696 members Mstep: Class 3 contains 205 members Mstep: Class 4 contains 2875 members Mstep: Class 5 contains 336 members Mstep: Class 6 contains 145 members Mstep: Class 7 contains 3775 members Mstep: Class 8 contains 15535 members Mstep: Class 9 contains 18772 members Mstep: Class 10 contains 250261 members Mstep: Class 11 contains 384 members Mstep: Class 12 contains 1095 members Mstep: Class 13 contains 747 members Mstep: Class 14 contains 34944 members Mstep: Class 15 contains 31198 members Mstep: Class 16 contains 931 members Mstep: Class 17 contains 378 members Mstep: Class 18 contains 706 members Mstep: Class 19 contains 5056 members Mstep: Class 21 contains 226 members Entering Unmasked Estep ConsiderDeletion Score: -15548356.000000 Penalty: 11666.028320 Iteration 126Q: 21 clusters Score -1.554836e+07 nChanged 665 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 1698 members Mstep: Class 3 contains 205 members Mstep: Class 4 contains 2875 members Mstep: Class 5 contains 336 members Mstep: Class 6 contains 145 members Mstep: Class 7 contains 3771 members Mstep: Class 8 contains 15520 members Mstep: Class 9 contains 18601 members Mstep: Class 10 contains 250734 members Mstep: Class 11 contains 381 members Mstep: Class 12 contains 1095 members Mstep: Class 13 contains 747 members Mstep: Class 14 contains 34689 members Mstep: Class 15 contains 31160 members Mstep: Class 16 contains 931 members Mstep: Class 17 contains 378 members Mstep: Class 18 contains 706 members Mstep: Class 19 contains 5067 members Mstep: Class 21 contains 226 members Entering Unmasked Estep ConsiderDeletion Score: -15548402.000000 Penalty: 11666.028320 Iteration 127Q: 21 clusters Score -1.55484e+07 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 1700 members Mstep: Class 3 contains 205 members Mstep: Class 4 contains 2874 members Mstep: Class 5 contains 335 members Mstep: Class 6 contains 145 members Mstep: Class 7 contains 3767 members Mstep: Class 8 contains 15520 members Mstep: Class 9 contains 18456 members Mstep: Class 10 contains 251058 members Mstep: Class 11 contains 380 members Mstep: Class 12 contains 1094 members Mstep: Class 13 contains 747 members Mstep: Class 14 contains 34509 members Mstep: Class 15 contains 31154 members Mstep: Class 16 contains 931 members Mstep: Class 17 contains 378 members Mstep: Class 18 contains 706 members Mstep: Class 19 contains 5080 members Mstep: Class 21 contains 226 members Entering Unmasked Estep ConsiderDeletion Score: -15548374.000000 Penalty: 11666.028320 Iteration 128Q: 21 clusters Score -1.554837e+07 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 1700 members Mstep: Class 3 contains 205 members Mstep: Class 4 contains 2874 members Mstep: Class 5 contains 336 members Mstep: Class 6 contains 145 members Mstep: Class 7 contains 3762 members Mstep: Class 8 contains 15536 members Mstep: Class 9 contains 18332 members Mstep: Class 10 contains 251284 members Mstep: Class 11 contains 379 members Mstep: Class 12 contains 1094 members Mstep: Class 13 contains 747 members Mstep: Class 14 contains 34385 members Mstep: Class 15 contains 31152 members Mstep: Class 16 contains 931 members Mstep: Class 17 contains 378 members Mstep: Class 18 contains 706 members Mstep: Class 19 contains 5093 members Mstep: Class 21 contains 226 members Entering Unmasked Estep ConsiderDeletion Score: -15548377.000000 Penalty: 11666.028320 Iteration 129Q: 21 clusters Score -1.554838e+07 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 1701 members Mstep: Class 3 contains 205 members Mstep: Class 4 contains 2874 members Mstep: Class 5 contains 336 members Mstep: Class 6 contains 145 members Mstep: Class 7 contains 3754 members Mstep: Class 8 contains 15543 members Mstep: Class 9 contains 18236 members Mstep: Class 10 contains 251439 members Mstep: Class 11 contains 380 members Mstep: Class 12 contains 1095 members Mstep: Class 13 contains 747 members Mstep: Class 14 contains 34307 members Mstep: Class 15 contains 31159 members Mstep: Class 16 contains 931 members Mstep: Class 17 contains 378 members Mstep: Class 18 contains 706 members Mstep: Class 19 contains 5103 members Mstep: Class 21 contains 226 members Entering Unmasked Estep ConsiderDeletion Score: -15548356.000000 Penalty: 11666.028320 Iteration 130Q: 21 clusters Score -1.554836e+07 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 1701 members Mstep: Class 3 contains 205 members Mstep: Class 4 contains 2874 members Mstep: Class 5 contains 336 members Mstep: Class 6 contains 145 members Mstep: Class 7 contains 3747 members Mstep: Class 8 contains 15550 members Mstep: Class 9 contains 18159 members Mstep: Class 10 contains 251565 members Mstep: Class 11 contains 380 members Mstep: Class 12 contains 1096 members Mstep: Class 13 contains 747 members Mstep: Class 14 contains 34245 members Mstep: Class 15 contains 31162 members Mstep: Class 16 contains 931 members Mstep: Class 17 contains 378 members Mstep: Class 18 contains 706 members Mstep: Class 19 contains 5112 members Mstep: Class 21 contains 226 members Entering Unmasked Estep ConsiderDeletion Score: -15548332.000000 Penalty: 11666.028320 Iteration 131Q: 21 clusters Score -1.554833e+07 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 1703 members Mstep: Class 3 contains 205 members Mstep: Class 4 contains 2874 members Mstep: Class 5 contains 336 members Mstep: Class 6 contains 145 members Mstep: Class 7 contains 3740 members Mstep: Class 8 contains 15559 members Mstep: Class 9 contains 18090 members Mstep: Class 10 contains 251651 members Mstep: Class 11 contains 380 members Mstep: Class 12 contains 1096 members Mstep: Class 13 contains 747 members Mstep: Class 14 contains 34206 members Mstep: Class 15 contains 31169 members Mstep: Class 16 contains 931 members Mstep: Class 17 contains 378 members Mstep: Class 18 contains 706 members Mstep: Class 19 contains 5123 members Mstep: Class 21 contains 226 members Entering Unmasked Estep ConsiderDeletion Score: -15548287.000000 Penalty: 11666.028320 Iteration 132Q: 21 clusters Score -1.554829e+07 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 1704 members Mstep: Class 3 contains 205 members Mstep: Class 4 contains 2876 members Mstep: Class 5 contains 336 members Mstep: Class 6 contains 145 members Mstep: Class 7 contains 3735 members Mstep: Class 8 contains 15562 members Mstep: Class 9 contains 18028 members Mstep: Class 10 contains 251740 members Mstep: Class 11 contains 380 members Mstep: Class 12 contains 1096 members Mstep: Class 13 contains 747 members Mstep: Class 14 contains 34172 members Mstep: Class 15 contains 31168 members Mstep: Class 16 contains 931 members Mstep: Class 17 contains 378 members Mstep: Class 18 contains 706 members Mstep: Class 19 contains 5130 members Mstep: Class 21 contains 226 members Entering Unmasked Estep ConsiderDeletion Score: -15548286.000000 Penalty: 11666.028320 Iteration 133Q: 21 clusters Score -1.554829e+07 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 1704 members Mstep: Class 3 contains 205 members Mstep: Class 4 contains 2877 members Mstep: Class 5 contains 336 members Mstep: Class 6 contains 145 members Mstep: Class 7 contains 3732 members Mstep: Class 8 contains 15563 members Mstep: Class 9 contains 17981 members Mstep: Class 10 contains 251804 members Mstep: Class 11 contains 380 members Mstep: Class 12 contains 1096 members Mstep: Class 13 contains 747 members Mstep: Class 14 contains 34149 members Mstep: Class 15 contains 31168 members Mstep: Class 16 contains 931 members Mstep: Class 17 contains 378 members Mstep: Class 18 contains 706 members Mstep: Class 19 contains 5137 members Mstep: Class 21 contains 226 members Entering Unmasked Estep ConsiderDeletion Score: -15548246.000000 Penalty: 11666.028320 Iteration 134Q: 21 clusters Score -1.554825e+07 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 1704 members Mstep: Class 3 contains 205 members Mstep: Class 4 contains 2877 members Mstep: Class 5 contains 336 members Mstep: Class 6 contains 145 members Mstep: Class 7 contains 3726 members Mstep: Class 8 contains 15567 members Mstep: Class 9 contains 17940 members Mstep: Class 10 contains 251856 members Mstep: Class 11 contains 380 members Mstep: Class 12 contains 1096 members Mstep: Class 13 contains 747 members Mstep: Class 14 contains 34133 members Mstep: Class 15 contains 31168 members Mstep: Class 16 contains 931 members Mstep: Class 17 contains 378 members Mstep: Class 18 contains 706 members Mstep: Class 19 contains 5144 members Mstep: Class 21 contains 226 members Entering Unmasked Estep ConsiderDeletion Score: -15548223.000000 Penalty: 11666.028320 Iteration 135Q: 21 clusters Score -1.554822e+07 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 1704 members Mstep: Class 3 contains 205 members Mstep: Class 4 contains 2877 members Mstep: Class 5 contains 336 members Mstep: Class 6 contains 145 members Mstep: Class 7 contains 3718 members Mstep: Class 8 contains 15571 members Mstep: Class 9 contains 17905 members Mstep: Class 10 contains 251896 members Mstep: Class 11 contains 380 members Mstep: Class 12 contains 1096 members Mstep: Class 13 contains 747 members Mstep: Class 14 contains 34128 members Mstep: Class 15 contains 31170 members Mstep: Class 16 contains 931 members Mstep: Class 17 contains 378 members Mstep: Class 18 contains 706 members Mstep: Class 19 contains 5146 members Mstep: Class 21 contains 226 members Entering Unmasked Estep ConsiderDeletion Score: -15548225.000000 Penalty: 11666.028320 Iteration 136Q: 21 clusters Score -1.554822e+07 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 1703 members Mstep: Class 3 contains 205 members Mstep: Class 4 contains 2877 members Mstep: Class 5 contains 336 members Mstep: Class 6 contains 145 members Mstep: Class 7 contains 3709 members Mstep: Class 8 contains 15570 members Mstep: Class 9 contains 17869 members Mstep: Class 10 contains 251935 members Mstep: Class 11 contains 380 members Mstep: Class 12 contains 1096 members Mstep: Class 13 contains 747 members Mstep: Class 14 contains 34132 members Mstep: Class 15 contains 31171 members Mstep: Class 16 contains 931 members Mstep: Class 17 contains 378 members Mstep: Class 18 contains 706 members Mstep: Class 19 contains 5149 members Mstep: Class 21 contains 226 members Entering Unmasked Estep ConsiderDeletion Score: -15548207.000000 Penalty: 11666.028320 Iteration 137Q: 21 clusters Score -1.554821e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 1703 members Mstep: Class 3 contains 205 members Mstep: Class 4 contains 2877 members Mstep: Class 5 contains 336 members Mstep: Class 6 contains 145 members Mstep: Class 7 contains 3702 members Mstep: Class 8 contains 15571 members Mstep: Class 9 contains 17832 members Mstep: Class 10 contains 251975 members Mstep: Class 11 contains 380 members Mstep: Class 12 contains 1096 members Mstep: Class 13 contains 747 members Mstep: Class 14 contains 34134 members Mstep: Class 15 contains 31171 members Mstep: Class 16 contains 931 members Mstep: Class 17 contains 378 members Mstep: Class 18 contains 706 members Mstep: Class 19 contains 5150 members Mstep: Class 21 contains 226 members Entering Unmasked Estep ConsiderDeletion Score: -15548175.000000 Penalty: 11666.028320 Iteration 138Q: 21 clusters Score -1.554818e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 1703 members Mstep: Class 3 contains 205 members Mstep: Class 4 contains 2877 members Mstep: Class 5 contains 336 members Mstep: Class 6 contains 145 members Mstep: Class 7 contains 3693 members Mstep: Class 8 contains 15571 members Mstep: Class 9 contains 17805 members Mstep: Class 10 contains 252001 members Mstep: Class 11 contains 380 members Mstep: Class 12 contains 1096 members Mstep: Class 13 contains 747 members Mstep: Class 14 contains 34140 members Mstep: Class 15 contains 31174 members Mstep: Class 16 contains 931 members Mstep: Class 17 contains 378 members Mstep: Class 18 contains 706 members Mstep: Class 19 contains 5151 members Mstep: Class 21 contains 226 members Entering Unmasked Estep ConsiderDeletion Score: -15548174.000000 Penalty: 11666.028320 Iteration 139Q: 21 clusters Score -1.554817e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 1703 members Mstep: Class 3 contains 205 members Mstep: Class 4 contains 2877 members Mstep: Class 5 contains 336 members Mstep: Class 6 contains 145 members Mstep: Class 7 contains 3682 members Mstep: Class 8 contains 15571 members Mstep: Class 9 contains 17782 members Mstep: Class 10 contains 252023 members Mstep: Class 11 contains 380 members Mstep: Class 12 contains 1097 members Mstep: Class 13 contains 747 members Mstep: Class 14 contains 34148 members Mstep: Class 15 contains 31177 members Mstep: Class 16 contains 931 members Mstep: Class 17 contains 378 members Mstep: Class 18 contains 706 members Mstep: Class 19 contains 5151 members Mstep: Class 21 contains 226 members Entering Unmasked Estep ConsiderDeletion Score: -15548171.000000 Penalty: 11666.028320 Iteration 140F: 21 clusters Score -1.554817e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 1703 members Mstep: Class 3 contains 205 members Mstep: Class 4 contains 2877 members Mstep: Class 5 contains 336 members Mstep: Class 6 contains 145 members Mstep: Class 7 contains 3670 members Mstep: Class 8 contains 15571 members Mstep: Class 9 contains 17756 members Mstep: Class 10 contains 252050 members Mstep: Class 11 contains 380 members Mstep: Class 12 contains 1097 members Mstep: Class 13 contains 747 members Mstep: Class 14 contains 34158 members Mstep: Class 15 contains 31178 members Mstep: Class 16 contains 931 members Mstep: Class 17 contains 378 members Mstep: Class 18 contains 706 members Mstep: Class 19 contains 5151 members Mstep: Class 21 contains 226 members Entering Unmasked Estep ConsiderDeletion Score: -15548161.000000 Penalty: 11666.028320 Iteration 141Q: 21 clusters Score -1.554816e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 1703 members Mstep: Class 3 contains 205 members Mstep: Class 4 contains 2877 members Mstep: Class 5 contains 336 members Mstep: Class 6 contains 145 members Mstep: Class 7 contains 3657 members Mstep: Class 8 contains 15572 members Mstep: Class 9 contains 17740 members Mstep: Class 10 contains 252069 members Mstep: Class 11 contains 380 members Mstep: Class 12 contains 1097 members Mstep: Class 13 contains 747 members Mstep: Class 14 contains 34166 members Mstep: Class 15 contains 31179 members Mstep: Class 16 contains 931 members Mstep: Class 17 contains 378 members Mstep: Class 18 contains 706 members Mstep: Class 19 contains 5151 members Mstep: Class 21 contains 226 members Entering Unmasked Estep ConsiderDeletion Score: -15548168.000000 Penalty: 11666.028320 Iteration 142Q: 21 clusters Score -1.554817e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 1703 members Mstep: Class 3 contains 205 members Mstep: Class 4 contains 2877 members Mstep: Class 5 contains 336 members Mstep: Class 6 contains 145 members Mstep: Class 7 contains 3650 members Mstep: Class 8 contains 15573 members Mstep: Class 9 contains 17728 members Mstep: Class 10 contains 252084 members Mstep: Class 11 contains 380 members Mstep: Class 12 contains 1097 members Mstep: Class 13 contains 747 members Mstep: Class 14 contains 34169 members Mstep: Class 15 contains 31179 members Mstep: Class 16 contains 931 members Mstep: Class 17 contains 378 members Mstep: Class 18 contains 706 members Mstep: Class 19 contains 5151 members Mstep: Class 21 contains 226 members Entering Unmasked Estep ConsiderDeletion Score: -15548165.000000 Penalty: 11666.028320 Iteration 143Q: 21 clusters Score -1.554816e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 1703 members Mstep: Class 3 contains 205 members Mstep: Class 4 contains 2877 members Mstep: Class 5 contains 336 members Mstep: Class 6 contains 145 members Mstep: Class 7 contains 3645 members Mstep: Class 8 contains 15574 members Mstep: Class 9 contains 17710 members Mstep: Class 10 contains 252100 members Mstep: Class 11 contains 380 members Mstep: Class 12 contains 1097 members Mstep: Class 13 contains 747 members Mstep: Class 14 contains 34175 members Mstep: Class 15 contains 31179 members Mstep: Class 16 contains 931 members Mstep: Class 17 contains 378 members Mstep: Class 18 contains 706 members Mstep: Class 19 contains 5151 members Mstep: Class 21 contains 226 members Entering Unmasked Estep ConsiderDeletion Score: -15548169.000000 Penalty: 11666.028320 Iteration 144Q: 21 clusters Score -1.554817e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 1703 members Mstep: Class 3 contains 205 members Mstep: Class 4 contains 2877 members Mstep: Class 5 contains 336 members Mstep: Class 6 contains 145 members Mstep: Class 7 contains 3637 members Mstep: Class 8 contains 15575 members Mstep: Class 9 contains 17691 members Mstep: Class 10 contains 252121 members Mstep: Class 11 contains 380 members Mstep: Class 12 contains 1097 members Mstep: Class 13 contains 747 members Mstep: Class 14 contains 34180 members Mstep: Class 15 contains 31179 members Mstep: Class 16 contains 931 members Mstep: Class 17 contains 378 members Mstep: Class 18 contains 706 members Mstep: Class 19 contains 5151 members Mstep: Class 21 contains 226 members Entering Unmasked Estep ConsiderDeletion Score: -15548164.000000 Penalty: 11666.028320 Iteration 145Q: 21 clusters Score -1.554816e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 1703 members Mstep: Class 3 contains 205 members Mstep: Class 4 contains 2877 members Mstep: Class 5 contains 336 members Mstep: Class 6 contains 145 members Mstep: Class 7 contains 3631 members Mstep: Class 8 contains 15576 members Mstep: Class 9 contains 17677 members Mstep: Class 10 contains 252134 members Mstep: Class 11 contains 380 members Mstep: Class 12 contains 1097 members Mstep: Class 13 contains 747 members Mstep: Class 14 contains 34185 members Mstep: Class 15 contains 31179 members Mstep: Class 16 contains 932 members Mstep: Class 17 contains 378 members Mstep: Class 18 contains 706 members Mstep: Class 19 contains 5151 members Mstep: Class 21 contains 226 members Entering Unmasked Estep ConsiderDeletion Score: -15548158.000000 Penalty: 11666.028320 Iteration 146Q: 21 clusters Score -1.554816e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 1703 members Mstep: Class 3 contains 205 members Mstep: Class 4 contains 2877 members Mstep: Class 5 contains 336 members Mstep: Class 6 contains 145 members Mstep: Class 7 contains 3629 members Mstep: Class 8 contains 15577 members Mstep: Class 9 contains 17669 members Mstep: Class 10 contains 252141 members Mstep: Class 11 contains 380 members Mstep: Class 12 contains 1096 members Mstep: Class 13 contains 747 members Mstep: Class 14 contains 34188 members Mstep: Class 15 contains 31180 members Mstep: Class 16 contains 931 members Mstep: Class 17 contains 378 members Mstep: Class 18 contains 706 members Mstep: Class 19 contains 5151 members Mstep: Class 21 contains 226 members Entering Unmasked Estep ConsiderDeletion Score: -15548151.000000 Penalty: 11666.028320 Iteration 147Q: 21 clusters Score -1.554815e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 1703 members Mstep: Class 3 contains 205 members Mstep: Class 4 contains 2877 members Mstep: Class 5 contains 336 members Mstep: Class 6 contains 145 members Mstep: Class 7 contains 3625 members Mstep: Class 8 contains 15576 members Mstep: Class 9 contains 17666 members Mstep: Class 10 contains 252146 members Mstep: Class 11 contains 380 members Mstep: Class 12 contains 1096 members Mstep: Class 13 contains 747 members Mstep: Class 14 contains 34191 members Mstep: Class 15 contains 31180 members Mstep: Class 16 contains 931 members Mstep: Class 17 contains 378 members Mstep: Class 18 contains 706 members Mstep: Class 19 contains 5151 members Mstep: Class 21 contains 226 members Entering Unmasked Estep ConsiderDeletion Score: -15548133.000000 Penalty: 11666.028320 Iteration 148Q: 21 clusters Score -1.554813e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 1703 members Mstep: Class 3 contains 205 members Mstep: Class 4 contains 2877 members Mstep: Class 5 contains 336 members Mstep: Class 6 contains 145 members Mstep: Class 7 contains 3620 members Mstep: Class 8 contains 15575 members Mstep: Class 9 contains 17665 members Mstep: Class 10 contains 252149 members Mstep: Class 11 contains 380 members Mstep: Class 12 contains 1096 members Mstep: Class 13 contains 747 members Mstep: Class 14 contains 34195 members Mstep: Class 15 contains 31180 members Mstep: Class 16 contains 931 members Mstep: Class 17 contains 378 members Mstep: Class 18 contains 706 members Mstep: Class 19 contains 5151 members Mstep: Class 21 contains 226 members Entering Unmasked Estep ConsiderDeletion Score: -15548139.000000 Penalty: 11666.028320 Iteration 149Q: 21 clusters Score -1.554814e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 1703 members Mstep: Class 3 contains 205 members Mstep: Class 4 contains 2877 members Mstep: Class 5 contains 336 members Mstep: Class 6 contains 145 members Mstep: Class 7 contains 3618 members Mstep: Class 8 contains 15575 members Mstep: Class 9 contains 17665 members Mstep: Class 10 contains 252154 members Mstep: Class 11 contains 380 members Mstep: Class 12 contains 1096 members Mstep: Class 13 contains 747 members Mstep: Class 14 contains 34193 members Mstep: Class 15 contains 31180 members Mstep: Class 16 contains 930 members Mstep: Class 17 contains 378 members Mstep: Class 18 contains 706 members Mstep: Class 19 contains 5151 members Mstep: Class 21 contains 226 members Entering Unmasked Estep ConsiderDeletion Score: -15548134.000000 Penalty: 11666.028320 Iteration 150Q: 21 clusters Score -1.554813e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 1703 members Mstep: Class 3 contains 205 members Mstep: Class 4 contains 2877 members Mstep: Class 5 contains 336 members Mstep: Class 6 contains 145 members Mstep: Class 7 contains 3613 members Mstep: Class 8 contains 15575 members Mstep: Class 9 contains 17665 members Mstep: Class 10 contains 252162 members Mstep: Class 11 contains 380 members Mstep: Class 12 contains 1096 members Mstep: Class 13 contains 747 members Mstep: Class 14 contains 34190 members Mstep: Class 15 contains 31180 members Mstep: Class 16 contains 930 members Mstep: Class 17 contains 378 members Mstep: Class 18 contains 706 members Mstep: Class 19 contains 5151 members Mstep: Class 21 contains 226 members Entering Unmasked Estep ConsiderDeletion Score: -15548127.000000 Penalty: 11666.028320 Iteration 151Q: 21 clusters Score -1.554813e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 1703 members Mstep: Class 3 contains 205 members Mstep: Class 4 contains 2877 members Mstep: Class 5 contains 336 members Mstep: Class 6 contains 145 members Mstep: Class 7 contains 3605 members Mstep: Class 8 contains 15575 members Mstep: Class 9 contains 17665 members Mstep: Class 10 contains 252163 members Mstep: Class 11 contains 380 members Mstep: Class 12 contains 1096 members Mstep: Class 13 contains 747 members Mstep: Class 14 contains 34197 members Mstep: Class 15 contains 31180 members Mstep: Class 16 contains 930 members Mstep: Class 17 contains 378 members Mstep: Class 18 contains 706 members Mstep: Class 19 contains 5151 members Mstep: Class 21 contains 226 members Entering Unmasked Estep ConsiderDeletion Score: -15548136.000000 Penalty: 11666.028320 Iteration 152Q: 21 clusters Score -1.554814e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 1703 members Mstep: Class 3 contains 205 members Mstep: Class 4 contains 2877 members Mstep: Class 5 contains 336 members Mstep: Class 6 contains 145 members Mstep: Class 7 contains 3598 members Mstep: Class 8 contains 15575 members Mstep: Class 9 contains 17665 members Mstep: Class 10 contains 252165 members Mstep: Class 11 contains 380 members Mstep: Class 12 contains 1096 members Mstep: Class 13 contains 747 members Mstep: Class 14 contains 34202 members Mstep: Class 15 contains 31180 members Mstep: Class 16 contains 930 members Mstep: Class 17 contains 378 members Mstep: Class 18 contains 706 members Mstep: Class 19 contains 5151 members Mstep: Class 21 contains 226 members Entering Unmasked Estep ConsiderDeletion Score: -15548149.000000 Penalty: 11666.028320 Iteration 153Q: 21 clusters Score -1.554815e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 1703 members Mstep: Class 3 contains 205 members Mstep: Class 4 contains 2877 members Mstep: Class 5 contains 336 members Mstep: Class 6 contains 145 members Mstep: Class 7 contains 3590 members Mstep: Class 8 contains 15575 members Mstep: Class 9 contains 17665 members Mstep: Class 10 contains 252170 members Mstep: Class 11 contains 380 members Mstep: Class 12 contains 1096 members Mstep: Class 13 contains 747 members Mstep: Class 14 contains 34205 members Mstep: Class 15 contains 31180 members Mstep: Class 16 contains 930 members Mstep: Class 17 contains 378 members Mstep: Class 18 contains 706 members Mstep: Class 19 contains 5151 members Mstep: Class 21 contains 226 members Entering Unmasked Estep ConsiderDeletion Score: -15548133.000000 Penalty: 11666.028320 Iteration 154Q: 21 clusters Score -1.554813e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 1703 members Mstep: Class 3 contains 205 members Mstep: Class 4 contains 2877 members Mstep: Class 5 contains 336 members Mstep: Class 6 contains 145 members Mstep: Class 7 contains 3580 members Mstep: Class 8 contains 15575 members Mstep: Class 9 contains 17665 members Mstep: Class 10 contains 252175 members Mstep: Class 11 contains 380 members Mstep: Class 12 contains 1096 members Mstep: Class 13 contains 747 members Mstep: Class 14 contains 34209 members Mstep: Class 15 contains 31181 members Mstep: Class 16 contains 930 members Mstep: Class 17 contains 378 members Mstep: Class 18 contains 706 members Mstep: Class 19 contains 5151 members Mstep: Class 21 contains 226 members Entering Unmasked Estep ConsiderDeletion Score: -15548124.000000 Penalty: 11666.028320 Iteration 155Q: 21 clusters Score -1.554812e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 1703 members Mstep: Class 3 contains 205 members Mstep: Class 4 contains 2877 members Mstep: Class 5 contains 336 members Mstep: Class 6 contains 145 members Mstep: Class 7 contains 3571 members Mstep: Class 8 contains 15575 members Mstep: Class 9 contains 17665 members Mstep: Class 10 contains 252185 members Mstep: Class 11 contains 380 members Mstep: Class 12 contains 1096 members Mstep: Class 13 contains 747 members Mstep: Class 14 contains 34208 members Mstep: Class 15 contains 31181 members Mstep: Class 16 contains 930 members Mstep: Class 17 contains 378 members Mstep: Class 18 contains 706 members Mstep: Class 19 contains 5151 members Mstep: Class 21 contains 226 members Entering Unmasked Estep ConsiderDeletion Score: -15548133.000000 Penalty: 11666.028320 Iteration 156Q: 21 clusters Score -1.554813e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 1703 members Mstep: Class 3 contains 205 members Mstep: Class 4 contains 2877 members Mstep: Class 5 contains 336 members Mstep: Class 6 contains 145 members Mstep: Class 7 contains 3565 members Mstep: Class 8 contains 15575 members Mstep: Class 9 contains 17665 members Mstep: Class 10 contains 252192 members Mstep: Class 11 contains 380 members Mstep: Class 12 contains 1096 members Mstep: Class 13 contains 747 members Mstep: Class 14 contains 34205 members Mstep: Class 15 contains 31182 members Mstep: Class 16 contains 931 members Mstep: Class 17 contains 378 members Mstep: Class 18 contains 706 members Mstep: Class 19 contains 5151 members Mstep: Class 21 contains 226 members Entering Unmasked Estep ConsiderDeletion Score: -15548135.000000 Penalty: 11666.028320 Iteration 157Q: 21 clusters Score -1.554814e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 1703 members Mstep: Class 3 contains 205 members Mstep: Class 4 contains 2877 members Mstep: Class 5 contains 336 members Mstep: Class 6 contains 145 members Mstep: Class 7 contains 3558 members Mstep: Class 8 contains 15575 members Mstep: Class 9 contains 17665 members Mstep: Class 10 contains 252203 members Mstep: Class 11 contains 380 members Mstep: Class 12 contains 1096 members Mstep: Class 13 contains 747 members Mstep: Class 14 contains 34201 members Mstep: Class 15 contains 31182 members Mstep: Class 16 contains 931 members Mstep: Class 17 contains 378 members Mstep: Class 18 contains 706 members Mstep: Class 19 contains 5151 members Mstep: Class 21 contains 226 members Entering Unmasked Estep ConsiderDeletion Score: -15548138.000000 Penalty: 11666.028320 Iteration 158Q: 21 clusters Score -1.554814e+07 nChanged 15 Entering ConstructFrom: Score: -15548138.000000 Penalty: 11666.028320 Entering ConstructFrom: Trying to split cluster 1 (193 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Entering Unmasked Estep Score: -7949.637207 Penalty: 239.452393 Iteration 0F: 2 clusters Score -7949.637 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -7664.755859 Penalty: 478.904785 Iteration 0F: 3 clusters Score -7664.756 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -7710.045898 Penalty: 478.904785 Iteration 1F: 3 clusters Score -7710.046 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -7719.697754 Penalty: 478.904785 Iteration 2Q: 3 clusters Score -7719.698 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -7742.053223 Penalty: 478.904785 Iteration 3Q: 3 clusters Score -7742.053 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -7745.241211 Penalty: 478.904785 Iteration 4Q: 3 clusters Score -7745.241 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -7752.419922 Penalty: 478.904785 Iteration 5Q: 3 clusters Score -7752.42 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -7757.601074 Penalty: 478.904785 Iteration 6Q: 3 clusters Score -7757.601 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -7758.674805 Penalty: 478.904785 Iteration 7Q: 3 clusters Score -7758.675 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -7758.674805 Penalty: 478.904785 Iteration 8F: 3 clusters Score -7758.675 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (1703 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1703 members Entering Unmasked Estep Score: -72413.710938 Penalty: 338.526672 Iteration 0F: 2 clusters Score -72413.71 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -71163.601562 Penalty: 677.053345 Iteration 0F: 3 clusters Score -71163.6 nChanged 705 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -71568.710938 Penalty: 677.053345 Iteration 1F: 3 clusters Score -71568.71 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -71636.937500 Penalty: 677.053345 Iteration 2F: 3 clusters Score -71636.94 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -71696.234375 Penalty: 677.053345 Iteration 3F: 3 clusters Score -71696.23 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -71758.640625 Penalty: 677.053345 Iteration 4Q: 3 clusters Score -71758.64 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 1126 members Entering Unmasked Estep Score: -71823.578125 Penalty: 677.053345 Iteration 5Q: 3 clusters Score -71823.58 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -71874.007812 Penalty: 677.053345 Iteration 6Q: 3 clusters Score -71874.01 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 1210 members Entering Unmasked Estep Score: -71923.312500 Penalty: 677.053345 Iteration 7Q: 3 clusters Score -71923.31 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 1237 members Entering Unmasked Estep Score: -71991.523438 Penalty: 677.053345 Iteration 8Q: 3 clusters Score -71991.52 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 1258 members Entering Unmasked Estep Score: -72121.164062 Penalty: 677.053345 Iteration 9Q: 3 clusters Score -72121.16 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 1264 members Entering Unmasked Estep Score: -72206.343750 Penalty: 677.053345 Iteration 10Q: 3 clusters Score -72206.34 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 1257 members Entering Unmasked Estep Score: -72230.820312 Penalty: 677.053345 Iteration 11Q: 3 clusters Score -72230.82 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 1257 members Entering Unmasked Estep Score: -72234.890625 Penalty: 677.053345 Iteration 12Q: 3 clusters Score -72234.89 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 1256 members Entering Unmasked Estep Score: -72236.710938 Penalty: 677.053345 Iteration 13Q: 3 clusters Score -72236.71 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -72238.859375 Penalty: 677.053345 Iteration 14Q: 3 clusters Score -72238.86 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 1248 members Entering Unmasked Estep Score: -72240.984375 Penalty: 677.053345 Iteration 15Q: 3 clusters Score -72240.98 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 1245 members Entering Unmasked Estep Score: -72241.484375 Penalty: 677.053345 Iteration 16Q: 3 clusters Score -72241.48 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 1244 members Entering Unmasked Estep Score: -72241.898438 Penalty: 677.053345 Iteration 17Q: 3 clusters Score -72241.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -72242.593750 Penalty: 677.053345 Iteration 18Q: 3 clusters Score -72242.59 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 1239 members Entering Unmasked Estep Score: -72243.000000 Penalty: 677.053345 Iteration 19Q: 3 clusters Score -72243 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -72243.906250 Penalty: 677.053345 Iteration 20F: 3 clusters Score -72243.91 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -72246.109375 Penalty: 677.053345 Iteration 21Q: 3 clusters Score -72246.11 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 1230 members Entering Unmasked Estep Score: -72246.671875 Penalty: 677.053345 Iteration 22Q: 3 clusters Score -72246.67 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 1229 members Entering Unmasked Estep Score: -72246.859375 Penalty: 677.053345 Iteration 23Q: 3 clusters Score -72246.86 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -72247.445312 Penalty: 677.053345 Iteration 24Q: 3 clusters Score -72247.45 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 1227 members Entering Unmasked Estep Score: -72247.664062 Penalty: 677.053345 Iteration 25Q: 3 clusters Score -72247.66 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 1227 members Entering Unmasked Estep Score: -72247.664062 Penalty: 677.053345 Iteration 26F: 3 clusters Score -72247.66 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (205 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Entering Unmasked Estep Score: -8569.553711 Penalty: 242.196960 Iteration 0F: 2 clusters Score -8569.554 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -8277.530273 Penalty: 484.393921 Iteration 0F: 3 clusters Score -8277.53 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -8336.109375 Penalty: 484.393921 Iteration 1F: 3 clusters Score -8336.109 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -8354.234375 Penalty: 484.393921 Iteration 2F: 3 clusters Score -8354.234 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -8365.211914 Penalty: 484.393921 Iteration 3Q: 3 clusters Score -8365.212 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -8369.742188 Penalty: 484.393921 Iteration 4Q: 3 clusters Score -8369.742 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -8372.695312 Penalty: 484.393921 Iteration 5Q: 3 clusters Score -8372.695 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -8380.631836 Penalty: 484.393921 Iteration 6Q: 3 clusters Score -8380.632 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 69 members Entering Unmasked Estep Score: -8383.025391 Penalty: 484.393921 Iteration 7Q: 3 clusters Score -8383.025 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 69 members Entering Unmasked Estep Score: -8383.025391 Penalty: 484.393921 Iteration 8F: 3 clusters Score -8383.025 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (2877 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2877 members Entering Unmasked Estep Score: -120618.273438 Penalty: 362.384888 Iteration 0F: 2 clusters Score -120618.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1413 members Mstep: Class 2 contains 1464 members Entering Unmasked Estep Score: -118591.117188 Penalty: 724.769775 Iteration 0F: 3 clusters Score -118591.1 nChanged 1299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 1651 members Entering Unmasked Estep Score: -119342.273438 Penalty: 724.769775 Iteration 1F: 3 clusters Score -119342.3 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 1763 members Entering Unmasked Estep Score: -119461.257812 Penalty: 724.769775 Iteration 2F: 3 clusters Score -119461.3 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 1907 members Entering Unmasked Estep Score: -119603.343750 Penalty: 724.769775 Iteration 3F: 3 clusters Score -119603.3 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 2061 members Entering Unmasked Estep Score: -119755.195312 Penalty: 724.769775 Iteration 4F: 3 clusters Score -119755.2 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 2215 members Entering Unmasked Estep Score: -119908.882812 Penalty: 724.769775 Iteration 5F: 3 clusters Score -119908.9 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 2343 members Entering Unmasked Estep Score: -120027.234375 Penalty: 724.769775 Iteration 6F: 3 clusters Score -120027.2 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 2441 members Entering Unmasked Estep Score: -120113.687500 Penalty: 724.769775 Iteration 7Q: 3 clusters Score -120113.7 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 2515 members Entering Unmasked Estep Score: -120175.242188 Penalty: 724.769775 Iteration 8Q: 3 clusters Score -120175.2 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 2581 members Entering Unmasked Estep Score: -120231.851562 Penalty: 724.769775 Iteration 9Q: 3 clusters Score -120231.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 2622 members Entering Unmasked Estep Score: -120267.406250 Penalty: 724.769775 Iteration 10Q: 3 clusters Score -120267.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 2644 members Entering Unmasked Estep Score: -120285.742188 Penalty: 724.769775 Iteration 11Q: 3 clusters Score -120285.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 2662 members Entering Unmasked Estep Score: -120304.304688 Penalty: 724.769775 Iteration 12Q: 3 clusters Score -120304.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 2676 members Entering Unmasked Estep Score: -120323.218750 Penalty: 724.769775 Iteration 13Q: 3 clusters Score -120323.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 2684 members Entering Unmasked Estep Score: -120330.148438 Penalty: 724.769775 Iteration 14Q: 3 clusters Score -120330.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 2690 members Entering Unmasked Estep Score: -120333.851562 Penalty: 724.769775 Iteration 15Q: 3 clusters Score -120333.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 2693 members Entering Unmasked Estep Score: -120337.773438 Penalty: 724.769775 Iteration 16Q: 3 clusters Score -120337.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 2696 members Entering Unmasked Estep Score: -120340.039062 Penalty: 724.769775 Iteration 17Q: 3 clusters Score -120340 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 2701 members Entering Unmasked Estep Score: -120342.835938 Penalty: 724.769775 Iteration 18Q: 3 clusters Score -120342.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 2704 members Entering Unmasked Estep Score: -120345.781250 Penalty: 724.769775 Iteration 19Q: 3 clusters Score -120345.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 2704 members Entering Unmasked Estep Score: -120346.976562 Penalty: 724.769775 Iteration 20F: 3 clusters Score -120347 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (336 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Entering Unmasked Estep Score: -14125.541992 Penalty: 264.678558 Iteration 0F: 2 clusters Score -14125.54 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -13724.113281 Penalty: 529.357117 Iteration 0F: 3 clusters Score -13724.11 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -13848.559570 Penalty: 529.357117 Iteration 1F: 3 clusters Score -13848.56 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -13886.731445 Penalty: 529.357117 Iteration 2F: 3 clusters Score -13886.73 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -13898.108398 Penalty: 529.357117 Iteration 3F: 3 clusters Score -13898.11 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -13904.283203 Penalty: 529.357117 Iteration 4Q: 3 clusters Score -13904.28 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -13911.874023 Penalty: 529.357117 Iteration 5Q: 3 clusters Score -13911.87 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -13915.550781 Penalty: 529.357117 Iteration 6Q: 3 clusters Score -13915.55 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -13922.959961 Penalty: 529.357117 Iteration 7Q: 3 clusters Score -13922.96 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -13930.292969 Penalty: 529.357117 Iteration 8Q: 3 clusters Score -13930.29 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -13931.737305 Penalty: 529.357117 Iteration 9Q: 3 clusters Score -13931.74 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -13932.014648 Penalty: 529.357117 Iteration 10Q: 3 clusters Score -13932.01 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -13932.133789 Penalty: 529.357117 Iteration 11Q: 3 clusters Score -13932.13 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -13932.133789 Penalty: 529.357117 Iteration 12F: 3 clusters Score -13932.13 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (145 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Entering Unmasked Estep Score: -5350.165039 Penalty: 226.441376 Iteration 0F: 2 clusters Score -5350.165 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -5166.664551 Penalty: 452.882751 Iteration 0F: 3 clusters Score -5166.665 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 46 members Entering Unmasked Estep Score: -5306.269531 Penalty: 452.882751 Iteration 1F: 3 clusters Score -5306.27 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 35 members Entering Unmasked Estep Score: -5420.043945 Penalty: 452.882751 Iteration 2F: 3 clusters Score -5420.044 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 31 members Entering Unmasked Estep Score: -5434.402344 Penalty: 452.882751 Iteration 3Q: 3 clusters Score -5434.402 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 30 members Entering Unmasked Estep Score: -5439.456055 Penalty: 452.882751 Iteration 4Q: 3 clusters Score -5439.456 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 30 members Entering Unmasked Estep Score: -5439.456055 Penalty: 452.882751 Iteration 5F: 3 clusters Score -5439.456 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 1703 members Mstep: Class 3 contains 205 members Mstep: Class 4 contains 2877 members Mstep: Class 5 contains 336 members Mstep: Class 6 contains 115 members Mstep: Class 7 contains 3555 members Mstep: Class 8 contains 15575 members Mstep: Class 9 contains 17665 members Mstep: Class 10 contains 252211 members Mstep: Class 11 contains 380 members Mstep: Class 12 contains 1096 members Mstep: Class 13 contains 747 members Mstep: Class 14 contains 34197 members Mstep: Class 15 contains 31182 members Mstep: Class 16 contains 930 members Mstep: Class 17 contains 378 members Mstep: Class 18 contains 706 members Mstep: Class 19 contains 5151 members Mstep: Class 20 contains 30 members Mstep: Class 21 contains 226 members Entering Unmasked Estep Score: -15547862.000000 Penalty: 12249.329102 Splitting cluster 6 changes total score from -15548138.000000 to -15547862.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 7 (3555 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3555 members Entering Unmasked Estep Score: -144416.890625 Penalty: 372.013031 Iteration 0F: 2 clusters Score -144416.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1778 members Mstep: Class 2 contains 1777 members Entering Unmasked Estep Score: -141936.031250 Penalty: 744.026062 Iteration 0F: 3 clusters Score -141936 nChanged 1594 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1816 members Mstep: Class 2 contains 1739 members Entering Unmasked Estep Score: -142834.390625 Penalty: 744.026062 Iteration 1F: 3 clusters Score -142834.4 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1823 members Mstep: Class 2 contains 1732 members Entering Unmasked Estep Score: -142966.000000 Penalty: 744.026062 Iteration 2F: 3 clusters Score -142966 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1815 members Mstep: Class 2 contains 1740 members Entering Unmasked Estep Score: -143097.265625 Penalty: 744.026062 Iteration 3F: 3 clusters Score -143097.3 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1808 members Mstep: Class 2 contains 1747 members Entering Unmasked Estep Score: -143262.140625 Penalty: 744.026062 Iteration 4F: 3 clusters Score -143262.1 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1805 members Mstep: Class 2 contains 1750 members Entering Unmasked Estep Score: -143473.859375 Penalty: 744.026062 Iteration 5F: 3 clusters Score -143473.9 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1822 members Mstep: Class 2 contains 1733 members Entering Unmasked Estep Score: -143639.125000 Penalty: 744.026062 Iteration 6F: 3 clusters Score -143639.1 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1846 members Mstep: Class 2 contains 1709 members Entering Unmasked Estep Score: -143746.531250 Penalty: 744.026062 Iteration 7Q: 3 clusters Score -143746.5 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1862 members Mstep: Class 2 contains 1693 members Entering Unmasked Estep Score: -143802.390625 Penalty: 744.026062 Iteration 8Q: 3 clusters Score -143802.4 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1888 members Mstep: Class 2 contains 1667 members Entering Unmasked Estep Score: -143838.703125 Penalty: 744.026062 Iteration 9Q: 3 clusters Score -143838.7 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1916 members Mstep: Class 2 contains 1639 members Entering Unmasked Estep Score: -143868.046875 Penalty: 744.026062 Iteration 10Q: 3 clusters Score -143868 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1942 members Mstep: Class 2 contains 1613 members Entering Unmasked Estep Score: -143895.828125 Penalty: 744.026062 Iteration 11Q: 3 clusters Score -143895.8 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1975 members Mstep: Class 2 contains 1580 members Entering Unmasked Estep Score: -143929.750000 Penalty: 744.026062 Iteration 12Q: 3 clusters Score -143929.8 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2015 members Mstep: Class 2 contains 1540 members Entering Unmasked Estep Score: -143965.031250 Penalty: 744.026062 Iteration 13Q: 3 clusters Score -143965 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2052 members Mstep: Class 2 contains 1503 members Entering Unmasked Estep Score: -143992.343750 Penalty: 744.026062 Iteration 14Q: 3 clusters Score -143992.3 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 1477 members Entering Unmasked Estep Score: -144013.765625 Penalty: 744.026062 Iteration 15Q: 3 clusters Score -144013.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2120 members Mstep: Class 2 contains 1435 members Entering Unmasked Estep Score: -144040.921875 Penalty: 744.026062 Iteration 16Q: 3 clusters Score -144040.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2152 members Mstep: Class 2 contains 1403 members Entering Unmasked Estep Score: -144058.906250 Penalty: 744.026062 Iteration 17Q: 3 clusters Score -144058.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2181 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -144071.687500 Penalty: 744.026062 Iteration 18Q: 3 clusters Score -144071.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2218 members Mstep: Class 2 contains 1337 members Entering Unmasked Estep Score: -144085.531250 Penalty: 744.026062 Iteration 19Q: 3 clusters Score -144085.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2245 members Mstep: Class 2 contains 1310 members Entering Unmasked Estep Score: -144094.562500 Penalty: 744.026062 Iteration 20F: 3 clusters Score -144094.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2270 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -144099.187500 Penalty: 744.026062 Iteration 21Q: 3 clusters Score -144099.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2284 members Mstep: Class 2 contains 1271 members Entering Unmasked Estep Score: -144101.593750 Penalty: 744.026062 Iteration 22Q: 3 clusters Score -144101.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2301 members Mstep: Class 2 contains 1254 members Entering Unmasked Estep Score: -144105.343750 Penalty: 744.026062 Iteration 23Q: 3 clusters Score -144105.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2317 members Mstep: Class 2 contains 1238 members Entering Unmasked Estep Score: -144108.718750 Penalty: 744.026062 Iteration 24Q: 3 clusters Score -144108.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2333 members Mstep: Class 2 contains 1222 members Entering Unmasked Estep Score: -144112.500000 Penalty: 744.026062 Iteration 25Q: 3 clusters Score -144112.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2353 members Mstep: Class 2 contains 1202 members Entering Unmasked Estep Score: -144116.765625 Penalty: 744.026062 Iteration 26Q: 3 clusters Score -144116.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2370 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -144119.921875 Penalty: 744.026062 Iteration 27Q: 3 clusters Score -144119.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2384 members Mstep: Class 2 contains 1171 members Entering Unmasked Estep Score: -144122.109375 Penalty: 744.026062 Iteration 28Q: 3 clusters Score -144122.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2399 members Mstep: Class 2 contains 1156 members Entering Unmasked Estep Score: -144125.218750 Penalty: 744.026062 Iteration 29Q: 3 clusters Score -144125.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2413 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -144128.265625 Penalty: 744.026062 Iteration 30Q: 3 clusters Score -144128.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2420 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -144128.984375 Penalty: 744.026062 Iteration 31Q: 3 clusters Score -144129 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2424 members Mstep: Class 2 contains 1131 members Entering Unmasked Estep Score: -144129.781250 Penalty: 744.026062 Iteration 32Q: 3 clusters Score -144129.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2429 members Mstep: Class 2 contains 1126 members Entering Unmasked Estep Score: -144130.343750 Penalty: 744.026062 Iteration 33Q: 3 clusters Score -144130.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2433 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -144131.125000 Penalty: 744.026062 Iteration 34Q: 3 clusters Score -144131.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2438 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -144132.203125 Penalty: 744.026062 Iteration 35Q: 3 clusters Score -144132.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2444 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -144133.000000 Penalty: 744.026062 Iteration 36Q: 3 clusters Score -144133 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2447 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -144133.734375 Penalty: 744.026062 Iteration 37Q: 3 clusters Score -144133.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2450 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -144133.875000 Penalty: 744.026062 Iteration 38Q: 3 clusters Score -144133.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2453 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -144134.031250 Penalty: 744.026062 Iteration 39Q: 3 clusters Score -144134 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2453 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -144134.031250 Penalty: 744.026062 Iteration 40F: 3 clusters Score -144134 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (15575 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15575 members Entering Unmasked Estep Score: -716542.812500 Penalty: 439.230713 Iteration 0F: 2 clusters Score -716542.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7759 members Mstep: Class 2 contains 7816 members Entering Unmasked Estep Score: -706139.312500 Penalty: 878.461426 Iteration 0F: 3 clusters Score -706139.3 nChanged 7380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7869 members Mstep: Class 2 contains 7706 members Entering Unmasked Estep Score: -710547.062500 Penalty: 878.461426 Iteration 1F: 3 clusters Score -710547.1 nChanged 770 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7907 members Mstep: Class 2 contains 7668 members Entering Unmasked Estep Score: -710929.562500 Penalty: 878.461426 Iteration 2Q: 3 clusters Score -710929.6 nChanged 861 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7916 members Mstep: Class 2 contains 7659 members Entering Unmasked Estep Score: -711466.812500 Penalty: 878.461426 Iteration 3F: 3 clusters Score -711466.8 nChanged 953 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7889 members Mstep: Class 2 contains 7686 members Entering Unmasked Estep Score: -712176.500000 Penalty: 878.461426 Iteration 4F: 3 clusters Score -712176.5 nChanged 1036 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7863 members Mstep: Class 2 contains 7712 members Entering Unmasked Estep Score: -713034.937500 Penalty: 878.461426 Iteration 5F: 3 clusters Score -713034.9 nChanged 998 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7863 members Mstep: Class 2 contains 7712 members Entering Unmasked Estep Score: -713807.000000 Penalty: 878.461426 Iteration 6F: 3 clusters Score -713807 nChanged 858 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7931 members Mstep: Class 2 contains 7644 members Entering Unmasked Estep Score: -714251.875000 Penalty: 878.461426 Iteration 7F: 3 clusters Score -714251.9 nChanged 505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7982 members Mstep: Class 2 contains 7593 members Entering Unmasked Estep Score: -714388.500000 Penalty: 878.461426 Iteration 8Q: 3 clusters Score -714388.5 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8052 members Mstep: Class 2 contains 7523 members Entering Unmasked Estep Score: -714435.312500 Penalty: 878.461426 Iteration 9Q: 3 clusters Score -714435.3 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8137 members Mstep: Class 2 contains 7438 members Entering Unmasked Estep Score: -714463.250000 Penalty: 878.461426 Iteration 10Q: 3 clusters Score -714463.2 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8247 members Mstep: Class 2 contains 7328 members Entering Unmasked Estep Score: -714487.000000 Penalty: 878.461426 Iteration 11Q: 3 clusters Score -714487 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8329 members Mstep: Class 2 contains 7246 members Entering Unmasked Estep Score: -714502.187500 Penalty: 878.461426 Iteration 12Q: 3 clusters Score -714502.2 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8425 members Mstep: Class 2 contains 7150 members Entering Unmasked Estep Score: -714522.812500 Penalty: 878.461426 Iteration 13Q: 3 clusters Score -714522.8 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8525 members Mstep: Class 2 contains 7050 members Entering Unmasked Estep Score: -714540.750000 Penalty: 878.461426 Iteration 14Q: 3 clusters Score -714540.8 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8633 members Mstep: Class 2 contains 6942 members Entering Unmasked Estep Score: -714558.500000 Penalty: 878.461426 Iteration 15Q: 3 clusters Score -714558.5 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8752 members Mstep: Class 2 contains 6823 members Entering Unmasked Estep Score: -714582.562500 Penalty: 878.461426 Iteration 16Q: 3 clusters Score -714582.6 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8875 members Mstep: Class 2 contains 6700 members Entering Unmasked Estep Score: -714604.562500 Penalty: 878.461426 Iteration 17Q: 3 clusters Score -714604.6 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9000 members Mstep: Class 2 contains 6575 members Entering Unmasked Estep Score: -714628.125000 Penalty: 878.461426 Iteration 18Q: 3 clusters Score -714628.1 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9122 members Mstep: Class 2 contains 6453 members Entering Unmasked Estep Score: -714652.250000 Penalty: 878.461426 Iteration 19Q: 3 clusters Score -714652.2 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9246 members Mstep: Class 2 contains 6329 members Entering Unmasked Estep Score: -714676.375000 Penalty: 878.461426 Iteration 20F: 3 clusters Score -714676.4 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9360 members Mstep: Class 2 contains 6215 members Entering Unmasked Estep Score: -714693.187500 Penalty: 878.461426 Iteration 21Q: 3 clusters Score -714693.2 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9460 members Mstep: Class 2 contains 6115 members Entering Unmasked Estep Score: -714708.500000 Penalty: 878.461426 Iteration 22Q: 3 clusters Score -714708.5 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9563 members Mstep: Class 2 contains 6012 members Entering Unmasked Estep Score: -714725.750000 Penalty: 878.461426 Iteration 23Q: 3 clusters Score -714725.8 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9667 members Mstep: Class 2 contains 5908 members Entering Unmasked Estep Score: -714742.312500 Penalty: 878.461426 Iteration 24Q: 3 clusters Score -714742.3 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9779 members Mstep: Class 2 contains 5796 members Entering Unmasked Estep Score: -714760.250000 Penalty: 878.461426 Iteration 25Q: 3 clusters Score -714760.2 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9882 members Mstep: Class 2 contains 5693 members Entering Unmasked Estep Score: -714779.375000 Penalty: 878.461426 Iteration 26Q: 3 clusters Score -714779.4 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9980 members Mstep: Class 2 contains 5595 members Entering Unmasked Estep Score: -714792.562500 Penalty: 878.461426 Iteration 27Q: 3 clusters Score -714792.6 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10084 members Mstep: Class 2 contains 5491 members Entering Unmasked Estep Score: -714809.750000 Penalty: 878.461426 Iteration 28Q: 3 clusters Score -714809.8 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10192 members Mstep: Class 2 contains 5383 members Entering Unmasked Estep Score: -714829.875000 Penalty: 878.461426 Iteration 29Q: 3 clusters Score -714829.9 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10317 members Mstep: Class 2 contains 5258 members Entering Unmasked Estep Score: -714848.562500 Penalty: 878.461426 Iteration 30Q: 3 clusters Score -714848.6 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10426 members Mstep: Class 2 contains 5149 members Entering Unmasked Estep Score: -714865.125000 Penalty: 878.461426 Iteration 31Q: 3 clusters Score -714865.1 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10536 members Mstep: Class 2 contains 5039 members Entering Unmasked Estep Score: -714882.125000 Penalty: 878.461426 Iteration 32Q: 3 clusters Score -714882.1 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10652 members Mstep: Class 2 contains 4923 members Entering Unmasked Estep Score: -714901.625000 Penalty: 878.461426 Iteration 33Q: 3 clusters Score -714901.6 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10769 members Mstep: Class 2 contains 4806 members Entering Unmasked Estep Score: -714917.687500 Penalty: 878.461426 Iteration 34Q: 3 clusters Score -714917.7 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10879 members Mstep: Class 2 contains 4696 members Entering Unmasked Estep Score: -714938.062500 Penalty: 878.461426 Iteration 35Q: 3 clusters Score -714938.1 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10991 members Mstep: Class 2 contains 4584 members Entering Unmasked Estep Score: -714956.437500 Penalty: 878.461426 Iteration 36Q: 3 clusters Score -714956.4 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11105 members Mstep: Class 2 contains 4470 members Entering Unmasked Estep Score: -714980.062500 Penalty: 878.461426 Iteration 37Q: 3 clusters Score -714980.1 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11232 members Mstep: Class 2 contains 4343 members Entering Unmasked Estep Score: -715003.000000 Penalty: 878.461426 Iteration 38Q: 3 clusters Score -715003 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11366 members Mstep: Class 2 contains 4209 members Entering Unmasked Estep Score: -715027.250000 Penalty: 878.461426 Iteration 39Q: 3 clusters Score -715027.2 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11486 members Mstep: Class 2 contains 4089 members Entering Unmasked Estep Score: -715050.625000 Penalty: 878.461426 Iteration 40F: 3 clusters Score -715050.6 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11625 members Mstep: Class 2 contains 3950 members Entering Unmasked Estep Score: -715079.250000 Penalty: 878.461426 Iteration 41Q: 3 clusters Score -715079.2 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11774 members Mstep: Class 2 contains 3801 members Entering Unmasked Estep Score: -715113.437500 Penalty: 878.461426 Iteration 42Q: 3 clusters Score -715113.4 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11928 members Mstep: Class 2 contains 3647 members Entering Unmasked Estep Score: -715147.500000 Penalty: 878.461426 Iteration 43Q: 3 clusters Score -715147.5 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12073 members Mstep: Class 2 contains 3502 members Entering Unmasked Estep Score: -715172.875000 Penalty: 878.461426 Iteration 44Q: 3 clusters Score -715172.9 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12217 members Mstep: Class 2 contains 3358 members Entering Unmasked Estep Score: -715203.812500 Penalty: 878.461426 Iteration 45Q: 3 clusters Score -715203.8 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12370 members Mstep: Class 2 contains 3205 members Entering Unmasked Estep Score: -715237.375000 Penalty: 878.461426 Iteration 46Q: 3 clusters Score -715237.4 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12524 members Mstep: Class 2 contains 3051 members Entering Unmasked Estep Score: -715270.187500 Penalty: 878.461426 Iteration 47Q: 3 clusters Score -715270.2 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12675 members Mstep: Class 2 contains 2900 members Entering Unmasked Estep Score: -715307.562500 Penalty: 878.461426 Iteration 48Q: 3 clusters Score -715307.6 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12834 members Mstep: Class 2 contains 2741 members Entering Unmasked Estep Score: -715352.500000 Penalty: 878.461426 Iteration 49Q: 3 clusters Score -715352.5 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13002 members Mstep: Class 2 contains 2573 members Entering Unmasked Estep Score: -715395.250000 Penalty: 878.461426 Iteration 50Q: 3 clusters Score -715395.2 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13146 members Mstep: Class 2 contains 2429 members Entering Unmasked Estep Score: -715434.562500 Penalty: 878.461426 Iteration 51Q: 3 clusters Score -715434.6 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13299 members Mstep: Class 2 contains 2276 members Entering Unmasked Estep Score: -715480.500000 Penalty: 878.461426 Iteration 52Q: 3 clusters Score -715480.5 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13442 members Mstep: Class 2 contains 2133 members Entering Unmasked Estep Score: -715526.750000 Penalty: 878.461426 Iteration 53Q: 3 clusters Score -715526.8 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13613 members Mstep: Class 2 contains 1962 members Entering Unmasked Estep Score: -715583.562500 Penalty: 878.461426 Iteration 54Q: 3 clusters Score -715583.6 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13754 members Mstep: Class 2 contains 1821 members Entering Unmasked Estep Score: -715640.125000 Penalty: 878.461426 Iteration 55Q: 3 clusters Score -715640.1 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13904 members Mstep: Class 2 contains 1671 members Entering Unmasked Estep Score: -715707.500000 Penalty: 878.461426 Iteration 56Q: 3 clusters Score -715707.5 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14063 members Mstep: Class 2 contains 1512 members Entering Unmasked Estep Score: -715790.812500 Penalty: 878.461426 Iteration 57Q: 3 clusters Score -715790.8 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14194 members Mstep: Class 2 contains 1381 members Entering Unmasked Estep Score: -715862.937500 Penalty: 878.461426 Iteration 58Q: 3 clusters Score -715862.9 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14294 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -715926.250000 Penalty: 878.461426 Iteration 59Q: 3 clusters Score -715926.2 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14390 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -715992.125000 Penalty: 878.461426 Iteration 60F: 3 clusters Score -715992.1 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14465 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -716043.375000 Penalty: 878.461426 Iteration 61Q: 3 clusters Score -716043.4 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14527 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -716073.437500 Penalty: 878.461426 Iteration 62Q: 3 clusters Score -716073.4 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14584 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -716106.562500 Penalty: 878.461426 Iteration 63Q: 3 clusters Score -716106.6 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14648 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -716134.000000 Penalty: 878.461426 Iteration 64Q: 3 clusters Score -716134 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14690 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -716148.312500 Penalty: 878.461426 Iteration 65Q: 3 clusters Score -716148.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14715 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -716160.625000 Penalty: 878.461426 Iteration 66Q: 3 clusters Score -716160.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14746 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -716171.875000 Penalty: 878.461426 Iteration 67Q: 3 clusters Score -716171.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14770 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -716177.687500 Penalty: 878.461426 Iteration 68Q: 3 clusters Score -716177.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14790 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -716183.875000 Penalty: 878.461426 Iteration 69Q: 3 clusters Score -716183.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14809 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -716186.687500 Penalty: 878.461426 Iteration 70Q: 3 clusters Score -716186.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14827 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -716187.375000 Penalty: 878.461426 Iteration 71Q: 3 clusters Score -716187.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14844 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -716190.687500 Penalty: 878.461426 Iteration 72Q: 3 clusters Score -716190.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14866 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -716196.062500 Penalty: 878.461426 Iteration 73Q: 3 clusters Score -716196.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14879 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -716199.250000 Penalty: 878.461426 Iteration 74Q: 3 clusters Score -716199.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14899 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -716205.312500 Penalty: 878.461426 Iteration 75Q: 3 clusters Score -716205.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14916 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -716208.750000 Penalty: 878.461426 Iteration 76Q: 3 clusters Score -716208.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14934 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -716212.437500 Penalty: 878.461426 Iteration 77Q: 3 clusters Score -716212.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14957 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -716217.500000 Penalty: 878.461426 Iteration 78Q: 3 clusters Score -716217.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14978 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -716225.312500 Penalty: 878.461426 Iteration 79Q: 3 clusters Score -716225.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15004 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -716235.000000 Penalty: 878.461426 Iteration 80F: 3 clusters Score -716235 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15026 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -716242.125000 Penalty: 878.461426 Iteration 81Q: 3 clusters Score -716242.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15043 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -716246.187500 Penalty: 878.461426 Iteration 82Q: 3 clusters Score -716246.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15062 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -716252.500000 Penalty: 878.461426 Iteration 83Q: 3 clusters Score -716252.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15079 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -716258.187500 Penalty: 878.461426 Iteration 84Q: 3 clusters Score -716258.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15088 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -716259.625000 Penalty: 878.461426 Iteration 85Q: 3 clusters Score -716259.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15096 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -716261.000000 Penalty: 878.461426 Iteration 86Q: 3 clusters Score -716261 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15103 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -716261.187500 Penalty: 878.461426 Iteration 87Q: 3 clusters Score -716261.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15111 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -716264.250000 Penalty: 878.461426 Iteration 88Q: 3 clusters Score -716264.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15120 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -716266.875000 Penalty: 878.461426 Iteration 89Q: 3 clusters Score -716266.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15123 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -716266.750000 Penalty: 878.461426 Iteration 90Q: 3 clusters Score -716266.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15126 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -716267.750000 Penalty: 878.461426 Iteration 91Q: 3 clusters Score -716267.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15128 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -716269.375000 Penalty: 878.461426 Iteration 92Q: 3 clusters Score -716269.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15131 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -716269.062500 Penalty: 878.461426 Iteration 93Q: 3 clusters Score -716269.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15135 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -716270.937500 Penalty: 878.461426 Iteration 94Q: 3 clusters Score -716270.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15136 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -716270.000000 Penalty: 878.461426 Iteration 95Q: 3 clusters Score -716270 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15137 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -716270.250000 Penalty: 878.461426 Iteration 96Q: 3 clusters Score -716270.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15138 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -716270.187500 Penalty: 878.461426 Iteration 97Q: 3 clusters Score -716270.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15140 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -716270.625000 Penalty: 878.461426 Iteration 98Q: 3 clusters Score -716270.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15141 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -716270.562500 Penalty: 878.461426 Iteration 99Q: 3 clusters Score -716270.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15142 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -716271.687500 Penalty: 878.461426 Iteration 100F: 3 clusters Score -716271.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15142 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -716271.187500 Penalty: 878.461426 Iteration 101Q: 3 clusters Score -716271.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15144 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -716273.750000 Penalty: 878.461426 Iteration 102Q: 3 clusters Score -716273.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15146 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -716273.750000 Penalty: 878.461426 Iteration 103Q: 3 clusters Score -716273.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15151 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -716274.312500 Penalty: 878.461426 Iteration 104Q: 3 clusters Score -716274.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15152 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -716274.687500 Penalty: 878.461426 Iteration 105Q: 3 clusters Score -716274.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15153 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -716274.250000 Penalty: 878.461426 Iteration 106Q: 3 clusters Score -716274.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15155 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -716273.062500 Penalty: 878.461426 Iteration 107Q: 3 clusters Score -716273.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15157 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -716272.875000 Penalty: 878.461426 Iteration 108Q: 3 clusters Score -716272.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15159 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -716274.625000 Penalty: 878.461426 Iteration 109Q: 3 clusters Score -716274.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15162 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -716275.187500 Penalty: 878.461426 Iteration 110Q: 3 clusters Score -716275.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15163 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -716274.812500 Penalty: 878.461426 Iteration 111Q: 3 clusters Score -716274.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15163 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -716274.812500 Penalty: 878.461426 Iteration 112F: 3 clusters Score -716274.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (17665 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17665 members Entering Unmasked Estep Score: -830031.750000 Penalty: 444.959991 Iteration 0F: 2 clusters Score -830031.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8770 members Mstep: Class 2 contains 8895 members Entering Unmasked Estep Score: -818201.625000 Penalty: 889.919983 Iteration 0F: 3 clusters Score -818201.6 nChanged 8379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8309 members Mstep: Class 2 contains 9356 members Entering Unmasked Estep Score: -823069.812500 Penalty: 889.919983 Iteration 1F: 3 clusters Score -823069.8 nChanged 849 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7932 members Mstep: Class 2 contains 9733 members Entering Unmasked Estep Score: -823418.812500 Penalty: 889.919983 Iteration 2Q: 3 clusters Score -823418.8 nChanged 936 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7396 members Mstep: Class 2 contains 10269 members Entering Unmasked Estep Score: -823930.187500 Penalty: 889.919983 Iteration 3F: 3 clusters Score -823930.2 nChanged 1129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6665 members Mstep: Class 2 contains 11000 members Entering Unmasked Estep Score: -824699.625000 Penalty: 889.919983 Iteration 4F: 3 clusters Score -824699.6 nChanged 1219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5868 members Mstep: Class 2 contains 11797 members Entering Unmasked Estep Score: -825614.500000 Penalty: 889.919983 Iteration 5F: 3 clusters Score -825614.5 nChanged 1196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5164 members Mstep: Class 2 contains 12501 members Entering Unmasked Estep Score: -826602.187500 Penalty: 889.919983 Iteration 6F: 3 clusters Score -826602.2 nChanged 1032 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4630 members Mstep: Class 2 contains 13035 members Entering Unmasked Estep Score: -827345.875000 Penalty: 889.919983 Iteration 7F: 3 clusters Score -827345.9 nChanged 767 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4235 members Mstep: Class 2 contains 13430 members Entering Unmasked Estep Score: -827766.812500 Penalty: 889.919983 Iteration 8Q: 3 clusters Score -827766.8 nChanged 506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3887 members Mstep: Class 2 contains 13778 members Entering Unmasked Estep Score: -828005.062500 Penalty: 889.919983 Iteration 9Q: 3 clusters Score -828005.1 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3546 members Mstep: Class 2 contains 14119 members Entering Unmasked Estep Score: -828215.000000 Penalty: 889.919983 Iteration 10Q: 3 clusters Score -828215 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3200 members Mstep: Class 2 contains 14465 members Entering Unmasked Estep Score: -828422.062500 Penalty: 889.919983 Iteration 11Q: 3 clusters Score -828422.1 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2891 members Mstep: Class 2 contains 14774 members Entering Unmasked Estep Score: -828610.937500 Penalty: 889.919983 Iteration 12Q: 3 clusters Score -828610.9 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2609 members Mstep: Class 2 contains 15056 members Entering Unmasked Estep Score: -828798.562500 Penalty: 889.919983 Iteration 13Q: 3 clusters Score -828798.6 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2360 members Mstep: Class 2 contains 15305 members Entering Unmasked Estep Score: -828961.125000 Penalty: 889.919983 Iteration 14Q: 3 clusters Score -828961.1 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2142 members Mstep: Class 2 contains 15523 members Entering Unmasked Estep Score: -829091.500000 Penalty: 889.919983 Iteration 15Q: 3 clusters Score -829091.5 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1962 members Mstep: Class 2 contains 15703 members Entering Unmasked Estep Score: -829201.250000 Penalty: 889.919983 Iteration 16Q: 3 clusters Score -829201.2 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1803 members Mstep: Class 2 contains 15862 members Entering Unmasked Estep Score: -829285.125000 Penalty: 889.919983 Iteration 17Q: 3 clusters Score -829285.1 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1668 members Mstep: Class 2 contains 15997 members Entering Unmasked Estep Score: -829356.437500 Penalty: 889.919983 Iteration 18Q: 3 clusters Score -829356.4 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1570 members Mstep: Class 2 contains 16095 members Entering Unmasked Estep Score: -829396.625000 Penalty: 889.919983 Iteration 19Q: 3 clusters Score -829396.6 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1486 members Mstep: Class 2 contains 16179 members Entering Unmasked Estep Score: -829428.875000 Penalty: 889.919983 Iteration 20F: 3 clusters Score -829428.9 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1411 members Mstep: Class 2 contains 16254 members Entering Unmasked Estep Score: -829454.500000 Penalty: 889.919983 Iteration 21Q: 3 clusters Score -829454.5 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1337 members Mstep: Class 2 contains 16328 members Entering Unmasked Estep Score: -829486.500000 Penalty: 889.919983 Iteration 22Q: 3 clusters Score -829486.5 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 16394 members Entering Unmasked Estep Score: -829515.875000 Penalty: 889.919983 Iteration 23Q: 3 clusters Score -829515.9 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 16456 members Entering Unmasked Estep Score: -829542.562500 Penalty: 889.919983 Iteration 24Q: 3 clusters Score -829542.6 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 16506 members Entering Unmasked Estep Score: -829557.062500 Penalty: 889.919983 Iteration 25Q: 3 clusters Score -829557.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 16540 members Entering Unmasked Estep Score: -829566.562500 Penalty: 889.919983 Iteration 26Q: 3 clusters Score -829566.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 16576 members Entering Unmasked Estep Score: -829575.125000 Penalty: 889.919983 Iteration 27Q: 3 clusters Score -829575.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 16611 members Entering Unmasked Estep Score: -829582.437500 Penalty: 889.919983 Iteration 28Q: 3 clusters Score -829582.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 16645 members Entering Unmasked Estep Score: -829589.812500 Penalty: 889.919983 Iteration 29Q: 3 clusters Score -829589.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 16674 members Entering Unmasked Estep Score: -829594.562500 Penalty: 889.919983 Iteration 30Q: 3 clusters Score -829594.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 16697 members Entering Unmasked Estep Score: -829597.062500 Penalty: 889.919983 Iteration 31Q: 3 clusters Score -829597.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 16720 members Entering Unmasked Estep Score: -829602.812500 Penalty: 889.919983 Iteration 32Q: 3 clusters Score -829602.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 16742 members Entering Unmasked Estep Score: -829602.500000 Penalty: 889.919983 Iteration 33Q: 3 clusters Score -829602.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 16757 members Entering Unmasked Estep Score: -829605.750000 Penalty: 889.919983 Iteration 34Q: 3 clusters Score -829605.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 16769 members Entering Unmasked Estep Score: -829607.562500 Penalty: 889.919983 Iteration 35Q: 3 clusters Score -829607.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 16776 members Entering Unmasked Estep Score: -829609.625000 Penalty: 889.919983 Iteration 36Q: 3 clusters Score -829609.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 16784 members Entering Unmasked Estep Score: -829610.000000 Penalty: 889.919983 Iteration 37Q: 3 clusters Score -829610 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 16791 members Entering Unmasked Estep Score: -829611.250000 Penalty: 889.919983 Iteration 38Q: 3 clusters Score -829611.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 16794 members Entering Unmasked Estep Score: -829612.687500 Penalty: 889.919983 Iteration 39Q: 3 clusters Score -829612.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 16799 members Entering Unmasked Estep Score: -829613.625000 Penalty: 889.919983 Iteration 40F: 3 clusters Score -829613.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 16810 members Entering Unmasked Estep Score: -829616.312500 Penalty: 889.919983 Iteration 41Q: 3 clusters Score -829616.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 16826 members Entering Unmasked Estep Score: -829618.437500 Penalty: 889.919983 Iteration 42Q: 3 clusters Score -829618.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 16837 members Entering Unmasked Estep Score: -829619.625000 Penalty: 889.919983 Iteration 43Q: 3 clusters Score -829619.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 16849 members Entering Unmasked Estep Score: -829622.500000 Penalty: 889.919983 Iteration 44Q: 3 clusters Score -829622.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 16859 members Entering Unmasked Estep Score: -829624.312500 Penalty: 889.919983 Iteration 45Q: 3 clusters Score -829624.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 16867 members Entering Unmasked Estep Score: -829625.937500 Penalty: 889.919983 Iteration 46Q: 3 clusters Score -829625.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 16878 members Entering Unmasked Estep Score: -829629.000000 Penalty: 889.919983 Iteration 47Q: 3 clusters Score -829629 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 16884 members Entering Unmasked Estep Score: -829629.000000 Penalty: 889.919983 Iteration 48Q: 3 clusters Score -829629 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 16890 members Entering Unmasked Estep Score: -829627.875000 Penalty: 889.919983 Iteration 49Q: 3 clusters Score -829627.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 16893 members Entering Unmasked Estep Score: -829626.562500 Penalty: 889.919983 Iteration 50Q: 3 clusters Score -829626.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 16901 members Entering Unmasked Estep Score: -829629.000000 Penalty: 889.919983 Iteration 51Q: 3 clusters Score -829629 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 16907 members Entering Unmasked Estep Score: -829629.937500 Penalty: 889.919983 Iteration 52Q: 3 clusters Score -829629.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 16912 members Entering Unmasked Estep Score: -829631.250000 Penalty: 889.919983 Iteration 53Q: 3 clusters Score -829631.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 16914 members Entering Unmasked Estep Score: -829630.312500 Penalty: 889.919983 Iteration 54Q: 3 clusters Score -829630.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 16913 members Entering Unmasked Estep Score: -829630.562500 Penalty: 889.919983 Iteration 55Q: 3 clusters Score -829630.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 16913 members Entering Unmasked Estep Score: -829630.562500 Penalty: 889.919983 Iteration 56F: 3 clusters Score -829630.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (252211 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252211 members Entering Unmasked Estep Score: -10878238.000000 Penalty: 565.929993 Iteration 0F: 2 clusters Score -1.087824e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126300 members Mstep: Class 2 contains 125911 members Entering Unmasked Estep Score: -10713724.000000 Penalty: 1131.859985 Iteration 0F: 3 clusters Score -1.071372e+07 nChanged 124049 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133627 members Mstep: Class 2 contains 118584 members Entering Unmasked Estep Score: -10789324.000000 Penalty: 1131.859985 Iteration 1F: 3 clusters Score -1.078932e+07 nChanged 9276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137163 members Mstep: Class 2 contains 115048 members Entering Unmasked Estep Score: -10792602.000000 Penalty: 1131.859985 Iteration 2Q: 3 clusters Score -1.07926e+07 nChanged 10510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142721 members Mstep: Class 2 contains 109490 members Entering Unmasked Estep Score: -10797311.000000 Penalty: 1131.859985 Iteration 3Q: 3 clusters Score -1.079731e+07 nChanged 12379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150670 members Mstep: Class 2 contains 101541 members Entering Unmasked Estep Score: -10804459.000000 Penalty: 1131.859985 Iteration 4Q: 3 clusters Score -1.080446e+07 nChanged 14398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161082 members Mstep: Class 2 contains 91129 members Entering Unmasked Estep Score: -10814432.000000 Penalty: 1131.859985 Iteration 5F: 3 clusters Score -1.081443e+07 nChanged 15616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172692 members Mstep: Class 2 contains 79519 members Entering Unmasked Estep Score: -10826198.000000 Penalty: 1131.859985 Iteration 6F: 3 clusters Score -1.08262e+07 nChanged 15195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183609 members Mstep: Class 2 contains 68602 members Entering Unmasked Estep Score: -10837638.000000 Penalty: 1131.859985 Iteration 7F: 3 clusters Score -1.083764e+07 nChanged 12938 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192101 members Mstep: Class 2 contains 60110 members Entering Unmasked Estep Score: -10846263.000000 Penalty: 1131.859985 Iteration 8F: 3 clusters Score -1.084626e+07 nChanged 10098 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198445 members Mstep: Class 2 contains 53766 members Entering Unmasked Estep Score: -10851583.000000 Penalty: 1131.859985 Iteration 9Q: 3 clusters Score -1.085158e+07 nChanged 7396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203613 members Mstep: Class 2 contains 48598 members Entering Unmasked Estep Score: -10854832.000000 Penalty: 1131.859985 Iteration 10Q: 3 clusters Score -1.085483e+07 nChanged 5614 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208367 members Mstep: Class 2 contains 43844 members Entering Unmasked Estep Score: -10857116.000000 Penalty: 1131.859985 Iteration 11Q: 3 clusters Score -1.085712e+07 nChanged 4724 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212879 members Mstep: Class 2 contains 39332 members Entering Unmasked Estep Score: -10859066.000000 Penalty: 1131.859985 Iteration 12Q: 3 clusters Score -1.085907e+07 nChanged 4575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217400 members Mstep: Class 2 contains 34811 members Entering Unmasked Estep Score: -10861045.000000 Penalty: 1131.859985 Iteration 13Q: 3 clusters Score -1.086104e+07 nChanged 4431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221819 members Mstep: Class 2 contains 30392 members Entering Unmasked Estep Score: -10863099.000000 Penalty: 1131.859985 Iteration 14Q: 3 clusters Score -1.08631e+07 nChanged 4194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226009 members Mstep: Class 2 contains 26202 members Entering Unmasked Estep Score: -10865043.000000 Penalty: 1131.859985 Iteration 15Q: 3 clusters Score -1.086504e+07 nChanged 3910 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229917 members Mstep: Class 2 contains 22294 members Entering Unmasked Estep Score: -10866881.000000 Penalty: 1131.859985 Iteration 16Q: 3 clusters Score -1.086688e+07 nChanged 3674 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233591 members Mstep: Class 2 contains 18620 members Entering Unmasked Estep Score: -10868649.000000 Penalty: 1131.859985 Iteration 17Q: 3 clusters Score -1.086865e+07 nChanged 3470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237061 members Mstep: Class 2 contains 15150 members Entering Unmasked Estep Score: -10870308.000000 Penalty: 1131.859985 Iteration 18Q: 3 clusters Score -1.087031e+07 nChanged 3088 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240149 members Mstep: Class 2 contains 12062 members Entering Unmasked Estep Score: -10871896.000000 Penalty: 1131.859985 Iteration 19Q: 3 clusters Score -1.08719e+07 nChanged 2741 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242890 members Mstep: Class 2 contains 9321 members Entering Unmasked Estep Score: -10873341.000000 Penalty: 1131.859985 Iteration 20F: 3 clusters Score -1.087334e+07 nChanged 2307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245197 members Mstep: Class 2 contains 7014 members Entering Unmasked Estep Score: -10874532.000000 Penalty: 1131.859985 Iteration 21Q: 3 clusters Score -1.087453e+07 nChanged 1854 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247051 members Mstep: Class 2 contains 5160 members Entering Unmasked Estep Score: -10875449.000000 Penalty: 1131.859985 Iteration 22Q: 3 clusters Score -1.087545e+07 nChanged 1410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248459 members Mstep: Class 2 contains 3752 members Entering Unmasked Estep Score: -10876172.000000 Penalty: 1131.859985 Iteration 23Q: 3 clusters Score -1.087617e+07 nChanged 1043 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249502 members Mstep: Class 2 contains 2709 members Entering Unmasked Estep Score: -10876720.000000 Penalty: 1131.859985 Iteration 24Q: 3 clusters Score -1.087672e+07 nChanged 763 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250265 members Mstep: Class 2 contains 1946 members Entering Unmasked Estep Score: -10877071.000000 Penalty: 1131.859985 Iteration 25Q: 3 clusters Score -1.087707e+07 nChanged 485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250750 members Mstep: Class 2 contains 1461 members Entering Unmasked Estep Score: -10877314.000000 Penalty: 1131.859985 Iteration 26Q: 3 clusters Score -1.087731e+07 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251077 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -10877481.000000 Penalty: 1131.859985 Iteration 27Q: 3 clusters Score -1.087748e+07 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251309 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -10877624.000000 Penalty: 1131.859985 Iteration 28Q: 3 clusters Score -1.087762e+07 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251458 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -10877690.000000 Penalty: 1131.859985 Iteration 29Q: 3 clusters Score -1.087769e+07 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251570 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -10877703.000000 Penalty: 1131.859985 Iteration 30Q: 3 clusters Score -1.08777e+07 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251656 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -10877749.000000 Penalty: 1131.859985 Iteration 31Q: 3 clusters Score -1.087775e+07 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251714 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -10877768.000000 Penalty: 1131.859985 Iteration 32Q: 3 clusters Score -1.087777e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251746 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -10877791.000000 Penalty: 1131.859985 Iteration 33Q: 3 clusters Score -1.087779e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251771 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -10877816.000000 Penalty: 1131.859985 Iteration 34Q: 3 clusters Score -1.087782e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251791 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -10877811.000000 Penalty: 1131.859985 Iteration 35Q: 3 clusters Score -1.087781e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251809 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -10877821.000000 Penalty: 1131.859985 Iteration 36Q: 3 clusters Score -1.087782e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251832 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -10877833.000000 Penalty: 1131.859985 Iteration 37Q: 3 clusters Score -1.087783e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251849 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -10877824.000000 Penalty: 1131.859985 Iteration 38Q: 3 clusters Score -1.087782e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251858 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -10877830.000000 Penalty: 1131.859985 Iteration 39Q: 3 clusters Score -1.087783e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251865 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -10877829.000000 Penalty: 1131.859985 Iteration 40F: 3 clusters Score -1.087783e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251871 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -10877832.000000 Penalty: 1131.859985 Iteration 41Q: 3 clusters Score -1.087783e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251874 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -10877826.000000 Penalty: 1131.859985 Iteration 42Q: 3 clusters Score -1.087783e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251874 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -10877826.000000 Penalty: 1131.859985 Iteration 43F: 3 clusters Score -1.087783e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (380 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Entering Unmasked Estep Score: -13981.621094 Penalty: 270.277802 Iteration 0F: 2 clusters Score -13981.62 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -13567.083008 Penalty: 540.555603 Iteration 0F: 3 clusters Score -13567.08 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -13665.243164 Penalty: 540.555603 Iteration 1F: 3 clusters Score -13665.24 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -13685.672852 Penalty: 540.555603 Iteration 2F: 3 clusters Score -13685.67 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -13693.183594 Penalty: 540.555603 Iteration 3Q: 3 clusters Score -13693.18 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -13696.512695 Penalty: 540.555603 Iteration 4Q: 3 clusters Score -13696.51 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -13701.173828 Penalty: 540.555603 Iteration 5Q: 3 clusters Score -13701.17 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -13707.713867 Penalty: 540.555603 Iteration 6Q: 3 clusters Score -13707.71 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -13711.796875 Penalty: 540.555603 Iteration 7Q: 3 clusters Score -13711.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -13714.765625 Penalty: 540.555603 Iteration 8Q: 3 clusters Score -13714.77 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -13719.245117 Penalty: 540.555603 Iteration 9Q: 3 clusters Score -13719.25 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -13723.186523 Penalty: 540.555603 Iteration 10Q: 3 clusters Score -13723.19 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -13725.063477 Penalty: 540.555603 Iteration 11Q: 3 clusters Score -13725.06 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -13727.406250 Penalty: 540.555603 Iteration 12Q: 3 clusters Score -13727.41 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -13729.440430 Penalty: 540.555603 Iteration 13Q: 3 clusters Score -13729.44 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -13733.154297 Penalty: 540.555603 Iteration 14Q: 3 clusters Score -13733.15 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -13733.389648 Penalty: 540.555603 Iteration 15Q: 3 clusters Score -13733.39 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -13734.269531 Penalty: 540.555603 Iteration 16Q: 3 clusters Score -13734.27 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -13735.317383 Penalty: 540.555603 Iteration 17Q: 3 clusters Score -13735.32 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -13737.164062 Penalty: 540.555603 Iteration 18Q: 3 clusters Score -13737.16 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -13738.701172 Penalty: 540.555603 Iteration 19Q: 3 clusters Score -13738.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -13739.028320 Penalty: 540.555603 Iteration 20F: 3 clusters Score -13739.03 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (1096 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Entering Unmasked Estep Score: -50214.878906 Penalty: 318.473724 Iteration 0F: 2 clusters Score -50214.88 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -49321.300781 Penalty: 636.947449 Iteration 0F: 3 clusters Score -49321.3 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -49563.179688 Penalty: 636.947449 Iteration 1F: 3 clusters Score -49563.18 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -49615.722656 Penalty: 636.947449 Iteration 2F: 3 clusters Score -49615.72 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -49638.597656 Penalty: 636.947449 Iteration 3F: 3 clusters Score -49638.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -49652.503906 Penalty: 636.947449 Iteration 4Q: 3 clusters Score -49652.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -49663.148438 Penalty: 636.947449 Iteration 5Q: 3 clusters Score -49663.15 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -49673.582031 Penalty: 636.947449 Iteration 6Q: 3 clusters Score -49673.58 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -49682.394531 Penalty: 636.947449 Iteration 7Q: 3 clusters Score -49682.39 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -49689.433594 Penalty: 636.947449 Iteration 8Q: 3 clusters Score -49689.43 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -49693.695312 Penalty: 636.947449 Iteration 9Q: 3 clusters Score -49693.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -49702.386719 Penalty: 636.947449 Iteration 10Q: 3 clusters Score -49702.39 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -49714.843750 Penalty: 636.947449 Iteration 11Q: 3 clusters Score -49714.84 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -49729.335938 Penalty: 636.947449 Iteration 12Q: 3 clusters Score -49729.34 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -49745.796875 Penalty: 636.947449 Iteration 13Q: 3 clusters Score -49745.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -49762.351562 Penalty: 636.947449 Iteration 14Q: 3 clusters Score -49762.35 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -49775.921875 Penalty: 636.947449 Iteration 15Q: 3 clusters Score -49775.92 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -49792.175781 Penalty: 636.947449 Iteration 16Q: 3 clusters Score -49792.18 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -49825.781250 Penalty: 636.947449 Iteration 17Q: 3 clusters Score -49825.78 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -49856.781250 Penalty: 636.947449 Iteration 18Q: 3 clusters Score -49856.78 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -49880.046875 Penalty: 636.947449 Iteration 19Q: 3 clusters Score -49880.05 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -49892.792969 Penalty: 636.947449 Iteration 20F: 3 clusters Score -49892.79 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -49909.703125 Penalty: 636.947449 Iteration 21Q: 3 clusters Score -49909.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -49921.085938 Penalty: 636.947449 Iteration 22Q: 3 clusters Score -49921.09 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -49924.148438 Penalty: 636.947449 Iteration 23Q: 3 clusters Score -49924.15 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -49926.437500 Penalty: 636.947449 Iteration 24Q: 3 clusters Score -49926.44 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -49930.859375 Penalty: 636.947449 Iteration 25Q: 3 clusters Score -49930.86 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -49934.042969 Penalty: 636.947449 Iteration 26Q: 3 clusters Score -49934.04 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -49934.867188 Penalty: 636.947449 Iteration 27Q: 3 clusters Score -49934.87 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -49935.933594 Penalty: 636.947449 Iteration 28Q: 3 clusters Score -49935.93 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -49936.359375 Penalty: 636.947449 Iteration 29Q: 3 clusters Score -49936.36 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -49936.359375 Penalty: 636.947449 Iteration 30F: 3 clusters Score -49936.36 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (747 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Entering Unmasked Estep Score: -30110.876953 Penalty: 301.030945 Iteration 0F: 2 clusters Score -30110.88 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -29484.330078 Penalty: 602.061890 Iteration 0F: 3 clusters Score -29484.33 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -29621.347656 Penalty: 602.061890 Iteration 1F: 3 clusters Score -29621.35 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -29652.539062 Penalty: 602.061890 Iteration 2F: 3 clusters Score -29652.54 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -29669.462891 Penalty: 602.061890 Iteration 3Q: 3 clusters Score -29669.46 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -29679.148438 Penalty: 602.061890 Iteration 4Q: 3 clusters Score -29679.15 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -29683.332031 Penalty: 602.061890 Iteration 5Q: 3 clusters Score -29683.33 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -29688.556641 Penalty: 602.061890 Iteration 6Q: 3 clusters Score -29688.56 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -29698.808594 Penalty: 602.061890 Iteration 7Q: 3 clusters Score -29698.81 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -29707.771484 Penalty: 602.061890 Iteration 8Q: 3 clusters Score -29707.77 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -29714.025391 Penalty: 602.061890 Iteration 9Q: 3 clusters Score -29714.03 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -29719.919922 Penalty: 602.061890 Iteration 10Q: 3 clusters Score -29719.92 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -29725.712891 Penalty: 602.061890 Iteration 11Q: 3 clusters Score -29725.71 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -29736.076172 Penalty: 602.061890 Iteration 12Q: 3 clusters Score -29736.08 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -29749.201172 Penalty: 602.061890 Iteration 13Q: 3 clusters Score -29749.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -29766.955078 Penalty: 602.061890 Iteration 14Q: 3 clusters Score -29766.96 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -29779.693359 Penalty: 602.061890 Iteration 15Q: 3 clusters Score -29779.69 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -29791.281250 Penalty: 602.061890 Iteration 16Q: 3 clusters Score -29791.28 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -29797.566406 Penalty: 602.061890 Iteration 17Q: 3 clusters Score -29797.57 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -29802.464844 Penalty: 602.061890 Iteration 18Q: 3 clusters Score -29802.46 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -29803.453125 Penalty: 602.061890 Iteration 19Q: 3 clusters Score -29803.45 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -29804.078125 Penalty: 602.061890 Iteration 20F: 3 clusters Score -29804.08 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -29804.476562 Penalty: 602.061890 Iteration 21Q: 3 clusters Score -29804.48 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -29804.976562 Penalty: 602.061890 Iteration 22Q: 3 clusters Score -29804.98 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -29805.273438 Penalty: 602.061890 Iteration 23Q: 3 clusters Score -29805.27 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -29805.734375 Penalty: 602.061890 Iteration 24Q: 3 clusters Score -29805.73 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -29806.480469 Penalty: 602.061890 Iteration 25Q: 3 clusters Score -29806.48 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -29807.294922 Penalty: 602.061890 Iteration 26Q: 3 clusters Score -29807.29 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -29807.916016 Penalty: 602.061890 Iteration 27Q: 3 clusters Score -29807.92 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -29808.238281 Penalty: 602.061890 Iteration 28Q: 3 clusters Score -29808.24 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -29809.414062 Penalty: 602.061890 Iteration 29Q: 3 clusters Score -29809.41 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -29810.656250 Penalty: 602.061890 Iteration 30Q: 3 clusters Score -29810.66 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -29810.656250 Penalty: 602.061890 Iteration 31F: 3 clusters Score -29810.66 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (34197 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34197 members Entering Unmasked Estep Score: -1413112.250000 Penalty: 475.015106 Iteration 0F: 2 clusters Score -1413112 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17241 members Mstep: Class 2 contains 16956 members Entering Unmasked Estep Score: -1390305.625000 Penalty: 950.030212 Iteration 0F: 3 clusters Score -1390306 nChanged 16336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19101 members Mstep: Class 2 contains 15096 members Entering Unmasked Estep Score: -1400837.500000 Penalty: 950.030212 Iteration 1F: 3 clusters Score -1400838 nChanged 1898 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20239 members Mstep: Class 2 contains 13958 members Entering Unmasked Estep Score: -1402076.625000 Penalty: 950.030212 Iteration 2F: 3 clusters Score -1402077 nChanged 2152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21759 members Mstep: Class 2 contains 12438 members Entering Unmasked Estep Score: -1403733.625000 Penalty: 950.030212 Iteration 3F: 3 clusters Score -1403734 nChanged 2347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23524 members Mstep: Class 2 contains 10673 members Entering Unmasked Estep Score: -1405626.500000 Penalty: 950.030212 Iteration 4F: 3 clusters Score -1405626 nChanged 2147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25233 members Mstep: Class 2 contains 8964 members Entering Unmasked Estep Score: -1407410.875000 Penalty: 950.030212 Iteration 5F: 3 clusters Score -1407411 nChanged 1817 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26692 members Mstep: Class 2 contains 7505 members Entering Unmasked Estep Score: -1408788.375000 Penalty: 950.030212 Iteration 6F: 3 clusters Score -1408788 nChanged 1438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27872 members Mstep: Class 2 contains 6325 members Entering Unmasked Estep Score: -1409714.750000 Penalty: 950.030212 Iteration 7Q: 3 clusters Score -1409715 nChanged 1100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28840 members Mstep: Class 2 contains 5357 members Entering Unmasked Estep Score: -1410393.250000 Penalty: 950.030212 Iteration 8Q: 3 clusters Score -1410393 nChanged 926 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29680 members Mstep: Class 2 contains 4517 members Entering Unmasked Estep Score: -1410914.750000 Penalty: 950.030212 Iteration 9Q: 3 clusters Score -1410915 nChanged 770 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30390 members Mstep: Class 2 contains 3807 members Entering Unmasked Estep Score: -1411333.000000 Penalty: 950.030212 Iteration 10Q: 3 clusters Score -1411333 nChanged 620 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30980 members Mstep: Class 2 contains 3217 members Entering Unmasked Estep Score: -1411651.125000 Penalty: 950.030212 Iteration 11Q: 3 clusters Score -1411651 nChanged 485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31441 members Mstep: Class 2 contains 2756 members Entering Unmasked Estep Score: -1411883.875000 Penalty: 950.030212 Iteration 12Q: 3 clusters Score -1411884 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31821 members Mstep: Class 2 contains 2376 members Entering Unmasked Estep Score: -1412060.875000 Penalty: 950.030212 Iteration 13Q: 3 clusters Score -1412061 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32151 members Mstep: Class 2 contains 2046 members Entering Unmasked Estep Score: -1412222.000000 Penalty: 950.030212 Iteration 14Q: 3 clusters Score -1412222 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32443 members Mstep: Class 2 contains 1754 members Entering Unmasked Estep Score: -1412360.000000 Penalty: 950.030212 Iteration 15Q: 3 clusters Score -1412360 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32677 members Mstep: Class 2 contains 1520 members Entering Unmasked Estep Score: -1412474.750000 Penalty: 950.030212 Iteration 16Q: 3 clusters Score -1412475 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32877 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -1412574.000000 Penalty: 950.030212 Iteration 17Q: 3 clusters Score -1412574 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33039 members Mstep: Class 2 contains 1158 members Entering Unmasked Estep Score: -1412651.125000 Penalty: 950.030212 Iteration 18Q: 3 clusters Score -1412651 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33176 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -1412721.000000 Penalty: 950.030212 Iteration 19Q: 3 clusters Score -1412721 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33278 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -1412750.375000 Penalty: 950.030212 Iteration 20F: 3 clusters Score -1412750 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33334 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -1412770.875000 Penalty: 950.030212 Iteration 21Q: 3 clusters Score -1412771 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33382 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -1412792.125000 Penalty: 950.030212 Iteration 22Q: 3 clusters Score -1412792 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33426 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -1412805.000000 Penalty: 950.030212 Iteration 23Q: 3 clusters Score -1412805 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33454 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -1412813.125000 Penalty: 950.030212 Iteration 24Q: 3 clusters Score -1412813 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33483 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -1412822.250000 Penalty: 950.030212 Iteration 25Q: 3 clusters Score -1412822 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33504 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -1412825.250000 Penalty: 950.030212 Iteration 26Q: 3 clusters Score -1412825 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33520 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -1412828.250000 Penalty: 950.030212 Iteration 27Q: 3 clusters Score -1412828 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33534 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -1412830.250000 Penalty: 950.030212 Iteration 28Q: 3 clusters Score -1412830 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33549 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -1412831.750000 Penalty: 950.030212 Iteration 29Q: 3 clusters Score -1412832 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33560 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -1412837.375000 Penalty: 950.030212 Iteration 30Q: 3 clusters Score -1412837 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33572 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -1412841.500000 Penalty: 950.030212 Iteration 31Q: 3 clusters Score -1412842 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33584 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -1412842.000000 Penalty: 950.030212 Iteration 32Q: 3 clusters Score -1412842 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33595 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -1412843.750000 Penalty: 950.030212 Iteration 33Q: 3 clusters Score -1412844 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33612 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -1412848.000000 Penalty: 950.030212 Iteration 34Q: 3 clusters Score -1412848 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33625 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -1412857.250000 Penalty: 950.030212 Iteration 35Q: 3 clusters Score -1412857 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33638 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -1412857.250000 Penalty: 950.030212 Iteration 36Q: 3 clusters Score -1412857 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33650 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -1412859.375000 Penalty: 950.030212 Iteration 37Q: 3 clusters Score -1412859 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33654 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -1412859.875000 Penalty: 950.030212 Iteration 38Q: 3 clusters Score -1412860 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33657 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -1412860.750000 Penalty: 950.030212 Iteration 39Q: 3 clusters Score -1412861 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33659 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -1412860.250000 Penalty: 950.030212 Iteration 40F: 3 clusters Score -1412860 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (31182 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31182 members Entering Unmasked Estep Score: -1372146.375000 Penalty: 470.815613 Iteration 0F: 2 clusters Score -1372146 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15750 members Mstep: Class 2 contains 15432 members Entering Unmasked Estep Score: -1351236.625000 Penalty: 941.631226 Iteration 0F: 3 clusters Score -1351237 nChanged 15012 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19580 members Mstep: Class 2 contains 11602 members Entering Unmasked Estep Score: -1361089.250000 Penalty: 941.631226 Iteration 1F: 3 clusters Score -1361089 nChanged 2342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21744 members Mstep: Class 2 contains 9438 members Entering Unmasked Estep Score: -1362629.750000 Penalty: 941.631226 Iteration 2F: 3 clusters Score -1362630 nChanged 2726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24312 members Mstep: Class 2 contains 6870 members Entering Unmasked Estep Score: -1364856.625000 Penalty: 941.631226 Iteration 3F: 3 clusters Score -1364857 nChanged 2596 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26832 members Mstep: Class 2 contains 4350 members Entering Unmasked Estep Score: -1367355.000000 Penalty: 941.631226 Iteration 4F: 3 clusters Score -1367355 nChanged 2047 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28859 members Mstep: Class 2 contains 2323 members Entering Unmasked Estep Score: -1369398.000000 Penalty: 941.631226 Iteration 5F: 3 clusters Score -1369398 nChanged 1285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30144 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -1370681.250000 Penalty: 941.631226 Iteration 6Q: 3 clusters Score -1370681 nChanged 657 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30801 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -1371372.250000 Penalty: 941.631226 Iteration 7Q: 3 clusters Score -1371372 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31044 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -1371608.000000 Penalty: 941.631226 Iteration 8Q: 3 clusters Score -1371608 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31105 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -1371672.250000 Penalty: 941.631226 Iteration 9Q: 3 clusters Score -1371672 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31121 members Mstep: Class 2 contains 61 members Entering Unmasked Estep Score: -1371699.250000 Penalty: 941.631226 Iteration 10Q: 3 clusters Score -1371699 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31126 members Mstep: Class 2 contains 56 members Entering Unmasked Estep Score: -1371720.125000 Penalty: 941.631226 Iteration 11Q: 3 clusters Score -1371720 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31131 members Mstep: Class 2 contains 51 members Entering Unmasked Estep Score: -1371740.000000 Penalty: 941.631226 Iteration 12Q: 3 clusters Score -1371740 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31130 members Mstep: Class 2 contains 52 members Entering Unmasked Estep Score: -1371743.875000 Penalty: 941.631226 Iteration 13Q: 3 clusters Score -1371744 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31129 members Mstep: Class 2 contains 53 members Entering Unmasked Estep Score: -1371743.375000 Penalty: 941.631226 Iteration 14Q: 3 clusters Score -1371743 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31129 members Mstep: Class 2 contains 53 members Entering Unmasked Estep Score: -1371743.375000 Penalty: 941.631226 Iteration 15F: 3 clusters Score -1371743 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (930 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Entering Unmasked Estep Score: -36107.015625 Penalty: 311.000885 Iteration 0F: 2 clusters Score -36107.02 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -35354.890625 Penalty: 622.001770 Iteration 0F: 3 clusters Score -35354.89 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -35550.117188 Penalty: 622.001770 Iteration 1F: 3 clusters Score -35550.12 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -35611.152344 Penalty: 622.001770 Iteration 2F: 3 clusters Score -35611.15 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -35638.984375 Penalty: 622.001770 Iteration 3Q: 3 clusters Score -35638.98 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -35673.339844 Penalty: 622.001770 Iteration 4Q: 3 clusters Score -35673.34 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -35723.976562 Penalty: 622.001770 Iteration 5F: 3 clusters Score -35723.98 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -35819.566406 Penalty: 622.001770 Iteration 6F: 3 clusters Score -35819.57 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -35883.566406 Penalty: 622.001770 Iteration 7F: 3 clusters Score -35883.57 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -35929.265625 Penalty: 622.001770 Iteration 8F: 3 clusters Score -35929.27 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -35959.722656 Penalty: 622.001770 Iteration 9Q: 3 clusters Score -35959.72 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -35972.089844 Penalty: 622.001770 Iteration 10Q: 3 clusters Score -35972.09 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -35981.242188 Penalty: 622.001770 Iteration 11Q: 3 clusters Score -35981.24 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -35986.601562 Penalty: 622.001770 Iteration 12Q: 3 clusters Score -35986.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -35988.968750 Penalty: 622.001770 Iteration 13Q: 3 clusters Score -35988.97 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -35989.484375 Penalty: 622.001770 Iteration 14Q: 3 clusters Score -35989.48 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -35989.484375 Penalty: 622.001770 Iteration 15F: 3 clusters Score -35989.48 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (378 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Entering Unmasked Estep Score: -14043.421875 Penalty: 270.037689 Iteration 0F: 2 clusters Score -14043.42 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -13664.624023 Penalty: 540.075378 Iteration 0F: 3 clusters Score -13664.62 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -13792.290039 Penalty: 540.075378 Iteration 1F: 3 clusters Score -13792.29 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -13814.985352 Penalty: 540.075378 Iteration 2F: 3 clusters Score -13814.99 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -13832.708984 Penalty: 540.075378 Iteration 3Q: 3 clusters Score -13832.71 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -13863.652344 Penalty: 540.075378 Iteration 4Q: 3 clusters Score -13863.65 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -13875.651367 Penalty: 540.075378 Iteration 5Q: 3 clusters Score -13875.65 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -13884.159180 Penalty: 540.075378 Iteration 6Q: 3 clusters Score -13884.16 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -13888.361328 Penalty: 540.075378 Iteration 7Q: 3 clusters Score -13888.36 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -13890.437500 Penalty: 540.075378 Iteration 8Q: 3 clusters Score -13890.44 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -13894.928711 Penalty: 540.075378 Iteration 9Q: 3 clusters Score -13894.93 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -13894.928711 Penalty: 540.075378 Iteration 10F: 3 clusters Score -13894.93 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (706 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Entering Unmasked Estep Score: -28472.474609 Penalty: 298.462494 Iteration 0F: 2 clusters Score -28472.47 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -27871.607422 Penalty: 596.924988 Iteration 0F: 3 clusters Score -27871.61 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -28023.595703 Penalty: 596.924988 Iteration 1F: 3 clusters Score -28023.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -28055.027344 Penalty: 596.924988 Iteration 2F: 3 clusters Score -28055.03 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -28076.910156 Penalty: 596.924988 Iteration 3Q: 3 clusters Score -28076.91 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -28094.191406 Penalty: 596.924988 Iteration 4Q: 3 clusters Score -28094.19 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -28110.318359 Penalty: 596.924988 Iteration 5Q: 3 clusters Score -28110.32 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -28125.421875 Penalty: 596.924988 Iteration 6Q: 3 clusters Score -28125.42 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -28134.417969 Penalty: 596.924988 Iteration 7Q: 3 clusters Score -28134.42 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -28141.859375 Penalty: 596.924988 Iteration 8Q: 3 clusters Score -28141.86 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -28147.246094 Penalty: 596.924988 Iteration 9Q: 3 clusters Score -28147.25 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -28153.791016 Penalty: 596.924988 Iteration 10Q: 3 clusters Score -28153.79 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -28157.777344 Penalty: 596.924988 Iteration 11Q: 3 clusters Score -28157.78 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -28164.591797 Penalty: 596.924988 Iteration 12Q: 3 clusters Score -28164.59 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -28174.892578 Penalty: 596.924988 Iteration 13Q: 3 clusters Score -28174.89 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -28181.500000 Penalty: 596.924988 Iteration 14Q: 3 clusters Score -28181.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -28190.160156 Penalty: 596.924988 Iteration 15Q: 3 clusters Score -28190.16 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -28197.333984 Penalty: 596.924988 Iteration 16Q: 3 clusters Score -28197.33 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -28198.484375 Penalty: 596.924988 Iteration 17Q: 3 clusters Score -28198.48 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -28199.628906 Penalty: 596.924988 Iteration 18Q: 3 clusters Score -28199.63 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -28203.167969 Penalty: 596.924988 Iteration 19Q: 3 clusters Score -28203.17 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -28211.240234 Penalty: 596.924988 Iteration 20F: 3 clusters Score -28211.24 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -28225.982422 Penalty: 596.924988 Iteration 21Q: 3 clusters Score -28225.98 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -28234.160156 Penalty: 596.924988 Iteration 22Q: 3 clusters Score -28234.16 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -28239.767578 Penalty: 596.924988 Iteration 23Q: 3 clusters Score -28239.77 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -28242.771484 Penalty: 596.924988 Iteration 24Q: 3 clusters Score -28242.77 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -28248.300781 Penalty: 596.924988 Iteration 25Q: 3 clusters Score -28248.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -28251.564453 Penalty: 596.924988 Iteration 26Q: 3 clusters Score -28251.56 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -28253.437500 Penalty: 596.924988 Iteration 27Q: 3 clusters Score -28253.44 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 69 members Entering Unmasked Estep Score: -28255.580078 Penalty: 596.924988 Iteration 28Q: 3 clusters Score -28255.58 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -28259.648438 Penalty: 596.924988 Iteration 29Q: 3 clusters Score -28259.65 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 64 members Entering Unmasked Estep Score: -28271.341797 Penalty: 596.924988 Iteration 30Q: 3 clusters Score -28271.34 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 61 members Entering Unmasked Estep Score: -28275.902344 Penalty: 596.924988 Iteration 31Q: 3 clusters Score -28275.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 61 members Entering Unmasked Estep Score: -28275.902344 Penalty: 596.924988 Iteration 32F: 3 clusters Score -28275.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (5151 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5151 members Entering Unmasked Estep Score: -241881.718750 Penalty: 388.886078 Iteration 0F: 2 clusters Score -241881.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2579 members Mstep: Class 2 contains 2572 members Entering Unmasked Estep Score: -238429.359375 Penalty: 777.772156 Iteration 0F: 3 clusters Score -238429.4 nChanged 2305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2552 members Mstep: Class 2 contains 2599 members Entering Unmasked Estep Score: -239674.203125 Penalty: 777.772156 Iteration 1F: 3 clusters Score -239674.2 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2532 members Mstep: Class 2 contains 2619 members Entering Unmasked Estep Score: -239790.593750 Penalty: 777.772156 Iteration 2F: 3 clusters Score -239790.6 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2517 members Mstep: Class 2 contains 2634 members Entering Unmasked Estep Score: -239897.703125 Penalty: 777.772156 Iteration 3Q: 3 clusters Score -239897.7 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2495 members Mstep: Class 2 contains 2656 members Entering Unmasked Estep Score: -240008.875000 Penalty: 777.772156 Iteration 4Q: 3 clusters Score -240008.9 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2468 members Mstep: Class 2 contains 2683 members Entering Unmasked Estep Score: -240162.015625 Penalty: 777.772156 Iteration 5Q: 3 clusters Score -240162 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2440 members Mstep: Class 2 contains 2711 members Entering Unmasked Estep Score: -240378.343750 Penalty: 777.772156 Iteration 6F: 3 clusters Score -240378.3 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2413 members Mstep: Class 2 contains 2738 members Entering Unmasked Estep Score: -240607.375000 Penalty: 777.772156 Iteration 7F: 3 clusters Score -240607.4 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2396 members Mstep: Class 2 contains 2755 members Entering Unmasked Estep Score: -240751.593750 Penalty: 777.772156 Iteration 8Q: 3 clusters Score -240751.6 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2370 members Mstep: Class 2 contains 2781 members Entering Unmasked Estep Score: -240806.984375 Penalty: 777.772156 Iteration 9Q: 3 clusters Score -240807 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2340 members Mstep: Class 2 contains 2811 members Entering Unmasked Estep Score: -240831.281250 Penalty: 777.772156 Iteration 10Q: 3 clusters Score -240831.3 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2309 members Mstep: Class 2 contains 2842 members Entering Unmasked Estep Score: -240847.812500 Penalty: 777.772156 Iteration 11Q: 3 clusters Score -240847.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2280 members Mstep: Class 2 contains 2871 members Entering Unmasked Estep Score: -240859.343750 Penalty: 777.772156 Iteration 12Q: 3 clusters Score -240859.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2258 members Mstep: Class 2 contains 2893 members Entering Unmasked Estep Score: -240867.968750 Penalty: 777.772156 Iteration 13Q: 3 clusters Score -240868 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2241 members Mstep: Class 2 contains 2910 members Entering Unmasked Estep Score: -240872.984375 Penalty: 777.772156 Iteration 14Q: 3 clusters Score -240873 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2226 members Mstep: Class 2 contains 2925 members Entering Unmasked Estep Score: -240878.015625 Penalty: 777.772156 Iteration 15Q: 3 clusters Score -240878 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2200 members Mstep: Class 2 contains 2951 members Entering Unmasked Estep Score: -240882.984375 Penalty: 777.772156 Iteration 16Q: 3 clusters Score -240883 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2178 members Mstep: Class 2 contains 2973 members Entering Unmasked Estep Score: -240886.812500 Penalty: 777.772156 Iteration 17Q: 3 clusters Score -240886.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2149 members Mstep: Class 2 contains 3002 members Entering Unmasked Estep Score: -240892.703125 Penalty: 777.772156 Iteration 18Q: 3 clusters Score -240892.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2124 members Mstep: Class 2 contains 3027 members Entering Unmasked Estep Score: -240896.843750 Penalty: 777.772156 Iteration 19Q: 3 clusters Score -240896.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2103 members Mstep: Class 2 contains 3048 members Entering Unmasked Estep Score: -240899.921875 Penalty: 777.772156 Iteration 20F: 3 clusters Score -240899.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2084 members Mstep: Class 2 contains 3067 members Entering Unmasked Estep Score: -240904.406250 Penalty: 777.772156 Iteration 21Q: 3 clusters Score -240904.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2057 members Mstep: Class 2 contains 3094 members Entering Unmasked Estep Score: -240909.953125 Penalty: 777.772156 Iteration 22Q: 3 clusters Score -240910 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2034 members Mstep: Class 2 contains 3117 members Entering Unmasked Estep Score: -240916.656250 Penalty: 777.772156 Iteration 23Q: 3 clusters Score -240916.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2016 members Mstep: Class 2 contains 3135 members Entering Unmasked Estep Score: -240921.031250 Penalty: 777.772156 Iteration 24Q: 3 clusters Score -240921 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1998 members Mstep: Class 2 contains 3153 members Entering Unmasked Estep Score: -240926.609375 Penalty: 777.772156 Iteration 25Q: 3 clusters Score -240926.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1982 members Mstep: Class 2 contains 3169 members Entering Unmasked Estep Score: -240931.828125 Penalty: 777.772156 Iteration 26Q: 3 clusters Score -240931.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1974 members Mstep: Class 2 contains 3177 members Entering Unmasked Estep Score: -240938.281250 Penalty: 777.772156 Iteration 27Q: 3 clusters Score -240938.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1961 members Mstep: Class 2 contains 3190 members Entering Unmasked Estep Score: -240945.343750 Penalty: 777.772156 Iteration 28Q: 3 clusters Score -240945.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1947 members Mstep: Class 2 contains 3204 members Entering Unmasked Estep Score: -240953.968750 Penalty: 777.772156 Iteration 29Q: 3 clusters Score -240954 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1926 members Mstep: Class 2 contains 3225 members Entering Unmasked Estep Score: -240960.937500 Penalty: 777.772156 Iteration 30Q: 3 clusters Score -240960.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1909 members Mstep: Class 2 contains 3242 members Entering Unmasked Estep Score: -240966.718750 Penalty: 777.772156 Iteration 31Q: 3 clusters Score -240966.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1892 members Mstep: Class 2 contains 3259 members Entering Unmasked Estep Score: -240970.828125 Penalty: 777.772156 Iteration 32Q: 3 clusters Score -240970.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1877 members Mstep: Class 2 contains 3274 members Entering Unmasked Estep Score: -240974.343750 Penalty: 777.772156 Iteration 33Q: 3 clusters Score -240974.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1862 members Mstep: Class 2 contains 3289 members Entering Unmasked Estep Score: -240977.750000 Penalty: 777.772156 Iteration 34Q: 3 clusters Score -240977.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1848 members Mstep: Class 2 contains 3303 members Entering Unmasked Estep Score: -240979.125000 Penalty: 777.772156 Iteration 35Q: 3 clusters Score -240979.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1838 members Mstep: Class 2 contains 3313 members Entering Unmasked Estep Score: -240981.265625 Penalty: 777.772156 Iteration 36Q: 3 clusters Score -240981.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1824 members Mstep: Class 2 contains 3327 members Entering Unmasked Estep Score: -240982.281250 Penalty: 777.772156 Iteration 37Q: 3 clusters Score -240982.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1815 members Mstep: Class 2 contains 3336 members Entering Unmasked Estep Score: -240983.656250 Penalty: 777.772156 Iteration 38Q: 3 clusters Score -240983.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1803 members Mstep: Class 2 contains 3348 members Entering Unmasked Estep Score: -240986.031250 Penalty: 777.772156 Iteration 39Q: 3 clusters Score -240986 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1789 members Mstep: Class 2 contains 3362 members Entering Unmasked Estep Score: -240988.828125 Penalty: 777.772156 Iteration 40F: 3 clusters Score -240988.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1765 members Mstep: Class 2 contains 3386 members Entering Unmasked Estep Score: -240994.531250 Penalty: 777.772156 Iteration 41Q: 3 clusters Score -240994.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1738 members Mstep: Class 2 contains 3413 members Entering Unmasked Estep Score: -240999.968750 Penalty: 777.772156 Iteration 42Q: 3 clusters Score -241000 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1715 members Mstep: Class 2 contains 3436 members Entering Unmasked Estep Score: -241005.703125 Penalty: 777.772156 Iteration 43Q: 3 clusters Score -241005.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1691 members Mstep: Class 2 contains 3460 members Entering Unmasked Estep Score: -241012.296875 Penalty: 777.772156 Iteration 44Q: 3 clusters Score -241012.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1673 members Mstep: Class 2 contains 3478 members Entering Unmasked Estep Score: -241018.875000 Penalty: 777.772156 Iteration 45Q: 3 clusters Score -241018.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1653 members Mstep: Class 2 contains 3498 members Entering Unmasked Estep Score: -241028.078125 Penalty: 777.772156 Iteration 46Q: 3 clusters Score -241028.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1630 members Mstep: Class 2 contains 3521 members Entering Unmasked Estep Score: -241038.015625 Penalty: 777.772156 Iteration 47Q: 3 clusters Score -241038 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1603 members Mstep: Class 2 contains 3548 members Entering Unmasked Estep Score: -241049.968750 Penalty: 777.772156 Iteration 48Q: 3 clusters Score -241050 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1574 members Mstep: Class 2 contains 3577 members Entering Unmasked Estep Score: -241059.203125 Penalty: 777.772156 Iteration 49Q: 3 clusters Score -241059.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1543 members Mstep: Class 2 contains 3608 members Entering Unmasked Estep Score: -241071.453125 Penalty: 777.772156 Iteration 50Q: 3 clusters Score -241071.5 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1518 members Mstep: Class 2 contains 3633 members Entering Unmasked Estep Score: -241081.890625 Penalty: 777.772156 Iteration 51Q: 3 clusters Score -241081.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 3663 members Entering Unmasked Estep Score: -241095.578125 Penalty: 777.772156 Iteration 52Q: 3 clusters Score -241095.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 3705 members Entering Unmasked Estep Score: -241111.718750 Penalty: 777.772156 Iteration 53Q: 3 clusters Score -241111.7 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1398 members Mstep: Class 2 contains 3753 members Entering Unmasked Estep Score: -241133.765625 Penalty: 777.772156 Iteration 54Q: 3 clusters Score -241133.8 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1352 members Mstep: Class 2 contains 3799 members Entering Unmasked Estep Score: -241152.765625 Penalty: 777.772156 Iteration 55Q: 3 clusters Score -241152.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1306 members Mstep: Class 2 contains 3845 members Entering Unmasked Estep Score: -241169.093750 Penalty: 777.772156 Iteration 56Q: 3 clusters Score -241169.1 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1261 members Mstep: Class 2 contains 3890 members Entering Unmasked Estep Score: -241184.812500 Penalty: 777.772156 Iteration 57Q: 3 clusters Score -241184.8 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 3939 members Entering Unmasked Estep Score: -241205.187500 Penalty: 777.772156 Iteration 58Q: 3 clusters Score -241205.2 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 3992 members Entering Unmasked Estep Score: -241226.625000 Penalty: 777.772156 Iteration 59Q: 3 clusters Score -241226.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Mstep: Class 2 contains 4035 members Entering Unmasked Estep Score: -241242.140625 Penalty: 777.772156 Iteration 60F: 3 clusters Score -241242.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 4074 members Entering Unmasked Estep Score: -241256.000000 Penalty: 777.772156 Iteration 61Q: 3 clusters Score -241256 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 4111 members Entering Unmasked Estep Score: -241268.671875 Penalty: 777.772156 Iteration 62Q: 3 clusters Score -241268.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 4142 members Entering Unmasked Estep Score: -241278.734375 Penalty: 777.772156 Iteration 63Q: 3 clusters Score -241278.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 4174 members Entering Unmasked Estep Score: -241289.171875 Penalty: 777.772156 Iteration 64Q: 3 clusters Score -241289.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 4213 members Entering Unmasked Estep Score: -241301.609375 Penalty: 777.772156 Iteration 65Q: 3 clusters Score -241301.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 4245 members Entering Unmasked Estep Score: -241310.593750 Penalty: 777.772156 Iteration 66Q: 3 clusters Score -241310.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 4276 members Entering Unmasked Estep Score: -241317.750000 Penalty: 777.772156 Iteration 67Q: 3 clusters Score -241317.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 4298 members Entering Unmasked Estep Score: -241322.250000 Penalty: 777.772156 Iteration 68Q: 3 clusters Score -241322.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 4314 members Entering Unmasked Estep Score: -241325.890625 Penalty: 777.772156 Iteration 69Q: 3 clusters Score -241325.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 4328 members Entering Unmasked Estep Score: -241329.250000 Penalty: 777.772156 Iteration 70Q: 3 clusters Score -241329.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 4342 members Entering Unmasked Estep Score: -241331.906250 Penalty: 777.772156 Iteration 71Q: 3 clusters Score -241331.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 4357 members Entering Unmasked Estep Score: -241335.484375 Penalty: 777.772156 Iteration 72Q: 3 clusters Score -241335.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 4375 members Entering Unmasked Estep Score: -241339.562500 Penalty: 777.772156 Iteration 73Q: 3 clusters Score -241339.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 4389 members Entering Unmasked Estep Score: -241342.531250 Penalty: 777.772156 Iteration 74Q: 3 clusters Score -241342.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 4404 members Entering Unmasked Estep Score: -241347.343750 Penalty: 777.772156 Iteration 75Q: 3 clusters Score -241347.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 4424 members Entering Unmasked Estep Score: -241355.359375 Penalty: 777.772156 Iteration 76Q: 3 clusters Score -241355.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 4446 members Entering Unmasked Estep Score: -241362.109375 Penalty: 777.772156 Iteration 77Q: 3 clusters Score -241362.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 4466 members Entering Unmasked Estep Score: -241368.875000 Penalty: 777.772156 Iteration 78Q: 3 clusters Score -241368.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 4493 members Entering Unmasked Estep Score: -241380.984375 Penalty: 777.772156 Iteration 79Q: 3 clusters Score -241381 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 4521 members Entering Unmasked Estep Score: -241389.906250 Penalty: 777.772156 Iteration 80F: 3 clusters Score -241389.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 4540 members Entering Unmasked Estep Score: -241398.796875 Penalty: 777.772156 Iteration 81Q: 3 clusters Score -241398.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 4561 members Entering Unmasked Estep Score: -241404.390625 Penalty: 777.772156 Iteration 82Q: 3 clusters Score -241404.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 4582 members Entering Unmasked Estep Score: -241413.750000 Penalty: 777.772156 Iteration 83Q: 3 clusters Score -241413.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 4606 members Entering Unmasked Estep Score: -241424.875000 Penalty: 777.772156 Iteration 84Q: 3 clusters Score -241424.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 4626 members Entering Unmasked Estep Score: -241431.656250 Penalty: 777.772156 Iteration 85Q: 3 clusters Score -241431.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 4639 members Entering Unmasked Estep Score: -241438.921875 Penalty: 777.772156 Iteration 86Q: 3 clusters Score -241438.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 4659 members Entering Unmasked Estep Score: -241448.000000 Penalty: 777.772156 Iteration 87Q: 3 clusters Score -241448 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 4675 members Entering Unmasked Estep Score: -241454.343750 Penalty: 777.772156 Iteration 88Q: 3 clusters Score -241454.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 4687 members Entering Unmasked Estep Score: -241458.656250 Penalty: 777.772156 Iteration 89Q: 3 clusters Score -241458.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 4700 members Entering Unmasked Estep Score: -241461.125000 Penalty: 777.772156 Iteration 90Q: 3 clusters Score -241461.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 4709 members Entering Unmasked Estep Score: -241463.312500 Penalty: 777.772156 Iteration 91Q: 3 clusters Score -241463.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 4716 members Entering Unmasked Estep Score: -241464.984375 Penalty: 777.772156 Iteration 92Q: 3 clusters Score -241465 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 4722 members Entering Unmasked Estep Score: -241466.625000 Penalty: 777.772156 Iteration 93Q: 3 clusters Score -241466.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 4727 members Entering Unmasked Estep Score: -241469.015625 Penalty: 777.772156 Iteration 94Q: 3 clusters Score -241469 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 4736 members Entering Unmasked Estep Score: -241473.343750 Penalty: 777.772156 Iteration 95Q: 3 clusters Score -241473.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 4748 members Entering Unmasked Estep Score: -241478.421875 Penalty: 777.772156 Iteration 96Q: 3 clusters Score -241478.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 4761 members Entering Unmasked Estep Score: -241486.703125 Penalty: 777.772156 Iteration 97Q: 3 clusters Score -241486.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 4780 members Entering Unmasked Estep Score: -241494.156250 Penalty: 777.772156 Iteration 98Q: 3 clusters Score -241494.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 4790 members Entering Unmasked Estep Score: -241498.406250 Penalty: 777.772156 Iteration 99Q: 3 clusters Score -241498.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 4805 members Entering Unmasked Estep Score: -241502.484375 Penalty: 777.772156 Iteration 100F: 3 clusters Score -241502.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 4811 members Entering Unmasked Estep Score: -241505.546875 Penalty: 777.772156 Iteration 101Q: 3 clusters Score -241505.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 4819 members Entering Unmasked Estep Score: -241507.953125 Penalty: 777.772156 Iteration 102Q: 3 clusters Score -241508 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 4828 members Entering Unmasked Estep Score: -241509.453125 Penalty: 777.772156 Iteration 103Q: 3 clusters Score -241509.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 4836 members Entering Unmasked Estep Score: -241511.765625 Penalty: 777.772156 Iteration 104Q: 3 clusters Score -241511.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 4844 members Entering Unmasked Estep Score: -241514.843750 Penalty: 777.772156 Iteration 105Q: 3 clusters Score -241514.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 4851 members Entering Unmasked Estep Score: -241516.296875 Penalty: 777.772156 Iteration 106Q: 3 clusters Score -241516.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 4856 members Entering Unmasked Estep Score: -241517.578125 Penalty: 777.772156 Iteration 107Q: 3 clusters Score -241517.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 4861 members Entering Unmasked Estep Score: -241519.453125 Penalty: 777.772156 Iteration 108Q: 3 clusters Score -241519.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 4867 members Entering Unmasked Estep Score: -241521.109375 Penalty: 777.772156 Iteration 109Q: 3 clusters Score -241521.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 4870 members Entering Unmasked Estep Score: -241521.843750 Penalty: 777.772156 Iteration 110Q: 3 clusters Score -241521.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 4871 members Entering Unmasked Estep Score: -241521.812500 Penalty: 777.772156 Iteration 111Q: 3 clusters Score -241521.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 4871 members Entering Unmasked Estep Score: -241521.812500 Penalty: 777.772156 Iteration 112F: 3 clusters Score -241521.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (226 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Entering Unmasked Estep Score: -8491.201172 Penalty: 246.634354 Iteration 0F: 2 clusters Score -8491.201 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -8211.342773 Penalty: 493.268707 Iteration 0F: 3 clusters Score -8211.343 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -8296.087891 Penalty: 493.268707 Iteration 1F: 3 clusters Score -8296.088 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -8316.109375 Penalty: 493.268707 Iteration 2F: 3 clusters Score -8316.109 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -8319.120117 Penalty: 493.268707 Iteration 3Q: 3 clusters Score -8319.12 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -8320.007812 Penalty: 493.268707 Iteration 4Q: 3 clusters Score -8320.008 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -8320.817383 Penalty: 493.268707 Iteration 5Q: 3 clusters Score -8320.817 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -8320.817383 Penalty: 493.268707 Iteration 6F: 3 clusters Score -8320.817 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 1703 members Mstep: Class 3 contains 205 members Mstep: Class 4 contains 2877 members Mstep: Class 5 contains 336 members Mstep: Class 6 contains 145 members Mstep: Class 7 contains 3555 members Mstep: Class 8 contains 15575 members Mstep: Class 9 contains 17665 members Mstep: Class 10 contains 252211 members Mstep: Class 11 contains 380 members Mstep: Class 12 contains 1096 members Mstep: Class 13 contains 747 members Mstep: Class 14 contains 34197 members Mstep: Class 15 contains 31182 members Mstep: Class 16 contains 930 members Mstep: Class 17 contains 378 members Mstep: Class 18 contains 706 members Mstep: Class 19 contains 5151 members Mstep: Class 21 contains 226 members Entering Unmasked Estep ConsiderDeletion Score: -15548131.000000 Penalty: 11666.028320 Iteration 159Q: 21 clusters Score -1.554813e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 1703 members Mstep: Class 3 contains 205 members Mstep: Class 4 contains 2877 members Mstep: Class 5 contains 336 members Mstep: Class 6 contains 145 members Mstep: Class 7 contains 3551 members Mstep: Class 8 contains 15575 members Mstep: Class 9 contains 17665 members Mstep: Class 10 contains 252215 members Mstep: Class 11 contains 380 members Mstep: Class 12 contains 1096 members Mstep: Class 13 contains 747 members Mstep: Class 14 contains 34199 members Mstep: Class 15 contains 31182 members Mstep: Class 16 contains 928 members Mstep: Class 17 contains 378 members Mstep: Class 18 contains 706 members Mstep: Class 19 contains 5151 members Mstep: Class 21 contains 226 members Entering Unmasked Estep ConsiderDeletion Score: -15548146.000000 Penalty: 11666.028320 Iteration 160F: 21 clusters Score -1.554815e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 1703 members Mstep: Class 3 contains 205 members Mstep: Class 4 contains 2877 members Mstep: Class 5 contains 336 members Mstep: Class 6 contains 145 members Mstep: Class 7 contains 3546 members Mstep: Class 8 contains 15575 members Mstep: Class 9 contains 17665 members Mstep: Class 10 contains 252222 members Mstep: Class 11 contains 380 members Mstep: Class 12 contains 1096 members Mstep: Class 13 contains 747 members Mstep: Class 14 contains 34197 members Mstep: Class 15 contains 31182 members Mstep: Class 16 contains 928 members Mstep: Class 17 contains 378 members Mstep: Class 18 contains 706 members Mstep: Class 19 contains 5151 members Mstep: Class 21 contains 226 members Entering Unmasked Estep ConsiderDeletion Score: -15548144.000000 Penalty: 11666.028320 Iteration 161Q: 21 clusters Score -1.554814e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 1703 members Mstep: Class 3 contains 205 members Mstep: Class 4 contains 2877 members Mstep: Class 5 contains 336 members Mstep: Class 6 contains 145 members Mstep: Class 7 contains 3540 members Mstep: Class 8 contains 15575 members Mstep: Class 9 contains 17664 members Mstep: Class 10 contains 252229 members Mstep: Class 11 contains 380 members Mstep: Class 12 contains 1096 members Mstep: Class 13 contains 747 members Mstep: Class 14 contains 34197 members Mstep: Class 15 contains 31182 members Mstep: Class 16 contains 928 members Mstep: Class 17 contains 378 members Mstep: Class 18 contains 706 members Mstep: Class 19 contains 5151 members Mstep: Class 21 contains 226 members Entering Unmasked Estep ConsiderDeletion Score: -15548152.000000 Penalty: 11666.028320 Iteration 162Q: 21 clusters Score -1.554815e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 1703 members Mstep: Class 3 contains 205 members Mstep: Class 4 contains 2877 members Mstep: Class 5 contains 336 members Mstep: Class 6 contains 145 members Mstep: Class 7 contains 3536 members Mstep: Class 8 contains 15576 members Mstep: Class 9 contains 17662 members Mstep: Class 10 contains 252236 members Mstep: Class 11 contains 380 members Mstep: Class 12 contains 1096 members Mstep: Class 13 contains 747 members Mstep: Class 14 contains 34195 members Mstep: Class 15 contains 31182 members Mstep: Class 16 contains 928 members Mstep: Class 17 contains 378 members Mstep: Class 18 contains 706 members Mstep: Class 19 contains 5151 members Mstep: Class 21 contains 226 members Entering Unmasked Estep ConsiderDeletion Score: -15548153.000000 Penalty: 11666.028320 Iteration 163Q: 21 clusters Score -1.554815e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 1703 members Mstep: Class 3 contains 205 members Mstep: Class 4 contains 2877 members Mstep: Class 5 contains 336 members Mstep: Class 6 contains 145 members Mstep: Class 7 contains 3532 members Mstep: Class 8 contains 15576 members Mstep: Class 9 contains 17662 members Mstep: Class 10 contains 252241 members Mstep: Class 11 contains 380 members Mstep: Class 12 contains 1096 members Mstep: Class 13 contains 747 members Mstep: Class 14 contains 34193 members Mstep: Class 15 contains 31183 members Mstep: Class 16 contains 928 members Mstep: Class 17 contains 378 members Mstep: Class 18 contains 706 members Mstep: Class 19 contains 5151 members Mstep: Class 21 contains 226 members Entering Unmasked Estep ConsiderDeletion Score: -15548154.000000 Penalty: 11666.028320 Iteration 164Q: 21 clusters Score -1.554815e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 1703 members Mstep: Class 3 contains 205 members Mstep: Class 4 contains 2877 members Mstep: Class 5 contains 336 members Mstep: Class 6 contains 145 members Mstep: Class 7 contains 3529 members Mstep: Class 8 contains 15576 members Mstep: Class 9 contains 17662 members Mstep: Class 10 contains 252246 members Mstep: Class 11 contains 380 members Mstep: Class 12 contains 1096 members Mstep: Class 13 contains 747 members Mstep: Class 14 contains 34191 members Mstep: Class 15 contains 31184 members Mstep: Class 16 contains 927 members Mstep: Class 17 contains 378 members Mstep: Class 18 contains 706 members Mstep: Class 19 contains 5151 members Mstep: Class 21 contains 226 members Entering Unmasked Estep ConsiderDeletion Score: -15548155.000000 Penalty: 11666.028320 Iteration 165Q: 21 clusters Score -1.554816e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 1703 members Mstep: Class 3 contains 205 members Mstep: Class 4 contains 2877 members Mstep: Class 5 contains 336 members Mstep: Class 6 contains 145 members Mstep: Class 7 contains 3528 members Mstep: Class 8 contains 15576 members Mstep: Class 9 contains 17662 members Mstep: Class 10 contains 252254 members Mstep: Class 11 contains 380 members Mstep: Class 12 contains 1096 members Mstep: Class 13 contains 747 members Mstep: Class 14 contains 34185 members Mstep: Class 15 contains 31184 members Mstep: Class 16 contains 925 members Mstep: Class 17 contains 378 members Mstep: Class 18 contains 706 members Mstep: Class 19 contains 5152 members Mstep: Class 21 contains 226 members Entering Unmasked Estep ConsiderDeletion Score: -15548163.000000 Penalty: 11666.028320 Iteration 166Q: 21 clusters Score -1.554816e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 1703 members Mstep: Class 3 contains 205 members Mstep: Class 4 contains 2877 members Mstep: Class 5 contains 336 members Mstep: Class 6 contains 145 members Mstep: Class 7 contains 3522 members Mstep: Class 8 contains 15576 members Mstep: Class 9 contains 17662 members Mstep: Class 10 contains 252258 members Mstep: Class 11 contains 380 members Mstep: Class 12 contains 1096 members Mstep: Class 13 contains 747 members Mstep: Class 14 contains 34188 members Mstep: Class 15 contains 31184 members Mstep: Class 16 contains 924 members Mstep: Class 17 contains 378 members Mstep: Class 18 contains 706 members Mstep: Class 19 contains 5152 members Mstep: Class 21 contains 226 members Entering Unmasked Estep ConsiderDeletion Score: -15548152.000000 Penalty: 11666.028320 Iteration 167Q: 21 clusters Score -1.554815e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 1703 members Mstep: Class 3 contains 205 members Mstep: Class 4 contains 2877 members Mstep: Class 5 contains 336 members Mstep: Class 6 contains 145 members Mstep: Class 7 contains 3519 members Mstep: Class 8 contains 15576 members Mstep: Class 9 contains 17662 members Mstep: Class 10 contains 252260 members Mstep: Class 11 contains 380 members Mstep: Class 12 contains 1096 members Mstep: Class 13 contains 747 members Mstep: Class 14 contains 34189 members Mstep: Class 15 contains 31184 members Mstep: Class 16 contains 924 members Mstep: Class 17 contains 378 members Mstep: Class 18 contains 706 members Mstep: Class 19 contains 5152 members Mstep: Class 21 contains 226 members Entering Unmasked Estep ConsiderDeletion Score: -15548160.000000 Penalty: 11666.028320 Iteration 168Q: 21 clusters Score -1.554816e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 1703 members Mstep: Class 3 contains 205 members Mstep: Class 4 contains 2877 members Mstep: Class 5 contains 336 members Mstep: Class 6 contains 145 members Mstep: Class 7 contains 3516 members Mstep: Class 8 contains 15576 members Mstep: Class 9 contains 17662 members Mstep: Class 10 contains 252262 members Mstep: Class 11 contains 380 members Mstep: Class 12 contains 1096 members Mstep: Class 13 contains 747 members Mstep: Class 14 contains 34191 members Mstep: Class 15 contains 31184 members Mstep: Class 16 contains 923 members Mstep: Class 17 contains 378 members Mstep: Class 18 contains 706 members Mstep: Class 19 contains 5152 members Mstep: Class 21 contains 226 members Entering Unmasked Estep ConsiderDeletion Score: -15548154.000000 Penalty: 11666.028320 Iteration 169Q: 21 clusters Score -1.554815e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 1703 members Mstep: Class 3 contains 205 members Mstep: Class 4 contains 2877 members Mstep: Class 5 contains 336 members Mstep: Class 6 contains 145 members Mstep: Class 7 contains 3517 members Mstep: Class 8 contains 15576 members Mstep: Class 9 contains 17662 members Mstep: Class 10 contains 252268 members Mstep: Class 11 contains 380 members Mstep: Class 12 contains 1096 members Mstep: Class 13 contains 747 members Mstep: Class 14 contains 34185 members Mstep: Class 15 contains 31184 members Mstep: Class 16 contains 922 members Mstep: Class 17 contains 378 members Mstep: Class 18 contains 706 members Mstep: Class 19 contains 5152 members Mstep: Class 21 contains 226 members Entering Unmasked Estep ConsiderDeletion Score: -15548155.000000 Penalty: 11666.028320 Iteration 170Q: 21 clusters Score -1.554816e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 1703 members Mstep: Class 3 contains 205 members Mstep: Class 4 contains 2877 members Mstep: Class 5 contains 336 members Mstep: Class 6 contains 145 members Mstep: Class 7 contains 3518 members Mstep: Class 8 contains 15576 members Mstep: Class 9 contains 17662 members Mstep: Class 10 contains 252269 members Mstep: Class 11 contains 380 members Mstep: Class 12 contains 1096 members Mstep: Class 13 contains 747 members Mstep: Class 14 contains 34184 members Mstep: Class 15 contains 31184 members Mstep: Class 16 contains 921 members Mstep: Class 17 contains 378 members Mstep: Class 18 contains 706 members Mstep: Class 19 contains 5152 members Mstep: Class 21 contains 226 members Entering Unmasked Estep ConsiderDeletion Score: -15548153.000000 Penalty: 11666.028320 Iteration 171Q: 21 clusters Score -1.554815e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 1703 members Mstep: Class 3 contains 205 members Mstep: Class 4 contains 2877 members Mstep: Class 5 contains 336 members Mstep: Class 6 contains 145 members Mstep: Class 7 contains 3519 members Mstep: Class 8 contains 15576 members Mstep: Class 9 contains 17662 members Mstep: Class 10 contains 252269 members Mstep: Class 11 contains 380 members Mstep: Class 12 contains 1096 members Mstep: Class 13 contains 747 members Mstep: Class 14 contains 34184 members Mstep: Class 15 contains 31184 members Mstep: Class 16 contains 920 members Mstep: Class 17 contains 378 members Mstep: Class 18 contains 706 members Mstep: Class 19 contains 5152 members Mstep: Class 21 contains 226 members Entering Unmasked Estep ConsiderDeletion Score: -15548154.000000 Penalty: 11666.028320 Iteration 172Q: 21 clusters Score -1.554815e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 1703 members Mstep: Class 3 contains 205 members Mstep: Class 4 contains 2877 members Mstep: Class 5 contains 336 members Mstep: Class 6 contains 145 members Mstep: Class 7 contains 3519 members Mstep: Class 8 contains 15576 members Mstep: Class 9 contains 17662 members Mstep: Class 10 contains 252269 members Mstep: Class 11 contains 380 members Mstep: Class 12 contains 1096 members Mstep: Class 13 contains 747 members Mstep: Class 14 contains 34184 members Mstep: Class 15 contains 31184 members Mstep: Class 16 contains 920 members Mstep: Class 17 contains 378 members Mstep: Class 18 contains 706 members Mstep: Class 19 contains 5152 members Mstep: Class 21 contains 226 members Entering Unmasked Estep ConsiderDeletion Score: -15548154.000000 Penalty: 11666.028320 Iteration 173F: 21 clusters Score -1.554815e+07 nChanged 0 Entering ConstructFrom: Score: -15548154.000000 Penalty: 11666.028320 Entering ConstructFrom: Trying to split cluster 1 (193 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Entering Unmasked Estep Score: -7949.637207 Penalty: 239.452393 Iteration 0F: 2 clusters Score -7949.637 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -7661.999512 Penalty: 478.904785 Iteration 0F: 3 clusters Score -7662 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -7727.111328 Penalty: 478.904785 Iteration 1F: 3 clusters Score -7727.111 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -7750.189453 Penalty: 478.904785 Iteration 2F: 3 clusters Score -7750.189 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -7760.620117 Penalty: 478.904785 Iteration 3Q: 3 clusters Score -7760.62 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -7764.040039 Penalty: 478.904785 Iteration 4Q: 3 clusters Score -7764.04 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -7766.487305 Penalty: 478.904785 Iteration 5Q: 3 clusters Score -7766.487 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -7769.399414 Penalty: 478.904785 Iteration 6Q: 3 clusters Score -7769.399 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -7770.480469 Penalty: 478.904785 Iteration 7Q: 3 clusters Score -7770.48 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -7770.480469 Penalty: 478.904785 Iteration 8F: 3 clusters Score -7770.48 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (1703 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1703 members Entering Unmasked Estep Score: -72413.710938 Penalty: 338.526672 Iteration 0F: 2 clusters Score -72413.71 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 840 members Entering Unmasked Estep Score: -71131.015625 Penalty: 677.053345 Iteration 0F: 3 clusters Score -71131.02 nChanged 702 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -71521.312500 Penalty: 677.053345 Iteration 1F: 3 clusters Score -71521.31 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -71587.960938 Penalty: 677.053345 Iteration 2F: 3 clusters Score -71587.96 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -71630.531250 Penalty: 677.053345 Iteration 3F: 3 clusters Score -71630.53 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -71661.609375 Penalty: 677.053345 Iteration 4Q: 3 clusters Score -71661.61 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -71701.507812 Penalty: 677.053345 Iteration 5Q: 3 clusters Score -71701.51 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -71741.281250 Penalty: 677.053345 Iteration 6Q: 3 clusters Score -71741.28 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1274 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -71783.742188 Penalty: 677.053345 Iteration 7Q: 3 clusters Score -71783.74 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -71839.093750 Penalty: 677.053345 Iteration 8Q: 3 clusters Score -71839.09 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1410 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -71892.382812 Penalty: 677.053345 Iteration 9Q: 3 clusters Score -71892.38 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1482 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -71952.914062 Penalty: 677.053345 Iteration 10Q: 3 clusters Score -71952.91 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -72007.046875 Penalty: 677.053345 Iteration 11Q: 3 clusters Score -72007.05 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1581 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -72058.265625 Penalty: 677.053345 Iteration 12Q: 3 clusters Score -72058.27 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1602 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -72080.476562 Penalty: 677.053345 Iteration 13Q: 3 clusters Score -72080.48 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1609 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -72089.296875 Penalty: 677.053345 Iteration 14Q: 3 clusters Score -72089.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1612 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -72091.710938 Penalty: 677.053345 Iteration 15Q: 3 clusters Score -72091.71 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -72092.195312 Penalty: 677.053345 Iteration 16Q: 3 clusters Score -72092.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1616 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -72094.132812 Penalty: 677.053345 Iteration 17Q: 3 clusters Score -72094.13 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1618 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -72095.515625 Penalty: 677.053345 Iteration 18Q: 3 clusters Score -72095.52 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1619 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -72095.648438 Penalty: 677.053345 Iteration 19Q: 3 clusters Score -72095.65 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1619 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -72095.648438 Penalty: 677.053345 Iteration 20F: 3 clusters Score -72095.65 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (205 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Entering Unmasked Estep Score: -8569.553711 Penalty: 242.196960 Iteration 0F: 2 clusters Score -8569.554 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -8281.719727 Penalty: 484.393921 Iteration 0F: 3 clusters Score -8281.72 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -8331.684570 Penalty: 484.393921 Iteration 1F: 3 clusters Score -8331.685 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -8351.539062 Penalty: 484.393921 Iteration 2F: 3 clusters Score -8351.539 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -8361.287109 Penalty: 484.393921 Iteration 3Q: 3 clusters Score -8361.287 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -8368.796875 Penalty: 484.393921 Iteration 4Q: 3 clusters Score -8368.797 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -8372.044922 Penalty: 484.393921 Iteration 5Q: 3 clusters Score -8372.045 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -8375.465820 Penalty: 484.393921 Iteration 6Q: 3 clusters Score -8375.466 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -8376.868164 Penalty: 484.393921 Iteration 7Q: 3 clusters Score -8376.868 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -8378.878906 Penalty: 484.393921 Iteration 8Q: 3 clusters Score -8378.879 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -8379.613281 Penalty: 484.393921 Iteration 9Q: 3 clusters Score -8379.613 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -8380.417969 Penalty: 484.393921 Iteration 10Q: 3 clusters Score -8380.418 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -8380.417969 Penalty: 484.393921 Iteration 11F: 3 clusters Score -8380.418 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (2877 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2877 members Entering Unmasked Estep Score: -120618.273438 Penalty: 362.384888 Iteration 0F: 2 clusters Score -120618.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1420 members Mstep: Class 2 contains 1457 members Entering Unmasked Estep Score: -118612.476562 Penalty: 724.769775 Iteration 0F: 3 clusters Score -118612.5 nChanged 1232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1326 members Mstep: Class 2 contains 1551 members Entering Unmasked Estep Score: -119322.851562 Penalty: 724.769775 Iteration 1F: 3 clusters Score -119322.9 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1282 members Mstep: Class 2 contains 1595 members Entering Unmasked Estep Score: -119399.914062 Penalty: 724.769775 Iteration 2F: 3 clusters Score -119399.9 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1240 members Mstep: Class 2 contains 1637 members Entering Unmasked Estep Score: -119467.718750 Penalty: 724.769775 Iteration 3Q: 3 clusters Score -119467.7 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 1686 members Entering Unmasked Estep Score: -119525.578125 Penalty: 724.769775 Iteration 4Q: 3 clusters Score -119525.6 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 1736 members Entering Unmasked Estep Score: -119571.062500 Penalty: 724.769775 Iteration 5Q: 3 clusters Score -119571.1 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1080 members Mstep: Class 2 contains 1797 members Entering Unmasked Estep Score: -119626.515625 Penalty: 724.769775 Iteration 6Q: 3 clusters Score -119626.5 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 1860 members Entering Unmasked Estep Score: -119699.734375 Penalty: 724.769775 Iteration 7Q: 3 clusters Score -119699.7 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1930 members Entering Unmasked Estep Score: -119774.726562 Penalty: 724.769775 Iteration 8Q: 3 clusters Score -119774.7 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 1990 members Entering Unmasked Estep Score: -119853.421875 Penalty: 724.769775 Iteration 9Q: 3 clusters Score -119853.4 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 2058 members Entering Unmasked Estep Score: -119938.421875 Penalty: 724.769775 Iteration 10Q: 3 clusters Score -119938.4 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 2123 members Entering Unmasked Estep Score: -120036.765625 Penalty: 724.769775 Iteration 11Q: 3 clusters Score -120036.8 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 2166 members Entering Unmasked Estep Score: -120135.968750 Penalty: 724.769775 Iteration 12Q: 3 clusters Score -120136 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 2201 members Entering Unmasked Estep Score: -120189.265625 Penalty: 724.769775 Iteration 13Q: 3 clusters Score -120189.3 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 2225 members Entering Unmasked Estep Score: -120221.859375 Penalty: 724.769775 Iteration 14Q: 3 clusters Score -120221.9 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 2247 members Entering Unmasked Estep Score: -120247.226562 Penalty: 724.769775 Iteration 15Q: 3 clusters Score -120247.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 2272 members Entering Unmasked Estep Score: -120276.023438 Penalty: 724.769775 Iteration 16Q: 3 clusters Score -120276 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 2296 members Entering Unmasked Estep Score: -120294.382812 Penalty: 724.769775 Iteration 17Q: 3 clusters Score -120294.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 2315 members Entering Unmasked Estep Score: -120310.226562 Penalty: 724.769775 Iteration 18Q: 3 clusters Score -120310.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 2339 members Entering Unmasked Estep Score: -120328.132812 Penalty: 724.769775 Iteration 19Q: 3 clusters Score -120328.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 2364 members Entering Unmasked Estep Score: -120339.179688 Penalty: 724.769775 Iteration 20F: 3 clusters Score -120339.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 2381 members Entering Unmasked Estep Score: -120344.554688 Penalty: 724.769775 Iteration 21Q: 3 clusters Score -120344.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 2398 members Entering Unmasked Estep Score: -120353.140625 Penalty: 724.769775 Iteration 22Q: 3 clusters Score -120353.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 2413 members Entering Unmasked Estep Score: -120360.117188 Penalty: 724.769775 Iteration 23Q: 3 clusters Score -120360.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 2425 members Entering Unmasked Estep Score: -120364.578125 Penalty: 724.769775 Iteration 24Q: 3 clusters Score -120364.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 2433 members Entering Unmasked Estep Score: -120366.859375 Penalty: 724.769775 Iteration 25Q: 3 clusters Score -120366.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 2441 members Entering Unmasked Estep Score: -120368.734375 Penalty: 724.769775 Iteration 26Q: 3 clusters Score -120368.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 2450 members Entering Unmasked Estep Score: -120371.953125 Penalty: 724.769775 Iteration 27Q: 3 clusters Score -120372 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 2466 members Entering Unmasked Estep Score: -120376.960938 Penalty: 724.769775 Iteration 28Q: 3 clusters Score -120377 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 2475 members Entering Unmasked Estep Score: -120379.500000 Penalty: 724.769775 Iteration 29Q: 3 clusters Score -120379.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 2483 members Entering Unmasked Estep Score: -120381.523438 Penalty: 724.769775 Iteration 30Q: 3 clusters Score -120381.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 2489 members Entering Unmasked Estep Score: -120382.125000 Penalty: 724.769775 Iteration 31Q: 3 clusters Score -120382.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 2491 members Entering Unmasked Estep Score: -120383.375000 Penalty: 724.769775 Iteration 32Q: 3 clusters Score -120383.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 2494 members Entering Unmasked Estep Score: -120385.039062 Penalty: 724.769775 Iteration 33Q: 3 clusters Score -120385 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 2502 members Entering Unmasked Estep Score: -120387.781250 Penalty: 724.769775 Iteration 34Q: 3 clusters Score -120387.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 2510 members Entering Unmasked Estep Score: -120390.593750 Penalty: 724.769775 Iteration 35Q: 3 clusters Score -120390.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 2516 members Entering Unmasked Estep Score: -120392.046875 Penalty: 724.769775 Iteration 36Q: 3 clusters Score -120392 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 2521 members Entering Unmasked Estep Score: -120393.054688 Penalty: 724.769775 Iteration 37Q: 3 clusters Score -120393.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 2528 members Entering Unmasked Estep Score: -120395.375000 Penalty: 724.769775 Iteration 38Q: 3 clusters Score -120395.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 2537 members Entering Unmasked Estep Score: -120397.781250 Penalty: 724.769775 Iteration 39Q: 3 clusters Score -120397.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 2544 members Entering Unmasked Estep Score: -120398.960938 Penalty: 724.769775 Iteration 40F: 3 clusters Score -120399 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 2548 members Entering Unmasked Estep Score: -120400.500000 Penalty: 724.769775 Iteration 41Q: 3 clusters Score -120400.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 2555 members Entering Unmasked Estep Score: -120402.820312 Penalty: 724.769775 Iteration 42Q: 3 clusters Score -120402.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 2558 members Entering Unmasked Estep Score: -120403.359375 Penalty: 724.769775 Iteration 43Q: 3 clusters Score -120403.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 2561 members Entering Unmasked Estep Score: -120404.265625 Penalty: 724.769775 Iteration 44Q: 3 clusters Score -120404.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 2562 members Entering Unmasked Estep Score: -120404.187500 Penalty: 724.769775 Iteration 45Q: 3 clusters Score -120404.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 2563 members Entering Unmasked Estep Score: -120404.515625 Penalty: 724.769775 Iteration 46Q: 3 clusters Score -120404.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 2563 members Entering Unmasked Estep Score: -120404.515625 Penalty: 724.769775 Iteration 47F: 3 clusters Score -120404.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (336 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Entering Unmasked Estep Score: -14125.541992 Penalty: 264.678558 Iteration 0F: 2 clusters Score -14125.54 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -13740.236328 Penalty: 529.357117 Iteration 0F: 3 clusters Score -13740.24 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -13846.684570 Penalty: 529.357117 Iteration 1F: 3 clusters Score -13846.68 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -13869.623047 Penalty: 529.357117 Iteration 2F: 3 clusters Score -13869.62 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -13878.886719 Penalty: 529.357117 Iteration 3Q: 3 clusters Score -13878.89 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -13885.362305 Penalty: 529.357117 Iteration 4Q: 3 clusters Score -13885.36 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -13890.747070 Penalty: 529.357117 Iteration 5Q: 3 clusters Score -13890.75 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -13895.662109 Penalty: 529.357117 Iteration 6Q: 3 clusters Score -13895.66 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -13897.865234 Penalty: 529.357117 Iteration 7Q: 3 clusters Score -13897.87 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -13904.338867 Penalty: 529.357117 Iteration 8Q: 3 clusters Score -13904.34 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -13906.386719 Penalty: 529.357117 Iteration 9Q: 3 clusters Score -13906.39 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -13906.471680 Penalty: 529.357117 Iteration 10Q: 3 clusters Score -13906.47 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -13907.376953 Penalty: 529.357117 Iteration 11Q: 3 clusters Score -13907.38 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -13907.804688 Penalty: 529.357117 Iteration 12Q: 3 clusters Score -13907.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -13907.804688 Penalty: 529.357117 Iteration 13F: 3 clusters Score -13907.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (145 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Entering Unmasked Estep Score: -5350.165039 Penalty: 226.441376 Iteration 0F: 2 clusters Score -5350.165 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -5111.961914 Penalty: 452.882751 Iteration 0F: 3 clusters Score -5111.962 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 60 members Entering Unmasked Estep Score: -5172.239746 Penalty: 452.882751 Iteration 1F: 3 clusters Score -5172.24 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 51 members Entering Unmasked Estep Score: -5201.043945 Penalty: 452.882751 Iteration 2F: 3 clusters Score -5201.044 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 40 members Entering Unmasked Estep Score: -5229.463867 Penalty: 452.882751 Iteration 3F: 3 clusters Score -5229.464 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 33 members Entering Unmasked Estep Score: -5265.744629 Penalty: 452.882751 Iteration 4F: 3 clusters Score -5265.745 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 29 members Entering Unmasked Estep Score: -5312.647949 Penalty: 452.882751 Iteration 5F: 3 clusters Score -5312.648 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 26 members Entering Unmasked Estep Score: -5435.448730 Penalty: 452.882751 Iteration 6F: 3 clusters Score -5435.449 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 24 members Entering Unmasked Estep Score: -5461.291992 Penalty: 452.882751 Iteration 7Q: 3 clusters Score -5461.292 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 23 members Entering Unmasked Estep Score: -5465.727539 Penalty: 452.882751 Iteration 8Q: 3 clusters Score -5465.728 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 23 members Entering Unmasked Estep Score: -5465.727539 Penalty: 452.882751 Iteration 9F: 3 clusters Score -5465.728 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 1703 members Mstep: Class 3 contains 205 members Mstep: Class 4 contains 2877 members Mstep: Class 5 contains 336 members Mstep: Class 6 contains 122 members Mstep: Class 7 contains 3519 members Mstep: Class 8 contains 15576 members Mstep: Class 9 contains 17662 members Mstep: Class 10 contains 252269 members Mstep: Class 11 contains 380 members Mstep: Class 12 contains 1096 members Mstep: Class 13 contains 747 members Mstep: Class 14 contains 34184 members Mstep: Class 15 contains 31184 members Mstep: Class 16 contains 920 members Mstep: Class 17 contains 378 members Mstep: Class 18 contains 706 members Mstep: Class 19 contains 5152 members Mstep: Class 20 contains 23 members Mstep: Class 21 contains 226 members Entering Unmasked Estep Score: -15547914.000000 Penalty: 12249.329102 Splitting cluster 6 changes total score from -15548154.000000 to -15547914.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 7 (3519 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3519 members Entering Unmasked Estep Score: -142915.375000 Penalty: 371.549896 Iteration 0F: 2 clusters Score -142915.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1764 members Mstep: Class 2 contains 1755 members Entering Unmasked Estep Score: -140500.296875 Penalty: 743.099792 Iteration 0F: 3 clusters Score -140500.3 nChanged 1530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1754 members Mstep: Class 2 contains 1765 members Entering Unmasked Estep Score: -141361.046875 Penalty: 743.099792 Iteration 1F: 3 clusters Score -141361 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1772 members Mstep: Class 2 contains 1747 members Entering Unmasked Estep Score: -141472.000000 Penalty: 743.099792 Iteration 2F: 3 clusters Score -141472 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 1729 members Entering Unmasked Estep Score: -141577.890625 Penalty: 743.099792 Iteration 3F: 3 clusters Score -141577.9 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1823 members Mstep: Class 2 contains 1696 members Entering Unmasked Estep Score: -141655.453125 Penalty: 743.099792 Iteration 4F: 3 clusters Score -141655.5 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1841 members Mstep: Class 2 contains 1678 members Entering Unmasked Estep Score: -141720.343750 Penalty: 743.099792 Iteration 5Q: 3 clusters Score -141720.3 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1870 members Mstep: Class 2 contains 1649 members Entering Unmasked Estep Score: -141783.093750 Penalty: 743.099792 Iteration 6Q: 3 clusters Score -141783.1 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1889 members Mstep: Class 2 contains 1630 members Entering Unmasked Estep Score: -141864.890625 Penalty: 743.099792 Iteration 7Q: 3 clusters Score -141864.9 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1885 members Mstep: Class 2 contains 1634 members Entering Unmasked Estep Score: -141959.468750 Penalty: 743.099792 Iteration 8Q: 3 clusters Score -141959.5 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1866 members Mstep: Class 2 contains 1653 members Entering Unmasked Estep Score: -142060.640625 Penalty: 743.099792 Iteration 9Q: 3 clusters Score -142060.6 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1846 members Mstep: Class 2 contains 1673 members Entering Unmasked Estep Score: -142153.796875 Penalty: 743.099792 Iteration 10Q: 3 clusters Score -142153.8 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1840 members Mstep: Class 2 contains 1679 members Entering Unmasked Estep Score: -142210.171875 Penalty: 743.099792 Iteration 11Q: 3 clusters Score -142210.2 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1824 members Mstep: Class 2 contains 1695 members Entering Unmasked Estep Score: -142234.046875 Penalty: 743.099792 Iteration 12Q: 3 clusters Score -142234 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1805 members Mstep: Class 2 contains 1714 members Entering Unmasked Estep Score: -142254.781250 Penalty: 743.099792 Iteration 13Q: 3 clusters Score -142254.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1789 members Mstep: Class 2 contains 1730 members Entering Unmasked Estep Score: -142273.640625 Penalty: 743.099792 Iteration 14Q: 3 clusters Score -142273.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1781 members Mstep: Class 2 contains 1738 members Entering Unmasked Estep Score: -142290.093750 Penalty: 743.099792 Iteration 15Q: 3 clusters Score -142290.1 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1768 members Mstep: Class 2 contains 1751 members Entering Unmasked Estep Score: -142314.359375 Penalty: 743.099792 Iteration 16Q: 3 clusters Score -142314.4 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1753 members Mstep: Class 2 contains 1766 members Entering Unmasked Estep Score: -142335.968750 Penalty: 743.099792 Iteration 17Q: 3 clusters Score -142336 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1724 members Mstep: Class 2 contains 1795 members Entering Unmasked Estep Score: -142359.171875 Penalty: 743.099792 Iteration 18Q: 3 clusters Score -142359.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1683 members Mstep: Class 2 contains 1836 members Entering Unmasked Estep Score: -142388.609375 Penalty: 743.099792 Iteration 19Q: 3 clusters Score -142388.6 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1640 members Mstep: Class 2 contains 1879 members Entering Unmasked Estep Score: -142414.781250 Penalty: 743.099792 Iteration 20F: 3 clusters Score -142414.8 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1585 members Mstep: Class 2 contains 1934 members Entering Unmasked Estep Score: -142446.171875 Penalty: 743.099792 Iteration 21Q: 3 clusters Score -142446.2 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1534 members Mstep: Class 2 contains 1985 members Entering Unmasked Estep Score: -142477.078125 Penalty: 743.099792 Iteration 22Q: 3 clusters Score -142477.1 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1478 members Mstep: Class 2 contains 2041 members Entering Unmasked Estep Score: -142512.218750 Penalty: 743.099792 Iteration 23Q: 3 clusters Score -142512.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 2084 members Entering Unmasked Estep Score: -142537.718750 Penalty: 743.099792 Iteration 24Q: 3 clusters Score -142537.7 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1387 members Mstep: Class 2 contains 2132 members Entering Unmasked Estep Score: -142562.625000 Penalty: 743.099792 Iteration 25Q: 3 clusters Score -142562.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1352 members Mstep: Class 2 contains 2167 members Entering Unmasked Estep Score: -142576.625000 Penalty: 743.099792 Iteration 26Q: 3 clusters Score -142576.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 2190 members Entering Unmasked Estep Score: -142583.265625 Penalty: 743.099792 Iteration 27Q: 3 clusters Score -142583.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1308 members Mstep: Class 2 contains 2211 members Entering Unmasked Estep Score: -142588.359375 Penalty: 743.099792 Iteration 28Q: 3 clusters Score -142588.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1292 members Mstep: Class 2 contains 2227 members Entering Unmasked Estep Score: -142592.296875 Penalty: 743.099792 Iteration 29Q: 3 clusters Score -142592.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1278 members Mstep: Class 2 contains 2241 members Entering Unmasked Estep Score: -142595.000000 Penalty: 743.099792 Iteration 30Q: 3 clusters Score -142595 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1263 members Mstep: Class 2 contains 2256 members Entering Unmasked Estep Score: -142598.156250 Penalty: 743.099792 Iteration 31Q: 3 clusters Score -142598.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1248 members Mstep: Class 2 contains 2271 members Entering Unmasked Estep Score: -142603.031250 Penalty: 743.099792 Iteration 32Q: 3 clusters Score -142603 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 2290 members Entering Unmasked Estep Score: -142608.671875 Penalty: 743.099792 Iteration 33Q: 3 clusters Score -142608.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 2308 members Entering Unmasked Estep Score: -142613.000000 Penalty: 743.099792 Iteration 34Q: 3 clusters Score -142613 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Mstep: Class 2 contains 2327 members Entering Unmasked Estep Score: -142616.921875 Penalty: 743.099792 Iteration 35Q: 3 clusters Score -142616.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 2341 members Entering Unmasked Estep Score: -142618.968750 Penalty: 743.099792 Iteration 36Q: 3 clusters Score -142619 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1164 members Mstep: Class 2 contains 2355 members Entering Unmasked Estep Score: -142622.718750 Penalty: 743.099792 Iteration 37Q: 3 clusters Score -142622.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 2369 members Entering Unmasked Estep Score: -142625.359375 Penalty: 743.099792 Iteration 38Q: 3 clusters Score -142625.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Mstep: Class 2 contains 2377 members Entering Unmasked Estep Score: -142626.546875 Penalty: 743.099792 Iteration 39Q: 3 clusters Score -142626.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1139 members Mstep: Class 2 contains 2380 members Entering Unmasked Estep Score: -142627.328125 Penalty: 743.099792 Iteration 40F: 3 clusters Score -142627.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 2385 members Entering Unmasked Estep Score: -142627.968750 Penalty: 743.099792 Iteration 41Q: 3 clusters Score -142628 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 2391 members Entering Unmasked Estep Score: -142629.156250 Penalty: 743.099792 Iteration 42Q: 3 clusters Score -142629.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Mstep: Class 2 contains 2395 members Entering Unmasked Estep Score: -142629.890625 Penalty: 743.099792 Iteration 43Q: 3 clusters Score -142629.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 2399 members Entering Unmasked Estep Score: -142630.359375 Penalty: 743.099792 Iteration 44Q: 3 clusters Score -142630.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 2401 members Entering Unmasked Estep Score: -142630.421875 Penalty: 743.099792 Iteration 45Q: 3 clusters Score -142630.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 2401 members Entering Unmasked Estep Score: -142630.421875 Penalty: 743.099792 Iteration 46F: 3 clusters Score -142630.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (15576 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15576 members Entering Unmasked Estep Score: -716588.125000 Penalty: 439.233612 Iteration 0F: 2 clusters Score -716588.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7723 members Mstep: Class 2 contains 7853 members Entering Unmasked Estep Score: -706220.187500 Penalty: 878.467224 Iteration 0F: 3 clusters Score -706220.2 nChanged 7331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7230 members Mstep: Class 2 contains 8346 members Entering Unmasked Estep Score: -710741.250000 Penalty: 878.467224 Iteration 1F: 3 clusters Score -710741.2 nChanged 946 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6992 members Mstep: Class 2 contains 8584 members Entering Unmasked Estep Score: -711289.062500 Penalty: 878.467224 Iteration 2F: 3 clusters Score -711289.1 nChanged 1052 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6660 members Mstep: Class 2 contains 8916 members Entering Unmasked Estep Score: -712021.312500 Penalty: 878.467224 Iteration 3F: 3 clusters Score -712021.3 nChanged 1098 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6224 members Mstep: Class 2 contains 9352 members Entering Unmasked Estep Score: -712911.187500 Penalty: 878.467224 Iteration 4F: 3 clusters Score -712911.2 nChanged 1104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5824 members Mstep: Class 2 contains 9752 members Entering Unmasked Estep Score: -713769.562500 Penalty: 878.467224 Iteration 5F: 3 clusters Score -713769.6 nChanged 900 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5544 members Mstep: Class 2 contains 10032 members Entering Unmasked Estep Score: -714338.687500 Penalty: 878.467224 Iteration 6F: 3 clusters Score -714338.7 nChanged 615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5359 members Mstep: Class 2 contains 10217 members Entering Unmasked Estep Score: -714598.500000 Penalty: 878.467224 Iteration 7Q: 3 clusters Score -714598.5 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5170 members Mstep: Class 2 contains 10406 members Entering Unmasked Estep Score: -714733.750000 Penalty: 878.467224 Iteration 8Q: 3 clusters Score -714733.8 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4973 members Mstep: Class 2 contains 10603 members Entering Unmasked Estep Score: -714823.750000 Penalty: 878.467224 Iteration 9Q: 3 clusters Score -714823.8 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4787 members Mstep: Class 2 contains 10789 members Entering Unmasked Estep Score: -714888.687500 Penalty: 878.467224 Iteration 10Q: 3 clusters Score -714888.7 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4599 members Mstep: Class 2 contains 10977 members Entering Unmasked Estep Score: -714947.875000 Penalty: 878.467224 Iteration 11Q: 3 clusters Score -714947.9 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4415 members Mstep: Class 2 contains 11161 members Entering Unmasked Estep Score: -715019.312500 Penalty: 878.467224 Iteration 12Q: 3 clusters Score -715019.3 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4216 members Mstep: Class 2 contains 11360 members Entering Unmasked Estep Score: -715102.562500 Penalty: 878.467224 Iteration 13Q: 3 clusters Score -715102.6 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3999 members Mstep: Class 2 contains 11577 members Entering Unmasked Estep Score: -715199.375000 Penalty: 878.467224 Iteration 14Q: 3 clusters Score -715199.4 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3793 members Mstep: Class 2 contains 11783 members Entering Unmasked Estep Score: -715278.812500 Penalty: 878.467224 Iteration 15Q: 3 clusters Score -715278.8 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3597 members Mstep: Class 2 contains 11979 members Entering Unmasked Estep Score: -715350.812500 Penalty: 878.467224 Iteration 16Q: 3 clusters Score -715350.8 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3402 members Mstep: Class 2 contains 12174 members Entering Unmasked Estep Score: -715421.000000 Penalty: 878.467224 Iteration 17Q: 3 clusters Score -715421 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3227 members Mstep: Class 2 contains 12349 members Entering Unmasked Estep Score: -715476.375000 Penalty: 878.467224 Iteration 18Q: 3 clusters Score -715476.4 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3063 members Mstep: Class 2 contains 12513 members Entering Unmasked Estep Score: -715536.125000 Penalty: 878.467224 Iteration 19Q: 3 clusters Score -715536.1 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2891 members Mstep: Class 2 contains 12685 members Entering Unmasked Estep Score: -715583.875000 Penalty: 878.467224 Iteration 20F: 3 clusters Score -715583.9 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2733 members Mstep: Class 2 contains 12843 members Entering Unmasked Estep Score: -715631.812500 Penalty: 878.467224 Iteration 21Q: 3 clusters Score -715631.8 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2592 members Mstep: Class 2 contains 12984 members Entering Unmasked Estep Score: -715672.125000 Penalty: 878.467224 Iteration 22Q: 3 clusters Score -715672.1 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2466 members Mstep: Class 2 contains 13110 members Entering Unmasked Estep Score: -715707.437500 Penalty: 878.467224 Iteration 23Q: 3 clusters Score -715707.4 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2332 members Mstep: Class 2 contains 13244 members Entering Unmasked Estep Score: -715743.562500 Penalty: 878.467224 Iteration 24Q: 3 clusters Score -715743.6 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2203 members Mstep: Class 2 contains 13373 members Entering Unmasked Estep Score: -715778.750000 Penalty: 878.467224 Iteration 25Q: 3 clusters Score -715778.8 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2088 members Mstep: Class 2 contains 13488 members Entering Unmasked Estep Score: -715811.375000 Penalty: 878.467224 Iteration 26Q: 3 clusters Score -715811.4 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1972 members Mstep: Class 2 contains 13604 members Entering Unmasked Estep Score: -715845.187500 Penalty: 878.467224 Iteration 27Q: 3 clusters Score -715845.2 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1864 members Mstep: Class 2 contains 13712 members Entering Unmasked Estep Score: -715874.687500 Penalty: 878.467224 Iteration 28Q: 3 clusters Score -715874.7 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1767 members Mstep: Class 2 contains 13809 members Entering Unmasked Estep Score: -715906.062500 Penalty: 878.467224 Iteration 29Q: 3 clusters Score -715906.1 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1685 members Mstep: Class 2 contains 13891 members Entering Unmasked Estep Score: -715937.125000 Penalty: 878.467224 Iteration 30Q: 3 clusters Score -715937.1 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1603 members Mstep: Class 2 contains 13973 members Entering Unmasked Estep Score: -715970.375000 Penalty: 878.467224 Iteration 31Q: 3 clusters Score -715970.4 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1528 members Mstep: Class 2 contains 14048 members Entering Unmasked Estep Score: -715992.437500 Penalty: 878.467224 Iteration 32Q: 3 clusters Score -715992.4 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1456 members Mstep: Class 2 contains 14120 members Entering Unmasked Estep Score: -716021.500000 Penalty: 878.467224 Iteration 33Q: 3 clusters Score -716021.5 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1395 members Mstep: Class 2 contains 14181 members Entering Unmasked Estep Score: -716043.625000 Penalty: 878.467224 Iteration 34Q: 3 clusters Score -716043.6 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 14248 members Entering Unmasked Estep Score: -716070.125000 Penalty: 878.467224 Iteration 35Q: 3 clusters Score -716070.1 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1265 members Mstep: Class 2 contains 14311 members Entering Unmasked Estep Score: -716088.437500 Penalty: 878.467224 Iteration 36Q: 3 clusters Score -716088.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 14351 members Entering Unmasked Estep Score: -716099.625000 Penalty: 878.467224 Iteration 37Q: 3 clusters Score -716099.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 14396 members Entering Unmasked Estep Score: -716123.000000 Penalty: 878.467224 Iteration 38Q: 3 clusters Score -716123 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1135 members Mstep: Class 2 contains 14441 members Entering Unmasked Estep Score: -716144.687500 Penalty: 878.467224 Iteration 39Q: 3 clusters Score -716144.7 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 14488 members Entering Unmasked Estep Score: -716161.062500 Penalty: 878.467224 Iteration 40F: 3 clusters Score -716161.1 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 14533 members Entering Unmasked Estep Score: -716177.250000 Penalty: 878.467224 Iteration 41Q: 3 clusters Score -716177.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 14573 members Entering Unmasked Estep Score: -716189.812500 Penalty: 878.467224 Iteration 42Q: 3 clusters Score -716189.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 14602 members Entering Unmasked Estep Score: -716195.125000 Penalty: 878.467224 Iteration 43Q: 3 clusters Score -716195.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 14624 members Entering Unmasked Estep Score: -716204.125000 Penalty: 878.467224 Iteration 44Q: 3 clusters Score -716204.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 14642 members Entering Unmasked Estep Score: -716206.625000 Penalty: 878.467224 Iteration 45Q: 3 clusters Score -716206.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 14659 members Entering Unmasked Estep Score: -716211.125000 Penalty: 878.467224 Iteration 46Q: 3 clusters Score -716211.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 14678 members Entering Unmasked Estep Score: -716211.562500 Penalty: 878.467224 Iteration 47Q: 3 clusters Score -716211.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 14693 members Entering Unmasked Estep Score: -716214.875000 Penalty: 878.467224 Iteration 48Q: 3 clusters Score -716214.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 14706 members Entering Unmasked Estep Score: -716216.875000 Penalty: 878.467224 Iteration 49Q: 3 clusters Score -716216.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 14718 members Entering Unmasked Estep Score: -716218.187500 Penalty: 878.467224 Iteration 50Q: 3 clusters Score -716218.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 14732 members Entering Unmasked Estep Score: -716220.937500 Penalty: 878.467224 Iteration 51Q: 3 clusters Score -716220.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 14753 members Entering Unmasked Estep Score: -716230.687500 Penalty: 878.467224 Iteration 52Q: 3 clusters Score -716230.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 14774 members Entering Unmasked Estep Score: -716232.812500 Penalty: 878.467224 Iteration 53Q: 3 clusters Score -716232.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 14788 members Entering Unmasked Estep Score: -716234.562500 Penalty: 878.467224 Iteration 54Q: 3 clusters Score -716234.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 14802 members Entering Unmasked Estep Score: -716236.062500 Penalty: 878.467224 Iteration 55Q: 3 clusters Score -716236.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 14814 members Entering Unmasked Estep Score: -716234.625000 Penalty: 878.467224 Iteration 56Q: 3 clusters Score -716234.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 14828 members Entering Unmasked Estep Score: -716239.375000 Penalty: 878.467224 Iteration 57Q: 3 clusters Score -716239.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 14840 members Entering Unmasked Estep Score: -716240.750000 Penalty: 878.467224 Iteration 58Q: 3 clusters Score -716240.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 14852 members Entering Unmasked Estep Score: -716243.562500 Penalty: 878.467224 Iteration 59Q: 3 clusters Score -716243.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 14867 members Entering Unmasked Estep Score: -716244.687500 Penalty: 878.467224 Iteration 60F: 3 clusters Score -716244.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 14878 members Entering Unmasked Estep Score: -716246.625000 Penalty: 878.467224 Iteration 61Q: 3 clusters Score -716246.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 14893 members Entering Unmasked Estep Score: -716249.062500 Penalty: 878.467224 Iteration 62Q: 3 clusters Score -716249.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 14914 members Entering Unmasked Estep Score: -716254.000000 Penalty: 878.467224 Iteration 63Q: 3 clusters Score -716254 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 14933 members Entering Unmasked Estep Score: -716259.000000 Penalty: 878.467224 Iteration 64Q: 3 clusters Score -716259 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 14957 members Entering Unmasked Estep Score: -716265.562500 Penalty: 878.467224 Iteration 65Q: 3 clusters Score -716265.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 14982 members Entering Unmasked Estep Score: -716273.875000 Penalty: 878.467224 Iteration 66Q: 3 clusters Score -716273.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 14999 members Entering Unmasked Estep Score: -716277.437500 Penalty: 878.467224 Iteration 67Q: 3 clusters Score -716277.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 15018 members Entering Unmasked Estep Score: -716282.812500 Penalty: 878.467224 Iteration 68Q: 3 clusters Score -716282.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 15039 members Entering Unmasked Estep Score: -716290.250000 Penalty: 878.467224 Iteration 69Q: 3 clusters Score -716290.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 15055 members Entering Unmasked Estep Score: -716295.437500 Penalty: 878.467224 Iteration 70Q: 3 clusters Score -716295.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 15068 members Entering Unmasked Estep Score: -716300.937500 Penalty: 878.467224 Iteration 71Q: 3 clusters Score -716300.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 15077 members Entering Unmasked Estep Score: -716303.562500 Penalty: 878.467224 Iteration 72Q: 3 clusters Score -716303.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 15083 members Entering Unmasked Estep Score: -716304.812500 Penalty: 878.467224 Iteration 73Q: 3 clusters Score -716304.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 15087 members Entering Unmasked Estep Score: -716304.125000 Penalty: 878.467224 Iteration 74Q: 3 clusters Score -716304.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 15092 members Entering Unmasked Estep Score: -716305.500000 Penalty: 878.467224 Iteration 75Q: 3 clusters Score -716305.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 15096 members Entering Unmasked Estep Score: -716306.250000 Penalty: 878.467224 Iteration 76Q: 3 clusters Score -716306.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 15098 members Entering Unmasked Estep Score: -716307.375000 Penalty: 878.467224 Iteration 77Q: 3 clusters Score -716307.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 15103 members Entering Unmasked Estep Score: -716309.437500 Penalty: 878.467224 Iteration 78Q: 3 clusters Score -716309.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 15104 members Entering Unmasked Estep Score: -716309.312500 Penalty: 878.467224 Iteration 79Q: 3 clusters Score -716309.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 15104 members Entering Unmasked Estep Score: -716309.312500 Penalty: 878.467224 Iteration 80F: 3 clusters Score -716309.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (17662 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17662 members Entering Unmasked Estep Score: -829898.500000 Penalty: 444.952271 Iteration 0F: 2 clusters Score -829898.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8861 members Mstep: Class 2 contains 8801 members Entering Unmasked Estep Score: -818074.062500 Penalty: 889.904541 Iteration 0F: 3 clusters Score -818074.1 nChanged 8430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9283 members Mstep: Class 2 contains 8379 members Entering Unmasked Estep Score: -822959.875000 Penalty: 889.904541 Iteration 1F: 3 clusters Score -822959.9 nChanged 811 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9562 members Mstep: Class 2 contains 8100 members Entering Unmasked Estep Score: -823285.187500 Penalty: 889.904541 Iteration 2Q: 3 clusters Score -823285.2 nChanged 875 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9911 members Mstep: Class 2 contains 7751 members Entering Unmasked Estep Score: -823736.750000 Penalty: 889.904541 Iteration 3Q: 3 clusters Score -823736.8 nChanged 970 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10343 members Mstep: Class 2 contains 7319 members Entering Unmasked Estep Score: -824452.125000 Penalty: 889.904541 Iteration 4F: 3 clusters Score -824452.1 nChanged 1147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10840 members Mstep: Class 2 contains 6822 members Entering Unmasked Estep Score: -825470.687500 Penalty: 889.904541 Iteration 5F: 3 clusters Score -825470.7 nChanged 1108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11246 members Mstep: Class 2 contains 6416 members Entering Unmasked Estep Score: -826293.125000 Penalty: 889.904541 Iteration 6F: 3 clusters Score -826293.1 nChanged 835 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11553 members Mstep: Class 2 contains 6109 members Entering Unmasked Estep Score: -826645.937500 Penalty: 889.904541 Iteration 7Q: 3 clusters Score -826645.9 nChanged 460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11813 members Mstep: Class 2 contains 5849 members Entering Unmasked Estep Score: -826777.250000 Penalty: 889.904541 Iteration 8Q: 3 clusters Score -826777.2 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12083 members Mstep: Class 2 contains 5579 members Entering Unmasked Estep Score: -826869.625000 Penalty: 889.904541 Iteration 9Q: 3 clusters Score -826869.6 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12341 members Mstep: Class 2 contains 5321 members Entering Unmasked Estep Score: -826953.187500 Penalty: 889.904541 Iteration 10Q: 3 clusters Score -826953.2 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12615 members Mstep: Class 2 contains 5047 members Entering Unmasked Estep Score: -827037.312500 Penalty: 889.904541 Iteration 11Q: 3 clusters Score -827037.3 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12918 members Mstep: Class 2 contains 4744 members Entering Unmasked Estep Score: -827137.000000 Penalty: 889.904541 Iteration 12Q: 3 clusters Score -827137 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13213 members Mstep: Class 2 contains 4449 members Entering Unmasked Estep Score: -827238.187500 Penalty: 889.904541 Iteration 13Q: 3 clusters Score -827238.2 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13518 members Mstep: Class 2 contains 4144 members Entering Unmasked Estep Score: -827342.812500 Penalty: 889.904541 Iteration 14Q: 3 clusters Score -827342.8 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13837 members Mstep: Class 2 contains 3825 members Entering Unmasked Estep Score: -827462.875000 Penalty: 889.904541 Iteration 15Q: 3 clusters Score -827462.9 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14153 members Mstep: Class 2 contains 3509 members Entering Unmasked Estep Score: -827594.500000 Penalty: 889.904541 Iteration 16Q: 3 clusters Score -827594.5 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14483 members Mstep: Class 2 contains 3179 members Entering Unmasked Estep Score: -827728.750000 Penalty: 889.904541 Iteration 17Q: 3 clusters Score -827728.8 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14780 members Mstep: Class 2 contains 2882 members Entering Unmasked Estep Score: -827853.437500 Penalty: 889.904541 Iteration 18Q: 3 clusters Score -827853.4 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15075 members Mstep: Class 2 contains 2587 members Entering Unmasked Estep Score: -827977.062500 Penalty: 889.904541 Iteration 19Q: 3 clusters Score -827977.1 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15377 members Mstep: Class 2 contains 2285 members Entering Unmasked Estep Score: -828113.687500 Penalty: 889.904541 Iteration 20F: 3 clusters Score -828113.7 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15692 members Mstep: Class 2 contains 1970 members Entering Unmasked Estep Score: -828271.687500 Penalty: 889.904541 Iteration 21Q: 3 clusters Score -828271.7 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15989 members Mstep: Class 2 contains 1673 members Entering Unmasked Estep Score: -828431.375000 Penalty: 889.904541 Iteration 22Q: 3 clusters Score -828431.4 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16268 members Mstep: Class 2 contains 1394 members Entering Unmasked Estep Score: -828585.750000 Penalty: 889.904541 Iteration 23Q: 3 clusters Score -828585.8 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16529 members Mstep: Class 2 contains 1133 members Entering Unmasked Estep Score: -828742.000000 Penalty: 889.904541 Iteration 24Q: 3 clusters Score -828742 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16771 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -828898.062500 Penalty: 889.904541 Iteration 25Q: 3 clusters Score -828898.1 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16976 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -829037.687500 Penalty: 889.904541 Iteration 26Q: 3 clusters Score -829037.7 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17159 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -829193.125000 Penalty: 889.904541 Iteration 27Q: 3 clusters Score -829193.1 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17305 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -829312.500000 Penalty: 889.904541 Iteration 28Q: 3 clusters Score -829312.5 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17402 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -829394.875000 Penalty: 889.904541 Iteration 29Q: 3 clusters Score -829394.9 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17457 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -829437.187500 Penalty: 889.904541 Iteration 30Q: 3 clusters Score -829437.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17498 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -829466.125000 Penalty: 889.904541 Iteration 31Q: 3 clusters Score -829466.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17526 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -829488.750000 Penalty: 889.904541 Iteration 32Q: 3 clusters Score -829488.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17545 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -829505.062500 Penalty: 889.904541 Iteration 33Q: 3 clusters Score -829505.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17552 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -829513.187500 Penalty: 889.904541 Iteration 34Q: 3 clusters Score -829513.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17559 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -829517.875000 Penalty: 889.904541 Iteration 35Q: 3 clusters Score -829517.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17560 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -829518.312500 Penalty: 889.904541 Iteration 36Q: 3 clusters Score -829518.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17562 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -829520.187500 Penalty: 889.904541 Iteration 37Q: 3 clusters Score -829520.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17564 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -829520.437500 Penalty: 889.904541 Iteration 38Q: 3 clusters Score -829520.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17564 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -829520.437500 Penalty: 889.904541 Iteration 39F: 3 clusters Score -829520.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (252269 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252269 members Entering Unmasked Estep Score: -10880590.000000 Penalty: 565.940430 Iteration 0F: 2 clusters Score -1.088059e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125954 members Mstep: Class 2 contains 126315 members Entering Unmasked Estep Score: -10715810.000000 Penalty: 1131.880859 Iteration 0F: 3 clusters Score -1.071581e+07 nChanged 124199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115665 members Mstep: Class 2 contains 136604 members Entering Unmasked Estep Score: -10794689.000000 Penalty: 1131.880859 Iteration 1F: 3 clusters Score -1.079469e+07 nChanged 11666 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109237 members Mstep: Class 2 contains 143032 members Entering Unmasked Estep Score: -10799300.000000 Penalty: 1131.880859 Iteration 2Q: 3 clusters Score -1.07993e+07 nChanged 13259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100942 members Mstep: Class 2 contains 151327 members Entering Unmasked Estep Score: -10805875.000000 Penalty: 1131.880859 Iteration 3F: 3 clusters Score -1.080588e+07 nChanged 14668 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90556 members Mstep: Class 2 contains 161713 members Entering Unmasked Estep Score: -10814608.000000 Penalty: 1131.880859 Iteration 4F: 3 clusters Score -1.081461e+07 nChanged 15410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78920 members Mstep: Class 2 contains 173349 members Entering Unmasked Estep Score: -10825391.000000 Penalty: 1131.880859 Iteration 5F: 3 clusters Score -1.082539e+07 nChanged 14984 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67722 members Mstep: Class 2 contains 184547 members Entering Unmasked Estep Score: -10836794.000000 Penalty: 1131.880859 Iteration 6F: 3 clusters Score -1.083679e+07 nChanged 12721 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58829 members Mstep: Class 2 contains 193440 members Entering Unmasked Estep Score: -10846895.000000 Penalty: 1131.880859 Iteration 7F: 3 clusters Score -1.08469e+07 nChanged 10048 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52357 members Mstep: Class 2 contains 199912 members Entering Unmasked Estep Score: -10853896.000000 Penalty: 1131.880859 Iteration 8Q: 3 clusters Score -1.08539e+07 nChanged 7331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47342 members Mstep: Class 2 contains 204927 members Entering Unmasked Estep Score: -10857531.000000 Penalty: 1131.880859 Iteration 9Q: 3 clusters Score -1.085753e+07 nChanged 5331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42923 members Mstep: Class 2 contains 209346 members Entering Unmasked Estep Score: -10859709.000000 Penalty: 1131.880859 Iteration 10Q: 3 clusters Score -1.085971e+07 nChanged 4430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38697 members Mstep: Class 2 contains 213572 members Entering Unmasked Estep Score: -10861472.000000 Penalty: 1131.880859 Iteration 11Q: 3 clusters Score -1.086147e+07 nChanged 4185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34556 members Mstep: Class 2 contains 217713 members Entering Unmasked Estep Score: -10863148.000000 Penalty: 1131.880859 Iteration 12Q: 3 clusters Score -1.086315e+07 nChanged 4023 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30533 members Mstep: Class 2 contains 221736 members Entering Unmasked Estep Score: -10864852.000000 Penalty: 1131.880859 Iteration 13Q: 3 clusters Score -1.086485e+07 nChanged 3975 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26558 members Mstep: Class 2 contains 225711 members Entering Unmasked Estep Score: -10866654.000000 Penalty: 1131.880859 Iteration 14Q: 3 clusters Score -1.086665e+07 nChanged 3714 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22844 members Mstep: Class 2 contains 229425 members Entering Unmasked Estep Score: -10868289.000000 Penalty: 1131.880859 Iteration 15Q: 3 clusters Score -1.086829e+07 nChanged 3510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19334 members Mstep: Class 2 contains 232935 members Entering Unmasked Estep Score: -10869803.000000 Penalty: 1131.880859 Iteration 16Q: 3 clusters Score -1.08698e+07 nChanged 3326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16008 members Mstep: Class 2 contains 236261 members Entering Unmasked Estep Score: -10871406.000000 Penalty: 1131.880859 Iteration 17Q: 3 clusters Score -1.087141e+07 nChanged 3048 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12960 members Mstep: Class 2 contains 239309 members Entering Unmasked Estep Score: -10872856.000000 Penalty: 1131.880859 Iteration 18Q: 3 clusters Score -1.087286e+07 nChanged 2719 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10241 members Mstep: Class 2 contains 242028 members Entering Unmasked Estep Score: -10874216.000000 Penalty: 1131.880859 Iteration 19Q: 3 clusters Score -1.087422e+07 nChanged 2378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7863 members Mstep: Class 2 contains 244406 members Entering Unmasked Estep Score: -10875510.000000 Penalty: 1131.880859 Iteration 20F: 3 clusters Score -1.087551e+07 nChanged 2032 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5831 members Mstep: Class 2 contains 246438 members Entering Unmasked Estep Score: -10876681.000000 Penalty: 1131.880859 Iteration 21Q: 3 clusters Score -1.087668e+07 nChanged 1647 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4184 members Mstep: Class 2 contains 248085 members Entering Unmasked Estep Score: -10877654.000000 Penalty: 1131.880859 Iteration 22Q: 3 clusters Score -1.087765e+07 nChanged 1284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2900 members Mstep: Class 2 contains 249369 members Entering Unmasked Estep Score: -10878423.000000 Penalty: 1131.880859 Iteration 23Q: 3 clusters Score -1.087842e+07 nChanged 924 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1976 members Mstep: Class 2 contains 250293 members Entering Unmasked Estep Score: -10878946.000000 Penalty: 1131.880859 Iteration 24Q: 3 clusters Score -1.087895e+07 nChanged 635 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1341 members Mstep: Class 2 contains 250928 members Entering Unmasked Estep Score: -10879357.000000 Penalty: 1131.880859 Iteration 25Q: 3 clusters Score -1.087936e+07 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 251332 members Entering Unmasked Estep Score: -10879634.000000 Penalty: 1131.880859 Iteration 26Q: 3 clusters Score -1.087963e+07 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 251618 members Entering Unmasked Estep Score: -10879824.000000 Penalty: 1131.880859 Iteration 27Q: 3 clusters Score -1.087982e+07 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 251790 members Entering Unmasked Estep Score: -10879908.000000 Penalty: 1131.880859 Iteration 28Q: 3 clusters Score -1.087991e+07 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 251892 members Entering Unmasked Estep Score: -10879961.000000 Penalty: 1131.880859 Iteration 29Q: 3 clusters Score -1.087996e+07 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 251961 members Entering Unmasked Estep Score: -10879993.000000 Penalty: 1131.880859 Iteration 30Q: 3 clusters Score -1.087999e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 251997 members Entering Unmasked Estep Score: -10880015.000000 Penalty: 1131.880859 Iteration 31Q: 3 clusters Score -1.088002e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 252025 members Entering Unmasked Estep Score: -10880018.000000 Penalty: 1131.880859 Iteration 32Q: 3 clusters Score -1.088002e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 252043 members Entering Unmasked Estep Score: -10880028.000000 Penalty: 1131.880859 Iteration 33Q: 3 clusters Score -1.088003e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 252056 members Entering Unmasked Estep Score: -10880042.000000 Penalty: 1131.880859 Iteration 34Q: 3 clusters Score -1.088004e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 252068 members Entering Unmasked Estep Score: -10880056.000000 Penalty: 1131.880859 Iteration 35Q: 3 clusters Score -1.088006e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 252078 members Entering Unmasked Estep Score: -10880059.000000 Penalty: 1131.880859 Iteration 36Q: 3 clusters Score -1.088006e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 252081 members Entering Unmasked Estep Score: -10880065.000000 Penalty: 1131.880859 Iteration 37Q: 3 clusters Score -1.088006e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 252084 members Entering Unmasked Estep Score: -10880070.000000 Penalty: 1131.880859 Iteration 38Q: 3 clusters Score -1.088007e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 252085 members Entering Unmasked Estep Score: -10880069.000000 Penalty: 1131.880859 Iteration 39Q: 3 clusters Score -1.088007e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 252085 members Entering Unmasked Estep Score: -10880069.000000 Penalty: 1131.880859 Iteration 40F: 3 clusters Score -1.088007e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (380 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Entering Unmasked Estep Score: -13981.621094 Penalty: 270.277802 Iteration 0F: 2 clusters Score -13981.62 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -13555.466797 Penalty: 540.555603 Iteration 0F: 3 clusters Score -13555.47 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -13636.049805 Penalty: 540.555603 Iteration 1F: 3 clusters Score -13636.05 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -13666.692383 Penalty: 540.555603 Iteration 2F: 3 clusters Score -13666.69 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -13681.016602 Penalty: 540.555603 Iteration 3F: 3 clusters Score -13681.02 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -13690.752930 Penalty: 540.555603 Iteration 4Q: 3 clusters Score -13690.75 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -13697.193359 Penalty: 540.555603 Iteration 5Q: 3 clusters Score -13697.19 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -13705.355469 Penalty: 540.555603 Iteration 6Q: 3 clusters Score -13705.36 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -13712.698242 Penalty: 540.555603 Iteration 7Q: 3 clusters Score -13712.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -13716.744141 Penalty: 540.555603 Iteration 8Q: 3 clusters Score -13716.74 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -13720.755859 Penalty: 540.555603 Iteration 9Q: 3 clusters Score -13720.76 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -13725.339844 Penalty: 540.555603 Iteration 10Q: 3 clusters Score -13725.34 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -13725.339844 Penalty: 540.555603 Iteration 11F: 3 clusters Score -13725.34 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (1096 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Entering Unmasked Estep Score: -50214.878906 Penalty: 318.473724 Iteration 0F: 2 clusters Score -50214.88 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -49357.171875 Penalty: 636.947449 Iteration 0F: 3 clusters Score -49357.17 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -49624.187500 Penalty: 636.947449 Iteration 1F: 3 clusters Score -49624.19 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -49647.664062 Penalty: 636.947449 Iteration 2F: 3 clusters Score -49647.66 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -49660.070312 Penalty: 636.947449 Iteration 3Q: 3 clusters Score -49660.07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -49669.609375 Penalty: 636.947449 Iteration 4Q: 3 clusters Score -49669.61 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -49677.429688 Penalty: 636.947449 Iteration 5Q: 3 clusters Score -49677.43 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -49685.753906 Penalty: 636.947449 Iteration 6Q: 3 clusters Score -49685.75 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -49692.222656 Penalty: 636.947449 Iteration 7Q: 3 clusters Score -49692.22 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -49697.980469 Penalty: 636.947449 Iteration 8Q: 3 clusters Score -49697.98 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -49702.359375 Penalty: 636.947449 Iteration 9Q: 3 clusters Score -49702.36 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -49706.917969 Penalty: 636.947449 Iteration 10Q: 3 clusters Score -49706.92 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -49710.363281 Penalty: 636.947449 Iteration 11Q: 3 clusters Score -49710.36 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -49713.617188 Penalty: 636.947449 Iteration 12Q: 3 clusters Score -49713.62 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -49714.742188 Penalty: 636.947449 Iteration 13Q: 3 clusters Score -49714.74 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -49716.464844 Penalty: 636.947449 Iteration 14Q: 3 clusters Score -49716.46 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -49718.246094 Penalty: 636.947449 Iteration 15Q: 3 clusters Score -49718.25 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -49719.375000 Penalty: 636.947449 Iteration 16Q: 3 clusters Score -49719.38 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -49720.648438 Penalty: 636.947449 Iteration 17Q: 3 clusters Score -49720.65 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -49721.234375 Penalty: 636.947449 Iteration 18Q: 3 clusters Score -49721.23 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -49721.835938 Penalty: 636.947449 Iteration 19Q: 3 clusters Score -49721.84 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -49722.695312 Penalty: 636.947449 Iteration 20F: 3 clusters Score -49722.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -49723.949219 Penalty: 636.947449 Iteration 21Q: 3 clusters Score -49723.95 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -49725.519531 Penalty: 636.947449 Iteration 22Q: 3 clusters Score -49725.52 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -49727.699219 Penalty: 636.947449 Iteration 23Q: 3 clusters Score -49727.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -49729.101562 Penalty: 636.947449 Iteration 24Q: 3 clusters Score -49729.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -49730.023438 Penalty: 636.947449 Iteration 25Q: 3 clusters Score -49730.02 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -49730.816406 Penalty: 636.947449 Iteration 26Q: 3 clusters Score -49730.82 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -49731.191406 Penalty: 636.947449 Iteration 27Q: 3 clusters Score -49731.19 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -49732.468750 Penalty: 636.947449 Iteration 28Q: 3 clusters Score -49732.47 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -49735.207031 Penalty: 636.947449 Iteration 29Q: 3 clusters Score -49735.21 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -49737.421875 Penalty: 636.947449 Iteration 30Q: 3 clusters Score -49737.42 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -49739.019531 Penalty: 636.947449 Iteration 31Q: 3 clusters Score -49739.02 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -49739.523438 Penalty: 636.947449 Iteration 32Q: 3 clusters Score -49739.52 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -49739.761719 Penalty: 636.947449 Iteration 33Q: 3 clusters Score -49739.76 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -49739.964844 Penalty: 636.947449 Iteration 34Q: 3 clusters Score -49739.96 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -49740.289062 Penalty: 636.947449 Iteration 35Q: 3 clusters Score -49740.29 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -49741.535156 Penalty: 636.947449 Iteration 36Q: 3 clusters Score -49741.54 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -49741.773438 Penalty: 636.947449 Iteration 37Q: 3 clusters Score -49741.77 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -49741.773438 Penalty: 636.947449 Iteration 38F: 3 clusters Score -49741.77 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (747 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Entering Unmasked Estep Score: -30110.876953 Penalty: 301.030945 Iteration 0F: 2 clusters Score -30110.88 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -29447.419922 Penalty: 602.061890 Iteration 0F: 3 clusters Score -29447.42 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -29615.943359 Penalty: 602.061890 Iteration 1F: 3 clusters Score -29615.94 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -29653.701172 Penalty: 602.061890 Iteration 2F: 3 clusters Score -29653.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -29677.412109 Penalty: 602.061890 Iteration 3Q: 3 clusters Score -29677.41 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -29689.265625 Penalty: 602.061890 Iteration 4Q: 3 clusters Score -29689.27 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -29704.312500 Penalty: 602.061890 Iteration 5Q: 3 clusters Score -29704.31 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -29726.871094 Penalty: 602.061890 Iteration 6Q: 3 clusters Score -29726.87 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -29749.572266 Penalty: 602.061890 Iteration 7Q: 3 clusters Score -29749.57 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -29777.886719 Penalty: 602.061890 Iteration 8Q: 3 clusters Score -29777.89 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -29793.625000 Penalty: 602.061890 Iteration 9Q: 3 clusters Score -29793.62 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -29804.548828 Penalty: 602.061890 Iteration 10Q: 3 clusters Score -29804.55 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -29811.322266 Penalty: 602.061890 Iteration 11Q: 3 clusters Score -29811.32 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -29822.759766 Penalty: 602.061890 Iteration 12Q: 3 clusters Score -29822.76 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -29834.259766 Penalty: 602.061890 Iteration 13Q: 3 clusters Score -29834.26 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -29841.490234 Penalty: 602.061890 Iteration 14Q: 3 clusters Score -29841.49 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -29845.806641 Penalty: 602.061890 Iteration 15Q: 3 clusters Score -29845.81 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -29850.037109 Penalty: 602.061890 Iteration 16Q: 3 clusters Score -29850.04 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -29851.847656 Penalty: 602.061890 Iteration 17Q: 3 clusters Score -29851.85 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -29854.408203 Penalty: 602.061890 Iteration 18Q: 3 clusters Score -29854.41 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -29855.111328 Penalty: 602.061890 Iteration 19Q: 3 clusters Score -29855.11 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -29855.111328 Penalty: 602.061890 Iteration 20F: 3 clusters Score -29855.11 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (34184 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34184 members Entering Unmasked Estep Score: -1412368.500000 Penalty: 474.997864 Iteration 0F: 2 clusters Score -1412368 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17117 members Mstep: Class 2 contains 17067 members Entering Unmasked Estep Score: -1389530.625000 Penalty: 949.995728 Iteration 0F: 3 clusters Score -1389531 nChanged 16377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17330 members Mstep: Class 2 contains 16854 members Entering Unmasked Estep Score: -1399056.000000 Penalty: 949.995728 Iteration 1F: 3 clusters Score -1399056 nChanged 1198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17426 members Mstep: Class 2 contains 16758 members Entering Unmasked Estep Score: -1399401.500000 Penalty: 949.995728 Iteration 2Q: 3 clusters Score -1399402 nChanged 1321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17647 members Mstep: Class 2 contains 16537 members Entering Unmasked Estep Score: -1399882.500000 Penalty: 949.995728 Iteration 3Q: 3 clusters Score -1399882 nChanged 1533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17954 members Mstep: Class 2 contains 16230 members Entering Unmasked Estep Score: -1400633.500000 Penalty: 949.995728 Iteration 4Q: 3 clusters Score -1400634 nChanged 1792 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18308 members Mstep: Class 2 contains 15876 members Entering Unmasked Estep Score: -1401694.875000 Penalty: 949.995728 Iteration 5F: 3 clusters Score -1401695 nChanged 2037 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18645 members Mstep: Class 2 contains 15539 members Entering Unmasked Estep Score: -1403115.250000 Penalty: 949.995728 Iteration 6F: 3 clusters Score -1403115 nChanged 2076 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18977 members Mstep: Class 2 contains 15207 members Entering Unmasked Estep Score: -1404589.750000 Penalty: 949.995728 Iteration 7F: 3 clusters Score -1404590 nChanged 1850 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19263 members Mstep: Class 2 contains 14921 members Entering Unmasked Estep Score: -1405561.125000 Penalty: 949.995728 Iteration 8F: 3 clusters Score -1405561 nChanged 1179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19518 members Mstep: Class 2 contains 14666 members Entering Unmasked Estep Score: -1405888.375000 Penalty: 949.995728 Iteration 9Q: 3 clusters Score -1405888 nChanged 662 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19782 members Mstep: Class 2 contains 14402 members Entering Unmasked Estep Score: -1406009.250000 Penalty: 949.995728 Iteration 10Q: 3 clusters Score -1406009 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20023 members Mstep: Class 2 contains 14161 members Entering Unmasked Estep Score: -1406072.875000 Penalty: 949.995728 Iteration 11Q: 3 clusters Score -1406073 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20302 members Mstep: Class 2 contains 13882 members Entering Unmasked Estep Score: -1406125.875000 Penalty: 949.995728 Iteration 12Q: 3 clusters Score -1406126 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20558 members Mstep: Class 2 contains 13626 members Entering Unmasked Estep Score: -1406185.750000 Penalty: 949.995728 Iteration 13Q: 3 clusters Score -1406186 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20853 members Mstep: Class 2 contains 13331 members Entering Unmasked Estep Score: -1406245.125000 Penalty: 949.995728 Iteration 14Q: 3 clusters Score -1406245 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21216 members Mstep: Class 2 contains 12968 members Entering Unmasked Estep Score: -1406320.625000 Penalty: 949.995728 Iteration 15Q: 3 clusters Score -1406321 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21606 members Mstep: Class 2 contains 12578 members Entering Unmasked Estep Score: -1406388.375000 Penalty: 949.995728 Iteration 16Q: 3 clusters Score -1406388 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21987 members Mstep: Class 2 contains 12197 members Entering Unmasked Estep Score: -1406467.750000 Penalty: 949.995728 Iteration 17Q: 3 clusters Score -1406468 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22423 members Mstep: Class 2 contains 11761 members Entering Unmasked Estep Score: -1406562.375000 Penalty: 949.995728 Iteration 18Q: 3 clusters Score -1406562 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22868 members Mstep: Class 2 contains 11316 members Entering Unmasked Estep Score: -1406663.875000 Penalty: 949.995728 Iteration 19Q: 3 clusters Score -1406664 nChanged 476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23334 members Mstep: Class 2 contains 10850 members Entering Unmasked Estep Score: -1406780.375000 Penalty: 949.995728 Iteration 20F: 3 clusters Score -1406780 nChanged 512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23844 members Mstep: Class 2 contains 10340 members Entering Unmasked Estep Score: -1406921.125000 Penalty: 949.995728 Iteration 21Q: 3 clusters Score -1406921 nChanged 536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24374 members Mstep: Class 2 contains 9810 members Entering Unmasked Estep Score: -1407066.500000 Penalty: 949.995728 Iteration 22Q: 3 clusters Score -1407066 nChanged 551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24925 members Mstep: Class 2 contains 9259 members Entering Unmasked Estep Score: -1407223.250000 Penalty: 949.995728 Iteration 23Q: 3 clusters Score -1407223 nChanged 594 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25517 members Mstep: Class 2 contains 8667 members Entering Unmasked Estep Score: -1407423.125000 Penalty: 949.995728 Iteration 24Q: 3 clusters Score -1407423 nChanged 662 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26179 members Mstep: Class 2 contains 8005 members Entering Unmasked Estep Score: -1407681.625000 Penalty: 949.995728 Iteration 25Q: 3 clusters Score -1407682 nChanged 681 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26860 members Mstep: Class 2 contains 7324 members Entering Unmasked Estep Score: -1407976.625000 Penalty: 949.995728 Iteration 26Q: 3 clusters Score -1407977 nChanged 760 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27620 members Mstep: Class 2 contains 6564 members Entering Unmasked Estep Score: -1408319.750000 Penalty: 949.995728 Iteration 27Q: 3 clusters Score -1408320 nChanged 761 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28379 members Mstep: Class 2 contains 5805 members Entering Unmasked Estep Score: -1408716.750000 Penalty: 949.995728 Iteration 28Q: 3 clusters Score -1408717 nChanged 726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29099 members Mstep: Class 2 contains 5085 members Entering Unmasked Estep Score: -1409117.625000 Penalty: 949.995728 Iteration 29Q: 3 clusters Score -1409118 nChanged 705 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29796 members Mstep: Class 2 contains 4388 members Entering Unmasked Estep Score: -1409541.000000 Penalty: 949.995728 Iteration 30Q: 3 clusters Score -1409541 nChanged 650 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30434 members Mstep: Class 2 contains 3750 members Entering Unmasked Estep Score: -1409919.625000 Penalty: 949.995728 Iteration 31Q: 3 clusters Score -1409920 nChanged 588 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31008 members Mstep: Class 2 contains 3176 members Entering Unmasked Estep Score: -1410294.500000 Penalty: 949.995728 Iteration 32Q: 3 clusters Score -1410294 nChanged 551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31549 members Mstep: Class 2 contains 2635 members Entering Unmasked Estep Score: -1410669.125000 Penalty: 949.995728 Iteration 33Q: 3 clusters Score -1410669 nChanged 478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32019 members Mstep: Class 2 contains 2165 members Entering Unmasked Estep Score: -1411016.125000 Penalty: 949.995728 Iteration 34Q: 3 clusters Score -1411016 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32393 members Mstep: Class 2 contains 1791 members Entering Unmasked Estep Score: -1411319.625000 Penalty: 949.995728 Iteration 35Q: 3 clusters Score -1411320 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32686 members Mstep: Class 2 contains 1498 members Entering Unmasked Estep Score: -1411576.375000 Penalty: 949.995728 Iteration 36Q: 3 clusters Score -1411576 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32890 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -1411766.250000 Penalty: 949.995728 Iteration 37Q: 3 clusters Score -1411766 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33005 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -1411881.500000 Penalty: 949.995728 Iteration 38Q: 3 clusters Score -1411882 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33094 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -1411971.000000 Penalty: 949.995728 Iteration 39Q: 3 clusters Score -1411971 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33132 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -1412016.000000 Penalty: 949.995728 Iteration 40F: 3 clusters Score -1412016 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33170 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -1412053.875000 Penalty: 949.995728 Iteration 41Q: 3 clusters Score -1412054 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33214 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -1412086.000000 Penalty: 949.995728 Iteration 42Q: 3 clusters Score -1412086 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33228 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -1412108.375000 Penalty: 949.995728 Iteration 43Q: 3 clusters Score -1412108 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33237 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -1412120.125000 Penalty: 949.995728 Iteration 44Q: 3 clusters Score -1412120 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33240 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -1412138.500000 Penalty: 949.995728 Iteration 45Q: 3 clusters Score -1412138 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33229 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -1412155.750000 Penalty: 949.995728 Iteration 46Q: 3 clusters Score -1412156 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33218 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -1412168.000000 Penalty: 949.995728 Iteration 47Q: 3 clusters Score -1412168 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33210 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -1412178.125000 Penalty: 949.995728 Iteration 48Q: 3 clusters Score -1412178 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33208 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -1412189.375000 Penalty: 949.995728 Iteration 49Q: 3 clusters Score -1412189 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33204 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -1412201.625000 Penalty: 949.995728 Iteration 50Q: 3 clusters Score -1412202 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33197 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -1412204.875000 Penalty: 949.995728 Iteration 51Q: 3 clusters Score -1412205 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33182 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -1412208.375000 Penalty: 949.995728 Iteration 52Q: 3 clusters Score -1412208 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33172 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -1412210.500000 Penalty: 949.995728 Iteration 53Q: 3 clusters Score -1412210 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33170 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -1412215.000000 Penalty: 949.995728 Iteration 54Q: 3 clusters Score -1412215 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33164 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -1412220.125000 Penalty: 949.995728 Iteration 55Q: 3 clusters Score -1412220 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33153 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -1412223.750000 Penalty: 949.995728 Iteration 56Q: 3 clusters Score -1412224 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33145 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -1412223.500000 Penalty: 949.995728 Iteration 57Q: 3 clusters Score -1412224 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33142 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -1412227.250000 Penalty: 949.995728 Iteration 58Q: 3 clusters Score -1412227 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33141 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -1412228.000000 Penalty: 949.995728 Iteration 59Q: 3 clusters Score -1412228 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33140 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -1412238.500000 Penalty: 949.995728 Iteration 60F: 3 clusters Score -1412238 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33138 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -1412242.500000 Penalty: 949.995728 Iteration 61Q: 3 clusters Score -1412242 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33130 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -1412247.125000 Penalty: 949.995728 Iteration 62Q: 3 clusters Score -1412247 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33123 members Mstep: Class 2 contains 1061 members Entering Unmasked Estep Score: -1412250.625000 Penalty: 949.995728 Iteration 63Q: 3 clusters Score -1412251 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33120 members Mstep: Class 2 contains 1064 members Entering Unmasked Estep Score: -1412253.000000 Penalty: 949.995728 Iteration 64Q: 3 clusters Score -1412253 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33121 members Mstep: Class 2 contains 1063 members Entering Unmasked Estep Score: -1412261.500000 Penalty: 949.995728 Iteration 65Q: 3 clusters Score -1412262 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33121 members Mstep: Class 2 contains 1063 members Entering Unmasked Estep Score: -1412263.000000 Penalty: 949.995728 Iteration 66Q: 3 clusters Score -1412263 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33112 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -1412265.750000 Penalty: 949.995728 Iteration 67Q: 3 clusters Score -1412266 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33104 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -1412267.500000 Penalty: 949.995728 Iteration 68Q: 3 clusters Score -1412268 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33099 members Mstep: Class 2 contains 1085 members Entering Unmasked Estep Score: -1412269.625000 Penalty: 949.995728 Iteration 69Q: 3 clusters Score -1412270 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33089 members Mstep: Class 2 contains 1095 members Entering Unmasked Estep Score: -1412272.000000 Penalty: 949.995728 Iteration 70Q: 3 clusters Score -1412272 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33085 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -1412274.375000 Penalty: 949.995728 Iteration 71Q: 3 clusters Score -1412274 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33082 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -1412274.875000 Penalty: 949.995728 Iteration 72Q: 3 clusters Score -1412275 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33074 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -1412275.250000 Penalty: 949.995728 Iteration 73Q: 3 clusters Score -1412275 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33065 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -1412280.375000 Penalty: 949.995728 Iteration 74Q: 3 clusters Score -1412280 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33055 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -1412281.125000 Penalty: 949.995728 Iteration 75Q: 3 clusters Score -1412281 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33039 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -1412284.375000 Penalty: 949.995728 Iteration 76Q: 3 clusters Score -1412284 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33028 members Mstep: Class 2 contains 1156 members Entering Unmasked Estep Score: -1412285.250000 Penalty: 949.995728 Iteration 77Q: 3 clusters Score -1412285 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33020 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -1412287.375000 Penalty: 949.995728 Iteration 78Q: 3 clusters Score -1412287 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33013 members Mstep: Class 2 contains 1171 members Entering Unmasked Estep Score: -1412285.250000 Penalty: 949.995728 Iteration 79Q: 3 clusters Score -1412285 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33010 members Mstep: Class 2 contains 1174 members Entering Unmasked Estep Score: -1412284.500000 Penalty: 949.995728 Iteration 80F: 3 clusters Score -1412284 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33004 members Mstep: Class 2 contains 1180 members Entering Unmasked Estep Score: -1412285.000000 Penalty: 949.995728 Iteration 81Q: 3 clusters Score -1412285 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33003 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -1412285.000000 Penalty: 949.995728 Iteration 82Q: 3 clusters Score -1412285 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33004 members Mstep: Class 2 contains 1180 members Entering Unmasked Estep Score: -1412287.125000 Penalty: 949.995728 Iteration 83Q: 3 clusters Score -1412287 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32998 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -1412288.125000 Penalty: 949.995728 Iteration 84Q: 3 clusters Score -1412288 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32995 members Mstep: Class 2 contains 1189 members Entering Unmasked Estep Score: -1412288.000000 Penalty: 949.995728 Iteration 85Q: 3 clusters Score -1412288 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32990 members Mstep: Class 2 contains 1194 members Entering Unmasked Estep Score: -1412284.625000 Penalty: 949.995728 Iteration 86Q: 3 clusters Score -1412285 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32984 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -1412287.125000 Penalty: 949.995728 Iteration 87Q: 3 clusters Score -1412287 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32980 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -1412289.250000 Penalty: 949.995728 Iteration 88Q: 3 clusters Score -1412289 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32977 members Mstep: Class 2 contains 1207 members Entering Unmasked Estep Score: -1412289.750000 Penalty: 949.995728 Iteration 89Q: 3 clusters Score -1412290 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32975 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -1412290.750000 Penalty: 949.995728 Iteration 90Q: 3 clusters Score -1412291 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32974 members Mstep: Class 2 contains 1210 members Entering Unmasked Estep Score: -1412290.750000 Penalty: 949.995728 Iteration 91Q: 3 clusters Score -1412291 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32970 members Mstep: Class 2 contains 1214 members Entering Unmasked Estep Score: -1412292.500000 Penalty: 949.995728 Iteration 92Q: 3 clusters Score -1412292 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32967 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -1412292.625000 Penalty: 949.995728 Iteration 93Q: 3 clusters Score -1412293 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32969 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -1412295.500000 Penalty: 949.995728 Iteration 94Q: 3 clusters Score -1412296 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32970 members Mstep: Class 2 contains 1214 members Entering Unmasked Estep Score: -1412293.875000 Penalty: 949.995728 Iteration 95Q: 3 clusters Score -1412294 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32971 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -1412294.500000 Penalty: 949.995728 Iteration 96Q: 3 clusters Score -1412294 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32971 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -1412294.500000 Penalty: 949.995728 Iteration 97F: 3 clusters Score -1412294 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (31184 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31184 members Entering Unmasked Estep Score: -1372239.250000 Penalty: 470.818542 Iteration 0F: 2 clusters Score -1372239 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15733 members Mstep: Class 2 contains 15451 members Entering Unmasked Estep Score: -1351441.625000 Penalty: 941.637085 Iteration 0F: 3 clusters Score -1351442 nChanged 14903 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18750 members Mstep: Class 2 contains 12434 members Entering Unmasked Estep Score: -1360885.500000 Penalty: 941.637085 Iteration 1F: 3 clusters Score -1360886 nChanged 1842 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20346 members Mstep: Class 2 contains 10838 members Entering Unmasked Estep Score: -1361837.125000 Penalty: 941.637085 Iteration 2F: 3 clusters Score -1361837 nChanged 2258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22476 members Mstep: Class 2 contains 8708 members Entering Unmasked Estep Score: -1363373.750000 Penalty: 941.637085 Iteration 3F: 3 clusters Score -1363374 nChanged 2643 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25081 members Mstep: Class 2 contains 6103 members Entering Unmasked Estep Score: -1365655.250000 Penalty: 941.637085 Iteration 4F: 3 clusters Score -1365655 nChanged 2570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27649 members Mstep: Class 2 contains 3535 members Entering Unmasked Estep Score: -1368209.500000 Penalty: 941.637085 Iteration 5F: 3 clusters Score -1368210 nChanged 1924 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29569 members Mstep: Class 2 contains 1615 members Entering Unmasked Estep Score: -1370212.750000 Penalty: 941.637085 Iteration 6F: 3 clusters Score -1370213 nChanged 1039 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30604 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -1371284.000000 Penalty: 941.637085 Iteration 7Q: 3 clusters Score -1371284 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30992 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -1371658.375000 Penalty: 941.637085 Iteration 8Q: 3 clusters Score -1371658 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31096 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -1371750.500000 Penalty: 941.637085 Iteration 9Q: 3 clusters Score -1371750 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31120 members Mstep: Class 2 contains 64 members Entering Unmasked Estep Score: -1371791.000000 Penalty: 941.637085 Iteration 10Q: 3 clusters Score -1371791 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31122 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -1371799.625000 Penalty: 941.637085 Iteration 11Q: 3 clusters Score -1371800 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31124 members Mstep: Class 2 contains 60 members Entering Unmasked Estep Score: -1371802.125000 Penalty: 941.637085 Iteration 12Q: 3 clusters Score -1371802 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31126 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -1371810.250000 Penalty: 941.637085 Iteration 13Q: 3 clusters Score -1371810 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31122 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -1371816.250000 Penalty: 941.637085 Iteration 14Q: 3 clusters Score -1371816 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31120 members Mstep: Class 2 contains 64 members Entering Unmasked Estep Score: -1371817.125000 Penalty: 941.637085 Iteration 15Q: 3 clusters Score -1371817 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31119 members Mstep: Class 2 contains 65 members Entering Unmasked Estep Score: -1371819.000000 Penalty: 941.637085 Iteration 16Q: 3 clusters Score -1371819 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31118 members Mstep: Class 2 contains 66 members Entering Unmasked Estep Score: -1371818.250000 Penalty: 941.637085 Iteration 17Q: 3 clusters Score -1371818 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31117 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -1371821.375000 Penalty: 941.637085 Iteration 18Q: 3 clusters Score -1371821 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31118 members Mstep: Class 2 contains 66 members Entering Unmasked Estep Score: -1371825.250000 Penalty: 941.637085 Iteration 19Q: 3 clusters Score -1371825 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31120 members Mstep: Class 2 contains 64 members Entering Unmasked Estep Score: -1371827.375000 Penalty: 941.637085 Iteration 20F: 3 clusters Score -1371827 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (920 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Entering Unmasked Estep Score: -35721.414062 Penalty: 310.509003 Iteration 0F: 2 clusters Score -35721.41 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -34977.335938 Penalty: 621.018005 Iteration 0F: 3 clusters Score -34977.34 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -35193.839844 Penalty: 621.018005 Iteration 1F: 3 clusters Score -35193.84 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -35247.542969 Penalty: 621.018005 Iteration 2F: 3 clusters Score -35247.54 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -35287.304688 Penalty: 621.018005 Iteration 3F: 3 clusters Score -35287.3 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -35321.097656 Penalty: 621.018005 Iteration 4F: 3 clusters Score -35321.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -35354.660156 Penalty: 621.018005 Iteration 5Q: 3 clusters Score -35354.66 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -35396.804688 Penalty: 621.018005 Iteration 6Q: 3 clusters Score -35396.8 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -35452.773438 Penalty: 621.018005 Iteration 7F: 3 clusters Score -35452.77 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -35501.761719 Penalty: 621.018005 Iteration 8Q: 3 clusters Score -35501.76 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -35538.683594 Penalty: 621.018005 Iteration 9Q: 3 clusters Score -35538.68 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -35560.925781 Penalty: 621.018005 Iteration 10Q: 3 clusters Score -35560.93 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -35572.933594 Penalty: 621.018005 Iteration 11Q: 3 clusters Score -35572.93 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -35584.785156 Penalty: 621.018005 Iteration 12Q: 3 clusters Score -35584.79 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -35588.343750 Penalty: 621.018005 Iteration 13Q: 3 clusters Score -35588.34 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -35590.339844 Penalty: 621.018005 Iteration 14Q: 3 clusters Score -35590.34 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -35592.707031 Penalty: 621.018005 Iteration 15Q: 3 clusters Score -35592.71 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -35595.117188 Penalty: 621.018005 Iteration 16Q: 3 clusters Score -35595.12 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -35595.117188 Penalty: 621.018005 Iteration 17F: 3 clusters Score -35595.12 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (378 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Entering Unmasked Estep Score: -14043.421875 Penalty: 270.037689 Iteration 0F: 2 clusters Score -14043.42 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -13630.195312 Penalty: 540.075378 Iteration 0F: 3 clusters Score -13630.2 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -13724.875000 Penalty: 540.075378 Iteration 1F: 3 clusters Score -13724.88 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -13745.074219 Penalty: 540.075378 Iteration 2F: 3 clusters Score -13745.07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -13752.895508 Penalty: 540.075378 Iteration 3Q: 3 clusters Score -13752.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -13757.888672 Penalty: 540.075378 Iteration 4Q: 3 clusters Score -13757.89 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -13764.224609 Penalty: 540.075378 Iteration 5Q: 3 clusters Score -13764.22 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -13767.962891 Penalty: 540.075378 Iteration 6Q: 3 clusters Score -13767.96 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -13777.117188 Penalty: 540.075378 Iteration 7Q: 3 clusters Score -13777.12 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -13784.854492 Penalty: 540.075378 Iteration 8Q: 3 clusters Score -13784.85 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -13805.819336 Penalty: 540.075378 Iteration 9Q: 3 clusters Score -13805.82 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -13827.975586 Penalty: 540.075378 Iteration 10Q: 3 clusters Score -13827.98 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -13843.795898 Penalty: 540.075378 Iteration 11Q: 3 clusters Score -13843.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -13849.993164 Penalty: 540.075378 Iteration 12Q: 3 clusters Score -13849.99 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -13851.539062 Penalty: 540.075378 Iteration 13Q: 3 clusters Score -13851.54 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -13854.230469 Penalty: 540.075378 Iteration 14Q: 3 clusters Score -13854.23 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -13857.315430 Penalty: 540.075378 Iteration 15Q: 3 clusters Score -13857.32 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -13861.166992 Penalty: 540.075378 Iteration 16Q: 3 clusters Score -13861.17 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -13867.654297 Penalty: 540.075378 Iteration 17Q: 3 clusters Score -13867.65 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -13869.966797 Penalty: 540.075378 Iteration 18Q: 3 clusters Score -13869.97 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -13870.528320 Penalty: 540.075378 Iteration 19Q: 3 clusters Score -13870.53 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -13870.933594 Penalty: 540.075378 Iteration 20F: 3 clusters Score -13870.93 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (706 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Entering Unmasked Estep Score: -28472.474609 Penalty: 298.462494 Iteration 0F: 2 clusters Score -28472.47 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -27845.568359 Penalty: 596.924988 Iteration 0F: 3 clusters Score -27845.57 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -28020.712891 Penalty: 596.924988 Iteration 1F: 3 clusters Score -28020.71 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -28070.484375 Penalty: 596.924988 Iteration 2F: 3 clusters Score -28070.48 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -28104.007812 Penalty: 596.924988 Iteration 3F: 3 clusters Score -28104.01 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -28137.970703 Penalty: 596.924988 Iteration 4Q: 3 clusters Score -28137.97 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -28154.080078 Penalty: 596.924988 Iteration 5Q: 3 clusters Score -28154.08 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -28169.523438 Penalty: 596.924988 Iteration 6Q: 3 clusters Score -28169.52 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -28178.931641 Penalty: 596.924988 Iteration 7Q: 3 clusters Score -28178.93 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -28194.242188 Penalty: 596.924988 Iteration 8Q: 3 clusters Score -28194.24 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -28209.521484 Penalty: 596.924988 Iteration 9Q: 3 clusters Score -28209.52 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -28223.994141 Penalty: 596.924988 Iteration 10Q: 3 clusters Score -28223.99 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -28236.394531 Penalty: 596.924988 Iteration 11Q: 3 clusters Score -28236.39 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -28249.660156 Penalty: 596.924988 Iteration 12Q: 3 clusters Score -28249.66 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -28254.859375 Penalty: 596.924988 Iteration 13Q: 3 clusters Score -28254.86 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -28256.332031 Penalty: 596.924988 Iteration 14Q: 3 clusters Score -28256.33 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -28256.818359 Penalty: 596.924988 Iteration 15Q: 3 clusters Score -28256.82 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -28259.382812 Penalty: 596.924988 Iteration 16Q: 3 clusters Score -28259.38 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -28261.210938 Penalty: 596.924988 Iteration 17Q: 3 clusters Score -28261.21 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -28264.365234 Penalty: 596.924988 Iteration 18Q: 3 clusters Score -28264.37 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -28266.900391 Penalty: 596.924988 Iteration 19Q: 3 clusters Score -28266.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -28267.562500 Penalty: 596.924988 Iteration 20F: 3 clusters Score -28267.56 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -28268.119141 Penalty: 596.924988 Iteration 21Q: 3 clusters Score -28268.12 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -28268.119141 Penalty: 596.924988 Iteration 22F: 3 clusters Score -28268.12 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (5152 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5152 members Entering Unmasked Estep Score: -241925.984375 Penalty: 388.894867 Iteration 0F: 2 clusters Score -241926 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2651 members Mstep: Class 2 contains 2501 members Entering Unmasked Estep Score: -238396.296875 Penalty: 777.789734 Iteration 0F: 3 clusters Score -238396.3 nChanged 2349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2982 members Mstep: Class 2 contains 2170 members Entering Unmasked Estep Score: -239798.140625 Penalty: 777.789734 Iteration 1F: 3 clusters Score -239798.1 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3176 members Mstep: Class 2 contains 1976 members Entering Unmasked Estep Score: -240006.125000 Penalty: 777.789734 Iteration 2F: 3 clusters Score -240006.1 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3417 members Mstep: Class 2 contains 1735 members Entering Unmasked Estep Score: -240261.000000 Penalty: 777.789734 Iteration 3F: 3 clusters Score -240261 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3678 members Mstep: Class 2 contains 1474 members Entering Unmasked Estep Score: -240553.500000 Penalty: 777.789734 Iteration 4F: 3 clusters Score -240553.5 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3927 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -240825.343750 Penalty: 777.789734 Iteration 5F: 3 clusters Score -240825.3 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4115 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -241018.406250 Penalty: 777.789734 Iteration 6Q: 3 clusters Score -241018.4 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4254 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -241153.843750 Penalty: 777.789734 Iteration 7Q: 3 clusters Score -241153.8 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4375 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -241239.109375 Penalty: 777.789734 Iteration 8Q: 3 clusters Score -241239.1 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4471 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -241294.265625 Penalty: 777.789734 Iteration 9Q: 3 clusters Score -241294.3 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4562 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -241345.625000 Penalty: 777.789734 Iteration 10Q: 3 clusters Score -241345.6 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4628 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -241382.203125 Penalty: 777.789734 Iteration 11Q: 3 clusters Score -241382.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4678 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -241409.078125 Penalty: 777.789734 Iteration 12Q: 3 clusters Score -241409.1 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4725 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -241429.968750 Penalty: 777.789734 Iteration 13Q: 3 clusters Score -241430 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4766 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -241456.203125 Penalty: 777.789734 Iteration 14Q: 3 clusters Score -241456.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4806 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -241481.359375 Penalty: 777.789734 Iteration 15Q: 3 clusters Score -241481.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4834 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -241497.890625 Penalty: 777.789734 Iteration 16Q: 3 clusters Score -241497.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4863 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -241515.343750 Penalty: 777.789734 Iteration 17Q: 3 clusters Score -241515.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4886 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -241528.953125 Penalty: 777.789734 Iteration 18Q: 3 clusters Score -241529 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4908 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -241544.265625 Penalty: 777.789734 Iteration 19Q: 3 clusters Score -241544.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4927 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -241550.687500 Penalty: 777.789734 Iteration 20F: 3 clusters Score -241550.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4936 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -241553.921875 Penalty: 777.789734 Iteration 21Q: 3 clusters Score -241553.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4942 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -241558.062500 Penalty: 777.789734 Iteration 22Q: 3 clusters Score -241558.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4949 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -241562.781250 Penalty: 777.789734 Iteration 23Q: 3 clusters Score -241562.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4957 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -241566.515625 Penalty: 777.789734 Iteration 24Q: 3 clusters Score -241566.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4962 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -241568.828125 Penalty: 777.789734 Iteration 25Q: 3 clusters Score -241568.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4966 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -241571.703125 Penalty: 777.789734 Iteration 26Q: 3 clusters Score -241571.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4969 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -241573.000000 Penalty: 777.789734 Iteration 27Q: 3 clusters Score -241573 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4969 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -241574.421875 Penalty: 777.789734 Iteration 28Q: 3 clusters Score -241574.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4971 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -241575.015625 Penalty: 777.789734 Iteration 29Q: 3 clusters Score -241575 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4975 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -241576.062500 Penalty: 777.789734 Iteration 30Q: 3 clusters Score -241576.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4976 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -241576.031250 Penalty: 777.789734 Iteration 31Q: 3 clusters Score -241576 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4976 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -241576.031250 Penalty: 777.789734 Iteration 32F: 3 clusters Score -241576 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (226 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Entering Unmasked Estep Score: -8491.201172 Penalty: 246.634354 Iteration 0F: 2 clusters Score -8491.201 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -8197.131836 Penalty: 493.268707 Iteration 0F: 3 clusters Score -8197.132 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -8312.823242 Penalty: 493.268707 Iteration 1F: 3 clusters Score -8312.823 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 66 members Entering Unmasked Estep Score: -8348.914062 Penalty: 493.268707 Iteration 2F: 3 clusters Score -8348.914 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 61 members Entering Unmasked Estep Score: -8363.062500 Penalty: 493.268707 Iteration 3Q: 3 clusters Score -8363.062 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 55 members Entering Unmasked Estep Score: -8374.043945 Penalty: 493.268707 Iteration 4Q: 3 clusters Score -8374.044 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 50 members Entering Unmasked Estep Score: -8383.627930 Penalty: 493.268707 Iteration 5Q: 3 clusters Score -8383.628 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 43 members Entering Unmasked Estep Score: -8395.250000 Penalty: 493.268707 Iteration 6Q: 3 clusters Score -8395.25 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 39 members Entering Unmasked Estep Score: -8408.933594 Penalty: 493.268707 Iteration 7Q: 3 clusters Score -8408.934 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 38 members Entering Unmasked Estep Score: -8410.281250 Penalty: 493.268707 Iteration 8Q: 3 clusters Score -8410.281 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 38 members Entering Unmasked Estep Score: -8410.281250 Penalty: 493.268707 Iteration 9F: 3 clusters Score -8410.281 nChanged 0 --- Evaluating fit on full set of 1108397 points --- Entering Unmasked Estep Score: -46629068.000000 Penalty: 12665.767578 22->21 Clusters: Score -46629068.000000, best is -46657172.000000 Starting from 23 clusters... Entering ConstructFrom: --- Running on subset of 369465 points --- Entering CEM Assigned 23 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17007 members Mstep: Class 2 contains 16734 members Mstep: Class 3 contains 16848 members Mstep: Class 4 contains 16767 members Mstep: Class 5 contains 16781 members Mstep: Class 6 contains 16758 members Mstep: Class 7 contains 16748 members Mstep: Class 8 contains 16752 members Mstep: Class 9 contains 17056 members Mstep: Class 10 contains 16763 members Mstep: Class 11 contains 16863 members Mstep: Class 12 contains 16867 members Mstep: Class 13 contains 16882 members Mstep: Class 14 contains 16795 members Mstep: Class 15 contains 16718 members Mstep: Class 16 contains 16892 members Mstep: Class 17 contains 16846 members Mstep: Class 18 contains 16857 members Mstep: Class 19 contains 16597 members Mstep: Class 20 contains 16691 members Mstep: Class 21 contains 16732 members Mstep: Class 22 contains 16511 members Entering Unmasked Estep ConsiderDeletion Deleting Class 18. Lose 1.632925 but Gain 583.301758 Score: -13192137.000000 Penalty: 12249.329102 Iteration 0F: 22 clusters Score -1.319214e+07 nChanged 351985 Entering Unmasked Mstep Mstep: Class 0 contains 2494 members Mstep: Class 1 contains 13007 members Mstep: Class 2 contains 20496 members Mstep: Class 3 contains 59 members Mstep: Class 4 contains 12196 members Mstep: Class 5 contains 1767 members Mstep: Class 6 contains 4694 members Mstep: Class 7 contains 88084 members Mstep: Class 8 contains 1468 members Mstep: Class 9 contains 195 members Mstep: Class 10 contains 1768 members Mstep: Class 11 contains 298 members Mstep: Class 12 contains 20082 members Mstep: Class 13 contains 183 members Mstep: Class 14 contains 340 members Mstep: Class 15 contains 13567 members Mstep: Class 16 contains 2955 members Mstep: Class 17 contains 137 members Mstep: Class 19 contains 3644 members Mstep: Class 20 contains 178960 members Mstep: Class 21 contains 1322 members Mstep: Class 22 contains 1749 members Entering Unmasked Estep ConsiderDeletion Deleting Class 3. Lose 37.970604 but Gain 583.300781 Score: -15216400.000000 Penalty: 11666.028320 Iteration 1F: 21 clusters Score -1.52164e+07 nChanged 85329 Entering Unmasked Mstep Mstep: Class 0 contains 344 members Mstep: Class 1 contains 7493 members Mstep: Class 2 contains 10662 members Mstep: Class 4 contains 6559 members Mstep: Class 5 contains 1541 members Mstep: Class 6 contains 3193 members Mstep: Class 7 contains 96308 members Mstep: Class 8 contains 868 members Mstep: Class 9 contains 322 members Mstep: Class 10 contains 4415 members Mstep: Class 11 contains 1262 members Mstep: Class 12 contains 21275 members Mstep: Class 13 contains 87 members Mstep: Class 14 contains 1254 members Mstep: Class 15 contains 9281 members Mstep: Class 16 contains 6556 members Mstep: Class 17 contains 111 members Mstep: Class 19 contains 1069 members Mstep: Class 20 contains 193210 members Mstep: Class 21 contains 2424 members Mstep: Class 22 contains 1231 members Entering Unmasked Estep ConsiderDeletion Deleting Class 13. Lose 94.289673 but Gain 583.301758 Score: -15354754.000000 Penalty: 11082.726562 Iteration 2F: 20 clusters Score -1.535475e+07 nChanged 45439 Entering Unmasked Mstep Mstep: Class 0 contains 110 members Mstep: Class 1 contains 5042 members Mstep: Class 2 contains 6171 members Mstep: Class 4 contains 3630 members Mstep: Class 5 contains 895 members Mstep: Class 6 contains 2408 members Mstep: Class 7 contains 84934 members Mstep: Class 8 contains 718 members Mstep: Class 9 contains 492 members Mstep: Class 10 contains 7073 members Mstep: Class 11 contains 1292 members Mstep: Class 12 contains 26172 members Mstep: Class 14 contains 1391 members Mstep: Class 15 contains 7553 members Mstep: Class 16 contains 9171 members Mstep: Class 17 contains 125 members Mstep: Class 19 contains 346 members Mstep: Class 20 contains 207808 members Mstep: Class 21 contains 3238 members Mstep: Class 22 contains 896 members Entering Unmasked Estep ConsiderDeletion Deleting Class 19. Lose 211.590988 but Gain 583.301758 Score: -15402434.000000 Penalty: 10499.424805 Iteration 3F: 19 clusters Score -1.540243e+07 nChanged 39338 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 3960 members Mstep: Class 2 contains 4161 members Mstep: Class 4 contains 1826 members Mstep: Class 5 contains 657 members Mstep: Class 6 contains 1678 members Mstep: Class 7 contains 63619 members Mstep: Class 8 contains 670 members Mstep: Class 9 contains 636 members Mstep: Class 10 contains 8446 members Mstep: Class 11 contains 1292 members Mstep: Class 12 contains 31478 members Mstep: Class 14 contains 1392 members Mstep: Class 15 contains 5870 members Mstep: Class 16 contains 11124 members Mstep: Class 17 contains 163 members Mstep: Class 20 contains 228158 members Mstep: Class 21 contains 3710 members Mstep: Class 22 contains 595 members Entering Unmasked Estep ConsiderDeletion Deleting Class 17. Lose 300.653351 but Gain 583.300781 Score: -15438802.000000 Penalty: 9916.124023 Iteration 4F: 18 clusters Score -1.54388e+07 nChanged 36408 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 3512 members Mstep: Class 2 contains 3284 members Mstep: Class 4 contains 764 members Mstep: Class 5 contains 560 members Mstep: Class 6 contains 1026 members Mstep: Class 7 contains 39434 members Mstep: Class 8 contains 705 members Mstep: Class 9 contains 747 members Mstep: Class 10 contains 8840 members Mstep: Class 11 contains 1292 members Mstep: Class 12 contains 35546 members Mstep: Class 14 contains 1393 members Mstep: Class 15 contains 4673 members Mstep: Class 16 contains 12874 members Mstep: Class 20 contains 250461 members Mstep: Class 21 contains 3950 members Mstep: Class 22 contains 396 members Entering Unmasked Estep ConsiderDeletion Deleting Class 22. Lose 244.032303 but Gain 583.301758 Score: -15467538.000000 Penalty: 9332.822266 Iteration 5F: 17 clusters Score -1.546754e+07 nChanged 28076 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 3182 members Mstep: Class 2 contains 2809 members Mstep: Class 4 contains 449 members Mstep: Class 5 contains 457 members Mstep: Class 6 contains 623 members Mstep: Class 7 contains 20722 members Mstep: Class 8 contains 758 members Mstep: Class 9 contains 873 members Mstep: Class 10 contains 8728 members Mstep: Class 11 contains 1293 members Mstep: Class 12 contains 38452 members Mstep: Class 14 contains 1393 members Mstep: Class 15 contains 4123 members Mstep: Class 16 contains 14611 members Mstep: Class 20 contains 267019 members Mstep: Class 21 contains 3965 members Entering Unmasked Estep ConsiderDeletion Deleting Class 6. Lose 526.372192 but Gain 583.301758 Score: -15487975.000000 Penalty: 8749.520508 Iteration 6F: 16 clusters Score -1.548798e+07 nChanged 17557 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 2981 members Mstep: Class 2 contains 2526 members Mstep: Class 4 contains 368 members Mstep: Class 5 contains 366 members Mstep: Class 7 contains 10888 members Mstep: Class 8 contains 789 members Mstep: Class 9 contains 974 members Mstep: Class 10 contains 8351 members Mstep: Class 11 contains 1293 members Mstep: Class 12 contains 40270 members Mstep: Class 14 contains 1393 members Mstep: Class 15 contains 3957 members Mstep: Class 16 contains 16481 members Mstep: Class 20 contains 274991 members Mstep: Class 21 contains 3829 members Entering Unmasked Estep ConsiderDeletion Score: -15501037.000000 Penalty: 8749.520508 Iteration 7Q: 16 clusters Score -1.550104e+07 nChanged 10016 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 2752 members Mstep: Class 2 contains 2202 members Mstep: Class 4 contains 355 members Mstep: Class 5 contains 300 members Mstep: Class 7 contains 6699 members Mstep: Class 8 contains 799 members Mstep: Class 9 contains 1010 members Mstep: Class 10 contains 7809 members Mstep: Class 11 contains 1293 members Mstep: Class 12 contains 41054 members Mstep: Class 14 contains 1393 members Mstep: Class 15 contains 3964 members Mstep: Class 16 contains 18381 members Mstep: Class 20 contains 277828 members Mstep: Class 21 contains 3618 members Entering Unmasked Estep ConsiderDeletion Score: -15508158.000000 Penalty: 8749.520508 Iteration 8Q: 16 clusters Score -1.550816e+07 nChanged 6722 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 2598 members Mstep: Class 2 contains 1908 members Mstep: Class 4 contains 356 members Mstep: Class 5 contains 274 members Mstep: Class 7 contains 5060 members Mstep: Class 8 contains 760 members Mstep: Class 9 contains 973 members Mstep: Class 10 contains 7279 members Mstep: Class 11 contains 1294 members Mstep: Class 12 contains 41489 members Mstep: Class 14 contains 1394 members Mstep: Class 15 contains 4055 members Mstep: Class 16 contains 20264 members Mstep: Class 20 contains 278395 members Mstep: Class 21 contains 3358 members Entering Unmasked Estep ConsiderDeletion Score: -15512871.000000 Penalty: 8749.520508 Iteration 9Q: 16 clusters Score -1.551287e+07 nChanged 5220 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 2526 members Mstep: Class 2 contains 1690 members Mstep: Class 4 contains 356 members Mstep: Class 5 contains 271 members Mstep: Class 7 contains 4573 members Mstep: Class 8 contains 656 members Mstep: Class 9 contains 937 members Mstep: Class 10 contains 6855 members Mstep: Class 11 contains 1294 members Mstep: Class 12 contains 41671 members Mstep: Class 14 contains 1395 members Mstep: Class 15 contains 4148 members Mstep: Class 16 contains 22024 members Mstep: Class 20 contains 278001 members Mstep: Class 21 contains 3060 members Entering Unmasked Estep ConsiderDeletion Score: -15516377.000000 Penalty: 8749.520508 Iteration 10Q: 16 clusters Score -1.551638e+07 nChanged 4257 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 2450 members Mstep: Class 2 contains 1509 members Mstep: Class 4 contains 356 members Mstep: Class 5 contains 271 members Mstep: Class 7 contains 4698 members Mstep: Class 8 contains 534 members Mstep: Class 9 contains 912 members Mstep: Class 10 contains 6571 members Mstep: Class 11 contains 1294 members Mstep: Class 12 contains 41733 members Mstep: Class 14 contains 1395 members Mstep: Class 15 contains 4225 members Mstep: Class 16 contains 23525 members Mstep: Class 20 contains 277239 members Mstep: Class 21 contains 2745 members Entering Unmasked Estep ConsiderDeletion Deleting Class 8. Lose 521.514404 but Gain 583.300781 Score: -15519439.000000 Penalty: 8166.219727 Iteration 11Q: 15 clusters Score -1.551944e+07 nChanged 4253 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 2406 members Mstep: Class 2 contains 1376 members Mstep: Class 4 contains 357 members Mstep: Class 5 contains 276 members Mstep: Class 7 contains 5198 members Mstep: Class 9 contains 879 members Mstep: Class 10 contains 6399 members Mstep: Class 11 contains 1294 members Mstep: Class 12 contains 41618 members Mstep: Class 14 contains 1395 members Mstep: Class 15 contains 4323 members Mstep: Class 16 contains 25089 members Mstep: Class 20 contains 276413 members Mstep: Class 21 contains 2434 members Entering Unmasked Estep ConsiderDeletion Score: -15522854.000000 Penalty: 8166.219727 Iteration 12Q: 15 clusters Score -1.552285e+07 nChanged 3395 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 2335 members Mstep: Class 2 contains 1285 members Mstep: Class 4 contains 358 members Mstep: Class 5 contains 275 members Mstep: Class 7 contains 5930 members Mstep: Class 9 contains 853 members Mstep: Class 10 contains 6252 members Mstep: Class 11 contains 1294 members Mstep: Class 12 contains 41450 members Mstep: Class 14 contains 1395 members Mstep: Class 15 contains 4393 members Mstep: Class 16 contains 26120 members Mstep: Class 20 contains 275354 members Mstep: Class 21 contains 2163 members Entering Unmasked Estep ConsiderDeletion Score: -15525617.000000 Penalty: 8166.219727 Iteration 13Q: 15 clusters Score -1.552562e+07 nChanged 2917 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 2254 members Mstep: Class 2 contains 1245 members Mstep: Class 4 contains 360 members Mstep: Class 5 contains 274 members Mstep: Class 7 contains 6780 members Mstep: Class 9 contains 826 members Mstep: Class 10 contains 6189 members Mstep: Class 11 contains 1294 members Mstep: Class 12 contains 41214 members Mstep: Class 14 contains 1395 members Mstep: Class 15 contains 4441 members Mstep: Class 16 contains 26884 members Mstep: Class 20 contains 274394 members Mstep: Class 21 contains 1907 members Entering Unmasked Estep ConsiderDeletion Score: -15527156.000000 Penalty: 8166.219727 Iteration 14Q: 15 clusters Score -1.552716e+07 nChanged 2284 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 2176 members Mstep: Class 2 contains 1213 members Mstep: Class 4 contains 361 members Mstep: Class 5 contains 274 members Mstep: Class 7 contains 7543 members Mstep: Class 9 contains 790 members Mstep: Class 10 contains 6160 members Mstep: Class 11 contains 1293 members Mstep: Class 12 contains 40949 members Mstep: Class 14 contains 1395 members Mstep: Class 15 contains 4488 members Mstep: Class 16 contains 27469 members Mstep: Class 20 contains 273659 members Mstep: Class 21 contains 1687 members Entering Unmasked Estep ConsiderDeletion Score: -15528096.000000 Penalty: 8166.219727 Iteration 15Q: 15 clusters Score -1.55281e+07 nChanged 1926 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 2109 members Mstep: Class 2 contains 1190 members Mstep: Class 4 contains 363 members Mstep: Class 5 contains 273 members Mstep: Class 7 contains 8208 members Mstep: Class 9 contains 767 members Mstep: Class 10 contains 6158 members Mstep: Class 11 contains 1293 members Mstep: Class 12 contains 40636 members Mstep: Class 14 contains 1395 members Mstep: Class 15 contains 4538 members Mstep: Class 16 contains 27933 members Mstep: Class 20 contains 273100 members Mstep: Class 21 contains 1494 members Entering Unmasked Estep ConsiderDeletion Score: -15528798.000000 Penalty: 8166.219727 Iteration 16Q: 15 clusters Score -1.55288e+07 nChanged 1570 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 2057 members Mstep: Class 2 contains 1178 members Mstep: Class 4 contains 363 members Mstep: Class 5 contains 273 members Mstep: Class 7 contains 8758 members Mstep: Class 9 contains 741 members Mstep: Class 10 contains 6155 members Mstep: Class 11 contains 1293 members Mstep: Class 12 contains 40356 members Mstep: Class 14 contains 1395 members Mstep: Class 15 contains 4578 members Mstep: Class 16 contains 28306 members Mstep: Class 20 contains 272676 members Mstep: Class 21 contains 1328 members Entering Unmasked Estep ConsiderDeletion Score: -15529415.000000 Penalty: 8166.219727 Iteration 17Q: 15 clusters Score -1.552942e+07 nChanged 1312 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 2026 members Mstep: Class 2 contains 1173 members Mstep: Class 4 contains 363 members Mstep: Class 5 contains 276 members Mstep: Class 7 contains 9177 members Mstep: Class 9 contains 717 members Mstep: Class 10 contains 6146 members Mstep: Class 11 contains 1293 members Mstep: Class 12 contains 40087 members Mstep: Class 14 contains 1395 members Mstep: Class 15 contains 4613 members Mstep: Class 16 contains 28644 members Mstep: Class 20 contains 272364 members Mstep: Class 21 contains 1183 members Entering Unmasked Estep ConsiderDeletion Score: -15529875.000000 Penalty: 8166.219727 Iteration 18Q: 15 clusters Score -1.552988e+07 nChanged 1142 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1979 members Mstep: Class 2 contains 1169 members Mstep: Class 4 contains 364 members Mstep: Class 5 contains 282 members Mstep: Class 7 contains 9519 members Mstep: Class 9 contains 684 members Mstep: Class 10 contains 6108 members Mstep: Class 11 contains 1293 members Mstep: Class 12 contains 39874 members Mstep: Class 14 contains 1395 members Mstep: Class 15 contains 4647 members Mstep: Class 16 contains 28924 members Mstep: Class 20 contains 272135 members Mstep: Class 21 contains 1084 members Entering Unmasked Estep ConsiderDeletion Score: -15530073.000000 Penalty: 8166.219727 Iteration 19Q: 15 clusters Score -1.553007e+07 nChanged 961 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1947 members Mstep: Class 2 contains 1168 members Mstep: Class 4 contains 364 members Mstep: Class 5 contains 289 members Mstep: Class 7 contains 9802 members Mstep: Class 9 contains 651 members Mstep: Class 10 contains 6054 members Mstep: Class 11 contains 1293 members Mstep: Class 12 contains 39692 members Mstep: Class 14 contains 1395 members Mstep: Class 15 contains 4676 members Mstep: Class 16 contains 29175 members Mstep: Class 20 contains 271955 members Mstep: Class 21 contains 996 members Entering Unmasked Estep ConsiderDeletion Score: -15531411.000000 Penalty: 8166.219727 Iteration 20F: 15 clusters Score -1.553141e+07 nChanged 1604 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1908 members Mstep: Class 2 contains 1148 members Mstep: Class 4 contains 363 members Mstep: Class 5 contains 290 members Mstep: Class 7 contains 10799 members Mstep: Class 9 contains 636 members Mstep: Class 10 contains 5995 members Mstep: Class 11 contains 1293 members Mstep: Class 12 contains 39564 members Mstep: Class 14 contains 1395 members Mstep: Class 15 contains 4686 members Mstep: Class 16 contains 29400 members Mstep: Class 20 contains 271061 members Mstep: Class 21 contains 919 members Entering Unmasked Estep ConsiderDeletion Score: -15532218.000000 Penalty: 8166.219727 Iteration 21Q: 15 clusters Score -1.553222e+07 nChanged 1400 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1885 members Mstep: Class 2 contains 1131 members Mstep: Class 4 contains 363 members Mstep: Class 5 contains 296 members Mstep: Class 7 contains 11554 members Mstep: Class 9 contains 626 members Mstep: Class 10 contains 5958 members Mstep: Class 11 contains 1293 members Mstep: Class 12 contains 39419 members Mstep: Class 14 contains 1396 members Mstep: Class 15 contains 4694 members Mstep: Class 16 contains 29566 members Mstep: Class 20 contains 270397 members Mstep: Class 21 contains 879 members Entering Unmasked Estep ConsiderDeletion Score: -15532731.000000 Penalty: 8166.219727 Iteration 22Q: 15 clusters Score -1.553273e+07 nChanged 1254 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1861 members Mstep: Class 2 contains 1121 members Mstep: Class 4 contains 363 members Mstep: Class 5 contains 297 members Mstep: Class 7 contains 12212 members Mstep: Class 9 contains 614 members Mstep: Class 10 contains 5928 members Mstep: Class 11 contains 1293 members Mstep: Class 12 contains 39276 members Mstep: Class 14 contains 1397 members Mstep: Class 15 contains 4714 members Mstep: Class 16 contains 29740 members Mstep: Class 20 contains 269800 members Mstep: Class 21 contains 841 members Entering Unmasked Estep ConsiderDeletion Score: -15533200.000000 Penalty: 8166.219727 Iteration 23Q: 15 clusters Score -1.55332e+07 nChanged 1112 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1840 members Mstep: Class 2 contains 1119 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 300 members Mstep: Class 7 contains 12813 members Mstep: Class 9 contains 604 members Mstep: Class 10 contains 5882 members Mstep: Class 11 contains 1293 members Mstep: Class 12 contains 39156 members Mstep: Class 14 contains 1396 members Mstep: Class 15 contains 4720 members Mstep: Class 16 contains 29885 members Mstep: Class 20 contains 269276 members Mstep: Class 21 contains 811 members Entering Unmasked Estep ConsiderDeletion Score: -15533524.000000 Penalty: 8166.219727 Iteration 24Q: 15 clusters Score -1.553352e+07 nChanged 962 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1816 members Mstep: Class 2 contains 1118 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 301 members Mstep: Class 7 contains 13324 members Mstep: Class 9 contains 588 members Mstep: Class 10 contains 5841 members Mstep: Class 11 contains 1293 members Mstep: Class 12 contains 39043 members Mstep: Class 14 contains 1396 members Mstep: Class 15 contains 4747 members Mstep: Class 16 contains 30018 members Mstep: Class 20 contains 268819 members Mstep: Class 21 contains 791 members Entering Unmasked Estep ConsiderDeletion Score: -15533817.000000 Penalty: 8166.219727 Iteration 25Q: 15 clusters Score -1.553382e+07 nChanged 833 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1798 members Mstep: Class 2 contains 1117 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 301 members Mstep: Class 7 contains 13763 members Mstep: Class 9 contains 572 members Mstep: Class 10 contains 5796 members Mstep: Class 11 contains 1293 members Mstep: Class 12 contains 38951 members Mstep: Class 14 contains 1396 members Mstep: Class 15 contains 4773 members Mstep: Class 16 contains 30130 members Mstep: Class 20 contains 268408 members Mstep: Class 21 contains 797 members Entering Unmasked Estep ConsiderDeletion Score: -15534077.000000 Penalty: 8166.219727 Iteration 26Q: 15 clusters Score -1.553408e+07 nChanged 729 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1780 members Mstep: Class 2 contains 1116 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 301 members Mstep: Class 7 contains 14122 members Mstep: Class 9 contains 555 members Mstep: Class 10 contains 5749 members Mstep: Class 11 contains 1293 members Mstep: Class 12 contains 38863 members Mstep: Class 14 contains 1396 members Mstep: Class 15 contains 4807 members Mstep: Class 16 contains 30240 members Mstep: Class 20 contains 268071 members Mstep: Class 21 contains 802 members Entering Unmasked Estep ConsiderDeletion Score: -15534243.000000 Penalty: 8166.219727 Iteration 27Q: 15 clusters Score -1.553424e+07 nChanged 649 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1767 members Mstep: Class 2 contains 1115 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 302 members Mstep: Class 7 contains 14429 members Mstep: Class 9 contains 545 members Mstep: Class 10 contains 5701 members Mstep: Class 11 contains 1293 members Mstep: Class 12 contains 38777 members Mstep: Class 14 contains 1396 members Mstep: Class 15 contains 4829 members Mstep: Class 16 contains 30339 members Mstep: Class 20 contains 267789 members Mstep: Class 21 contains 813 members Entering Unmasked Estep ConsiderDeletion Score: -15534415.000000 Penalty: 8166.219727 Iteration 28Q: 15 clusters Score -1.553442e+07 nChanged 593 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1757 members Mstep: Class 2 contains 1114 members Mstep: Class 4 contains 361 members Mstep: Class 5 contains 303 members Mstep: Class 7 contains 14718 members Mstep: Class 9 contains 540 members Mstep: Class 10 contains 5670 members Mstep: Class 11 contains 1293 members Mstep: Class 12 contains 38695 members Mstep: Class 14 contains 1396 members Mstep: Class 15 contains 4844 members Mstep: Class 16 contains 30408 members Mstep: Class 20 contains 267537 members Mstep: Class 21 contains 821 members Entering Unmasked Estep ConsiderDeletion Score: -15534548.000000 Penalty: 8166.219727 Iteration 29Q: 15 clusters Score -1.553455e+07 nChanged 520 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1753 members Mstep: Class 2 contains 1111 members Mstep: Class 4 contains 361 members Mstep: Class 5 contains 301 members Mstep: Class 7 contains 14992 members Mstep: Class 9 contains 533 members Mstep: Class 10 contains 5638 members Mstep: Class 11 contains 1293 members Mstep: Class 12 contains 38626 members Mstep: Class 14 contains 1396 members Mstep: Class 15 contains 4856 members Mstep: Class 16 contains 30460 members Mstep: Class 20 contains 267291 members Mstep: Class 21 contains 846 members Entering Unmasked Estep ConsiderDeletion Score: -15534592.000000 Penalty: 8166.219727 Iteration 30Q: 15 clusters Score -1.553459e+07 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1748 members Mstep: Class 2 contains 1106 members Mstep: Class 4 contains 361 members Mstep: Class 5 contains 300 members Mstep: Class 7 contains 15235 members Mstep: Class 9 contains 523 members Mstep: Class 10 contains 5612 members Mstep: Class 11 contains 1293 members Mstep: Class 12 contains 38573 members Mstep: Class 14 contains 1396 members Mstep: Class 15 contains 4871 members Mstep: Class 16 contains 30495 members Mstep: Class 20 contains 267073 members Mstep: Class 21 contains 871 members Entering Unmasked Estep ConsiderDeletion Score: -15534653.000000 Penalty: 8166.219727 Iteration 31Q: 15 clusters Score -1.553465e+07 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1749 members Mstep: Class 2 contains 1100 members Mstep: Class 4 contains 361 members Mstep: Class 5 contains 300 members Mstep: Class 7 contains 15470 members Mstep: Class 9 contains 511 members Mstep: Class 10 contains 5594 members Mstep: Class 11 contains 1293 members Mstep: Class 12 contains 38532 members Mstep: Class 14 contains 1396 members Mstep: Class 15 contains 4877 members Mstep: Class 16 contains 30524 members Mstep: Class 20 contains 266863 members Mstep: Class 21 contains 887 members Entering Unmasked Estep ConsiderDeletion Score: -15534686.000000 Penalty: 8166.219727 Iteration 32Q: 15 clusters Score -1.553469e+07 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1747 members Mstep: Class 2 contains 1098 members Mstep: Class 4 contains 361 members Mstep: Class 5 contains 302 members Mstep: Class 7 contains 15686 members Mstep: Class 9 contains 499 members Mstep: Class 10 contains 5576 members Mstep: Class 11 contains 1293 members Mstep: Class 12 contains 38500 members Mstep: Class 14 contains 1396 members Mstep: Class 15 contains 4882 members Mstep: Class 16 contains 30555 members Mstep: Class 20 contains 266659 members Mstep: Class 21 contains 903 members Entering Unmasked Estep ConsiderDeletion Score: -15534748.000000 Penalty: 8166.219727 Iteration 33Q: 15 clusters Score -1.553475e+07 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1748 members Mstep: Class 2 contains 1097 members Mstep: Class 4 contains 361 members Mstep: Class 5 contains 305 members Mstep: Class 7 contains 15883 members Mstep: Class 9 contains 488 members Mstep: Class 10 contains 5558 members Mstep: Class 11 contains 1293 members Mstep: Class 12 contains 38467 members Mstep: Class 14 contains 1396 members Mstep: Class 15 contains 4894 members Mstep: Class 16 contains 30583 members Mstep: Class 20 contains 266461 members Mstep: Class 21 contains 923 members Entering Unmasked Estep ConsiderDeletion Score: -15534797.000000 Penalty: 8166.219727 Iteration 34Q: 15 clusters Score -1.55348e+07 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1750 members Mstep: Class 2 contains 1096 members Mstep: Class 4 contains 361 members Mstep: Class 5 contains 306 members Mstep: Class 7 contains 16053 members Mstep: Class 9 contains 481 members Mstep: Class 10 contains 5539 members Mstep: Class 11 contains 1293 members Mstep: Class 12 contains 38444 members Mstep: Class 14 contains 1396 members Mstep: Class 15 contains 4904 members Mstep: Class 16 contains 30608 members Mstep: Class 20 contains 266285 members Mstep: Class 21 contains 941 members Entering Unmasked Estep ConsiderDeletion Score: -15534829.000000 Penalty: 8166.219727 Iteration 35Q: 15 clusters Score -1.553483e+07 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1754 members Mstep: Class 2 contains 1097 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 306 members Mstep: Class 7 contains 16218 members Mstep: Class 9 contains 474 members Mstep: Class 10 contains 5530 members Mstep: Class 11 contains 1293 members Mstep: Class 12 contains 38417 members Mstep: Class 14 contains 1396 members Mstep: Class 15 contains 4914 members Mstep: Class 16 contains 30628 members Mstep: Class 20 contains 266112 members Mstep: Class 21 contains 956 members Entering Unmasked Estep ConsiderDeletion Score: -15534825.000000 Penalty: 8166.219727 Iteration 36Q: 15 clusters Score -1.553482e+07 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1750 members Mstep: Class 2 contains 1098 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 308 members Mstep: Class 7 contains 16361 members Mstep: Class 9 contains 476 members Mstep: Class 10 contains 5522 members Mstep: Class 11 contains 1293 members Mstep: Class 12 contains 38399 members Mstep: Class 14 contains 1396 members Mstep: Class 15 contains 4918 members Mstep: Class 16 contains 30652 members Mstep: Class 20 contains 265953 members Mstep: Class 21 contains 969 members Entering Unmasked Estep ConsiderDeletion Score: -15534860.000000 Penalty: 8166.219727 Iteration 37Q: 15 clusters Score -1.553486e+07 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1751 members Mstep: Class 2 contains 1099 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 307 members Mstep: Class 7 contains 16484 members Mstep: Class 9 contains 479 members Mstep: Class 10 contains 5516 members Mstep: Class 11 contains 1293 members Mstep: Class 12 contains 38383 members Mstep: Class 14 contains 1396 members Mstep: Class 15 contains 4926 members Mstep: Class 16 contains 30664 members Mstep: Class 20 contains 265817 members Mstep: Class 21 contains 980 members Entering Unmasked Estep ConsiderDeletion Score: -15534872.000000 Penalty: 8166.219727 Iteration 38Q: 15 clusters Score -1.553487e+07 nChanged 220 Entering ConstructFrom: Score: -15534872.000000 Penalty: 8166.219727 Entering ConstructFrom: Trying to split cluster 1 (1743 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1743 members Entering Unmasked Estep Score: -74322.890625 Penalty: 339.583038 Iteration 0F: 2 clusters Score -74322.89 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -73020.906250 Penalty: 679.166077 Iteration 0F: 3 clusters Score -73020.91 nChanged 734 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -73436.937500 Penalty: 679.166077 Iteration 1F: 3 clusters Score -73436.94 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -73489.609375 Penalty: 679.166077 Iteration 2F: 3 clusters Score -73489.61 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -73531.867188 Penalty: 679.166077 Iteration 3F: 3 clusters Score -73531.87 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -73567.500000 Penalty: 679.166077 Iteration 4Q: 3 clusters Score -73567.5 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -73609.078125 Penalty: 679.166077 Iteration 5Q: 3 clusters Score -73609.08 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -73645.554688 Penalty: 679.166077 Iteration 6Q: 3 clusters Score -73645.55 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -73667.335938 Penalty: 679.166077 Iteration 7Q: 3 clusters Score -73667.34 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -73685.109375 Penalty: 679.166077 Iteration 8Q: 3 clusters Score -73685.11 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -73712.609375 Penalty: 679.166077 Iteration 9Q: 3 clusters Score -73712.61 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -73737.921875 Penalty: 679.166077 Iteration 10Q: 3 clusters Score -73737.92 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -73767.343750 Penalty: 679.166077 Iteration 11Q: 3 clusters Score -73767.34 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -73805.023438 Penalty: 679.166077 Iteration 12Q: 3 clusters Score -73805.02 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -73836.906250 Penalty: 679.166077 Iteration 13Q: 3 clusters Score -73836.91 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -73863.289062 Penalty: 679.166077 Iteration 14Q: 3 clusters Score -73863.29 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -73883.937500 Penalty: 679.166077 Iteration 15Q: 3 clusters Score -73883.94 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -73902.976562 Penalty: 679.166077 Iteration 16Q: 3 clusters Score -73902.98 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -73918.210938 Penalty: 679.166077 Iteration 17Q: 3 clusters Score -73918.21 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -73931.968750 Penalty: 679.166077 Iteration 18Q: 3 clusters Score -73931.97 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -73948.578125 Penalty: 679.166077 Iteration 19Q: 3 clusters Score -73948.58 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -73955.960938 Penalty: 679.166077 Iteration 20F: 3 clusters Score -73955.96 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -73964.906250 Penalty: 679.166077 Iteration 21Q: 3 clusters Score -73964.91 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 1079 members Entering Unmasked Estep Score: -73974.296875 Penalty: 679.166077 Iteration 22Q: 3 clusters Score -73974.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -73985.296875 Penalty: 679.166077 Iteration 23Q: 3 clusters Score -73985.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 1127 members Entering Unmasked Estep Score: -73994.304688 Penalty: 679.166077 Iteration 24Q: 3 clusters Score -73994.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -74005.617188 Penalty: 679.166077 Iteration 25Q: 3 clusters Score -74005.62 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 1173 members Entering Unmasked Estep Score: -74020.656250 Penalty: 679.166077 Iteration 26Q: 3 clusters Score -74020.66 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 1192 members Entering Unmasked Estep Score: -74031.242188 Penalty: 679.166077 Iteration 27Q: 3 clusters Score -74031.24 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 1206 members Entering Unmasked Estep Score: -74037.570312 Penalty: 679.166077 Iteration 28Q: 3 clusters Score -74037.57 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 1218 members Entering Unmasked Estep Score: -74042.609375 Penalty: 679.166077 Iteration 29Q: 3 clusters Score -74042.61 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -74050.328125 Penalty: 679.166077 Iteration 30Q: 3 clusters Score -74050.33 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 1254 members Entering Unmasked Estep Score: -74059.554688 Penalty: 679.166077 Iteration 31Q: 3 clusters Score -74059.55 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -74064.476562 Penalty: 679.166077 Iteration 32Q: 3 clusters Score -74064.48 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -74068.875000 Penalty: 679.166077 Iteration 33Q: 3 clusters Score -74068.88 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 1288 members Entering Unmasked Estep Score: -74071.765625 Penalty: 679.166077 Iteration 34Q: 3 clusters Score -74071.77 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -74074.890625 Penalty: 679.166077 Iteration 35Q: 3 clusters Score -74074.89 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -74077.007812 Penalty: 679.166077 Iteration 36Q: 3 clusters Score -74077.01 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 1307 members Entering Unmasked Estep Score: -74078.257812 Penalty: 679.166077 Iteration 37Q: 3 clusters Score -74078.26 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 1310 members Entering Unmasked Estep Score: -74078.632812 Penalty: 679.166077 Iteration 38Q: 3 clusters Score -74078.63 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -74078.906250 Penalty: 679.166077 Iteration 39Q: 3 clusters Score -74078.91 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -74078.906250 Penalty: 679.166077 Iteration 40F: 3 clusters Score -74078.91 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (1098 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Entering Unmasked Estep Score: -50362.843750 Penalty: 318.556671 Iteration 0F: 2 clusters Score -50362.84 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -49501.109375 Penalty: 637.113342 Iteration 0F: 3 clusters Score -49501.11 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -49746.222656 Penalty: 637.113342 Iteration 1F: 3 clusters Score -49746.22 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -49796.957031 Penalty: 637.113342 Iteration 2F: 3 clusters Score -49796.96 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -49821.812500 Penalty: 637.113342 Iteration 3Q: 3 clusters Score -49821.81 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -49837.457031 Penalty: 637.113342 Iteration 4Q: 3 clusters Score -49837.46 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -49848.996094 Penalty: 637.113342 Iteration 5Q: 3 clusters Score -49849 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -49867.078125 Penalty: 637.113342 Iteration 6Q: 3 clusters Score -49867.08 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -49891.347656 Penalty: 637.113342 Iteration 7Q: 3 clusters Score -49891.35 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -49916.847656 Penalty: 637.113342 Iteration 8Q: 3 clusters Score -49916.85 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -49943.320312 Penalty: 637.113342 Iteration 9Q: 3 clusters Score -49943.32 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -49959.980469 Penalty: 637.113342 Iteration 10Q: 3 clusters Score -49959.98 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -49966.660156 Penalty: 637.113342 Iteration 11Q: 3 clusters Score -49966.66 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -49970.980469 Penalty: 637.113342 Iteration 12Q: 3 clusters Score -49970.98 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -49975.171875 Penalty: 637.113342 Iteration 13Q: 3 clusters Score -49975.17 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -49978.996094 Penalty: 637.113342 Iteration 14Q: 3 clusters Score -49979 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -49980.410156 Penalty: 637.113342 Iteration 15Q: 3 clusters Score -49980.41 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -49981.574219 Penalty: 637.113342 Iteration 16Q: 3 clusters Score -49981.57 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -49982.132812 Penalty: 637.113342 Iteration 17Q: 3 clusters Score -49982.13 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -49982.464844 Penalty: 637.113342 Iteration 18Q: 3 clusters Score -49982.46 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -49982.464844 Penalty: 637.113342 Iteration 19F: 3 clusters Score -49982.46 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (362 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Entering Unmasked Estep Score: -15229.041016 Penalty: 268.069794 Iteration 0F: 2 clusters Score -15229.04 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -14844.345703 Penalty: 536.139587 Iteration 0F: 3 clusters Score -14844.35 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -14961.950195 Penalty: 536.139587 Iteration 1F: 3 clusters Score -14961.95 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -14998.923828 Penalty: 536.139587 Iteration 2F: 3 clusters Score -14998.92 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -15017.669922 Penalty: 536.139587 Iteration 3F: 3 clusters Score -15017.67 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -15029.782227 Penalty: 536.139587 Iteration 4Q: 3 clusters Score -15029.78 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -15045.929688 Penalty: 536.139587 Iteration 5Q: 3 clusters Score -15045.93 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -15054.522461 Penalty: 536.139587 Iteration 6Q: 3 clusters Score -15054.52 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -15062.298828 Penalty: 536.139587 Iteration 7Q: 3 clusters Score -15062.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -15067.913086 Penalty: 536.139587 Iteration 8Q: 3 clusters Score -15067.91 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -15072.443359 Penalty: 536.139587 Iteration 9Q: 3 clusters Score -15072.44 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -15074.945312 Penalty: 536.139587 Iteration 10Q: 3 clusters Score -15074.95 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -15078.698242 Penalty: 536.139587 Iteration 11Q: 3 clusters Score -15078.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -15078.698242 Penalty: 536.139587 Iteration 12F: 3 clusters Score -15078.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (307 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Entering Unmasked Estep Score: -11310.989258 Penalty: 260.571564 Iteration 0F: 2 clusters Score -11310.99 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -10927.471680 Penalty: 521.143127 Iteration 0F: 3 clusters Score -10927.47 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -11011.166992 Penalty: 521.143127 Iteration 1F: 3 clusters Score -11011.17 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -11037.295898 Penalty: 521.143127 Iteration 2F: 3 clusters Score -11037.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -11054.330078 Penalty: 521.143127 Iteration 3Q: 3 clusters Score -11054.33 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -11071.965820 Penalty: 521.143127 Iteration 4Q: 3 clusters Score -11071.97 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -11079.967773 Penalty: 521.143127 Iteration 5Q: 3 clusters Score -11079.97 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -11084.591797 Penalty: 521.143127 Iteration 6Q: 3 clusters Score -11084.59 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -11088.926758 Penalty: 521.143127 Iteration 7Q: 3 clusters Score -11088.93 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -11093.723633 Penalty: 521.143127 Iteration 8Q: 3 clusters Score -11093.72 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -11095.329102 Penalty: 521.143127 Iteration 9Q: 3 clusters Score -11095.33 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -11097.022461 Penalty: 521.143127 Iteration 10Q: 3 clusters Score -11097.02 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -11099.046875 Penalty: 521.143127 Iteration 11Q: 3 clusters Score -11099.05 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -11099.046875 Penalty: 521.143127 Iteration 12F: 3 clusters Score -11099.05 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (16605 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16605 members Entering Unmasked Estep Score: -760449.875000 Penalty: 442.144379 Iteration 0F: 2 clusters Score -760449.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8364 members Mstep: Class 2 contains 8241 members Entering Unmasked Estep Score: -749287.375000 Penalty: 884.288757 Iteration 0F: 3 clusters Score -749287.4 nChanged 7933 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9215 members Mstep: Class 2 contains 7390 members Entering Unmasked Estep Score: -754487.437500 Penalty: 884.288757 Iteration 1F: 3 clusters Score -754487.4 nChanged 1107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9756 members Mstep: Class 2 contains 6849 members Entering Unmasked Estep Score: -755261.750000 Penalty: 884.288757 Iteration 2F: 3 clusters Score -755261.8 nChanged 1331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10515 members Mstep: Class 2 contains 6090 members Entering Unmasked Estep Score: -756346.375000 Penalty: 884.288757 Iteration 3F: 3 clusters Score -756346.4 nChanged 1347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11352 members Mstep: Class 2 contains 5253 members Entering Unmasked Estep Score: -757565.062500 Penalty: 884.288757 Iteration 4F: 3 clusters Score -757565.1 nChanged 1153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12037 members Mstep: Class 2 contains 4568 members Entering Unmasked Estep Score: -758578.937500 Penalty: 884.288757 Iteration 5F: 3 clusters Score -758578.9 nChanged 776 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12467 members Mstep: Class 2 contains 4138 members Entering Unmasked Estep Score: -759086.312500 Penalty: 884.288757 Iteration 6Q: 3 clusters Score -759086.3 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12768 members Mstep: Class 2 contains 3837 members Entering Unmasked Estep Score: -759282.687500 Penalty: 884.288757 Iteration 7Q: 3 clusters Score -759282.7 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13022 members Mstep: Class 2 contains 3583 members Entering Unmasked Estep Score: -759402.937500 Penalty: 884.288757 Iteration 8Q: 3 clusters Score -759402.9 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13240 members Mstep: Class 2 contains 3365 members Entering Unmasked Estep Score: -759495.000000 Penalty: 884.288757 Iteration 9Q: 3 clusters Score -759495 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13436 members Mstep: Class 2 contains 3169 members Entering Unmasked Estep Score: -759569.437500 Penalty: 884.288757 Iteration 10Q: 3 clusters Score -759569.4 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13615 members Mstep: Class 2 contains 2990 members Entering Unmasked Estep Score: -759635.000000 Penalty: 884.288757 Iteration 11Q: 3 clusters Score -759635 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13779 members Mstep: Class 2 contains 2826 members Entering Unmasked Estep Score: -759680.562500 Penalty: 884.288757 Iteration 12Q: 3 clusters Score -759680.6 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13937 members Mstep: Class 2 contains 2668 members Entering Unmasked Estep Score: -759727.562500 Penalty: 884.288757 Iteration 13Q: 3 clusters Score -759727.6 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14089 members Mstep: Class 2 contains 2516 members Entering Unmasked Estep Score: -759773.062500 Penalty: 884.288757 Iteration 14Q: 3 clusters Score -759773.1 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14238 members Mstep: Class 2 contains 2367 members Entering Unmasked Estep Score: -759817.250000 Penalty: 884.288757 Iteration 15Q: 3 clusters Score -759817.2 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14390 members Mstep: Class 2 contains 2215 members Entering Unmasked Estep Score: -759868.562500 Penalty: 884.288757 Iteration 16Q: 3 clusters Score -759868.6 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14527 members Mstep: Class 2 contains 2078 members Entering Unmasked Estep Score: -759913.375000 Penalty: 884.288757 Iteration 17Q: 3 clusters Score -759913.4 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14636 members Mstep: Class 2 contains 1969 members Entering Unmasked Estep Score: -759944.250000 Penalty: 884.288757 Iteration 18Q: 3 clusters Score -759944.2 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14749 members Mstep: Class 2 contains 1856 members Entering Unmasked Estep Score: -759973.812500 Penalty: 884.288757 Iteration 19Q: 3 clusters Score -759973.8 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14849 members Mstep: Class 2 contains 1756 members Entering Unmasked Estep Score: -759998.250000 Penalty: 884.288757 Iteration 20F: 3 clusters Score -759998.2 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14934 members Mstep: Class 2 contains 1671 members Entering Unmasked Estep Score: -760014.250000 Penalty: 884.288757 Iteration 21Q: 3 clusters Score -760014.2 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15005 members Mstep: Class 2 contains 1600 members Entering Unmasked Estep Score: -760032.750000 Penalty: 884.288757 Iteration 22Q: 3 clusters Score -760032.8 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15074 members Mstep: Class 2 contains 1531 members Entering Unmasked Estep Score: -760051.625000 Penalty: 884.288757 Iteration 23Q: 3 clusters Score -760051.6 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15148 members Mstep: Class 2 contains 1457 members Entering Unmasked Estep Score: -760072.375000 Penalty: 884.288757 Iteration 24Q: 3 clusters Score -760072.4 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15210 members Mstep: Class 2 contains 1395 members Entering Unmasked Estep Score: -760089.750000 Penalty: 884.288757 Iteration 25Q: 3 clusters Score -760089.8 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15274 members Mstep: Class 2 contains 1331 members Entering Unmasked Estep Score: -760101.875000 Penalty: 884.288757 Iteration 26Q: 3 clusters Score -760101.9 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15328 members Mstep: Class 2 contains 1277 members Entering Unmasked Estep Score: -760112.250000 Penalty: 884.288757 Iteration 27Q: 3 clusters Score -760112.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15383 members Mstep: Class 2 contains 1222 members Entering Unmasked Estep Score: -760125.000000 Penalty: 884.288757 Iteration 28Q: 3 clusters Score -760125 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15424 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -760135.750000 Penalty: 884.288757 Iteration 29Q: 3 clusters Score -760135.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15462 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -760140.875000 Penalty: 884.288757 Iteration 30Q: 3 clusters Score -760140.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15493 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -760148.875000 Penalty: 884.288757 Iteration 31Q: 3 clusters Score -760148.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15521 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -760155.125000 Penalty: 884.288757 Iteration 32Q: 3 clusters Score -760155.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15545 members Mstep: Class 2 contains 1060 members Entering Unmasked Estep Score: -760161.125000 Penalty: 884.288757 Iteration 33Q: 3 clusters Score -760161.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15575 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -760169.000000 Penalty: 884.288757 Iteration 34Q: 3 clusters Score -760169 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15599 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -760173.750000 Penalty: 884.288757 Iteration 35Q: 3 clusters Score -760173.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15625 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -760180.000000 Penalty: 884.288757 Iteration 36Q: 3 clusters Score -760180 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15652 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -760188.250000 Penalty: 884.288757 Iteration 37Q: 3 clusters Score -760188.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15678 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -760193.937500 Penalty: 884.288757 Iteration 38Q: 3 clusters Score -760193.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15703 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -760197.875000 Penalty: 884.288757 Iteration 39Q: 3 clusters Score -760197.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15736 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -760207.062500 Penalty: 884.288757 Iteration 40F: 3 clusters Score -760207.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15761 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -760212.375000 Penalty: 884.288757 Iteration 41Q: 3 clusters Score -760212.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15789 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -760217.437500 Penalty: 884.288757 Iteration 42Q: 3 clusters Score -760217.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15810 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -760222.875000 Penalty: 884.288757 Iteration 43Q: 3 clusters Score -760222.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15827 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -760225.937500 Penalty: 884.288757 Iteration 44Q: 3 clusters Score -760225.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15840 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -760229.937500 Penalty: 884.288757 Iteration 45Q: 3 clusters Score -760229.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15849 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -760229.562500 Penalty: 884.288757 Iteration 46Q: 3 clusters Score -760229.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15853 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -760229.562500 Penalty: 884.288757 Iteration 47Q: 3 clusters Score -760229.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15858 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -760232.687500 Penalty: 884.288757 Iteration 48Q: 3 clusters Score -760232.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15863 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -760232.687500 Penalty: 884.288757 Iteration 49Q: 3 clusters Score -760232.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15866 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -760232.750000 Penalty: 884.288757 Iteration 50Q: 3 clusters Score -760232.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15871 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -760233.375000 Penalty: 884.288757 Iteration 51Q: 3 clusters Score -760233.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15876 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -760234.000000 Penalty: 884.288757 Iteration 52Q: 3 clusters Score -760234 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15880 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -760236.375000 Penalty: 884.288757 Iteration 53Q: 3 clusters Score -760236.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15882 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -760236.500000 Penalty: 884.288757 Iteration 54Q: 3 clusters Score -760236.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15885 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -760235.687500 Penalty: 884.288757 Iteration 55Q: 3 clusters Score -760235.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15888 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -760237.000000 Penalty: 884.288757 Iteration 56Q: 3 clusters Score -760237 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15892 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -760236.312500 Penalty: 884.288757 Iteration 57Q: 3 clusters Score -760236.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15897 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -760235.937500 Penalty: 884.288757 Iteration 58Q: 3 clusters Score -760235.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15900 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -760235.812500 Penalty: 884.288757 Iteration 59Q: 3 clusters Score -760235.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15903 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -760236.250000 Penalty: 884.288757 Iteration 60F: 3 clusters Score -760236.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15909 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -760239.187500 Penalty: 884.288757 Iteration 61Q: 3 clusters Score -760239.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15914 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -760240.000000 Penalty: 884.288757 Iteration 62Q: 3 clusters Score -760240 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15918 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -760240.375000 Penalty: 884.288757 Iteration 63Q: 3 clusters Score -760240.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15920 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -760239.625000 Penalty: 884.288757 Iteration 64Q: 3 clusters Score -760239.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15922 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -760240.625000 Penalty: 884.288757 Iteration 65Q: 3 clusters Score -760240.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15922 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -760240.625000 Penalty: 884.288757 Iteration 66F: 3 clusters Score -760240.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (482 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Entering Unmasked Estep Score: -18442.091797 Penalty: 281.096466 Iteration 0F: 2 clusters Score -18442.09 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -17952.148438 Penalty: 562.192932 Iteration 0F: 3 clusters Score -17952.15 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -18054.865234 Penalty: 562.192932 Iteration 1F: 3 clusters Score -18054.87 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -18071.826172 Penalty: 562.192932 Iteration 2F: 3 clusters Score -18071.83 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -18088.128906 Penalty: 562.192932 Iteration 3Q: 3 clusters Score -18088.13 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -18098.896484 Penalty: 562.192932 Iteration 4Q: 3 clusters Score -18098.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -18108.789062 Penalty: 562.192932 Iteration 5Q: 3 clusters Score -18108.79 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -18123.394531 Penalty: 562.192932 Iteration 6Q: 3 clusters Score -18123.39 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -18128.746094 Penalty: 562.192932 Iteration 7Q: 3 clusters Score -18128.75 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -18133.427734 Penalty: 562.192932 Iteration 8Q: 3 clusters Score -18133.43 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -18140.158203 Penalty: 562.192932 Iteration 9Q: 3 clusters Score -18140.16 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -18144.599609 Penalty: 562.192932 Iteration 10Q: 3 clusters Score -18144.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -18148.453125 Penalty: 562.192932 Iteration 11Q: 3 clusters Score -18148.45 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -18150.291016 Penalty: 562.192932 Iteration 12Q: 3 clusters Score -18150.29 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -18151.060547 Penalty: 562.192932 Iteration 13Q: 3 clusters Score -18151.06 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -18151.060547 Penalty: 562.192932 Iteration 14F: 3 clusters Score -18151.06 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (5509 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5509 members Entering Unmasked Estep Score: -226057.984375 Penalty: 391.943298 Iteration 0F: 2 clusters Score -226058 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2774 members Mstep: Class 2 contains 2735 members Entering Unmasked Estep Score: -222336.171875 Penalty: 783.886597 Iteration 0F: 3 clusters Score -222336.2 nChanged 2527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3055 members Mstep: Class 2 contains 2454 members Entering Unmasked Estep Score: -223932.109375 Penalty: 783.886597 Iteration 1F: 3 clusters Score -223932.1 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3224 members Mstep: Class 2 contains 2285 members Entering Unmasked Estep Score: -224153.296875 Penalty: 783.886597 Iteration 2F: 3 clusters Score -224153.3 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3431 members Mstep: Class 2 contains 2078 members Entering Unmasked Estep Score: -224470.281250 Penalty: 783.886597 Iteration 3F: 3 clusters Score -224470.3 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3644 members Mstep: Class 2 contains 1865 members Entering Unmasked Estep Score: -224934.031250 Penalty: 783.886597 Iteration 4F: 3 clusters Score -224934 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3836 members Mstep: Class 2 contains 1673 members Entering Unmasked Estep Score: -225579.984375 Penalty: 783.886597 Iteration 5F: 3 clusters Score -225580 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3923 members Mstep: Class 2 contains 1586 members Entering Unmasked Estep Score: -226255.718750 Penalty: 783.886597 Iteration 6F: 3 clusters Score -226255.7 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3959 members Mstep: Class 2 contains 1550 members Entering Unmasked Estep Score: -226585.000000 Penalty: 783.886597 Iteration 7Q: 3 clusters Score -226585 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3968 members Mstep: Class 2 contains 1541 members Entering Unmasked Estep Score: -226723.906250 Penalty: 783.886597 Iteration 8Q: 3 clusters Score -226723.9 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3953 members Mstep: Class 2 contains 1556 members Entering Unmasked Estep Score: -226755.062500 Penalty: 783.886597 Iteration 9Q: 3 clusters Score -226755.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3943 members Mstep: Class 2 contains 1566 members Entering Unmasked Estep Score: -226767.390625 Penalty: 783.886597 Iteration 10Q: 3 clusters Score -226767.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3927 members Mstep: Class 2 contains 1582 members Entering Unmasked Estep Score: -226778.046875 Penalty: 783.886597 Iteration 11Q: 3 clusters Score -226778 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3915 members Mstep: Class 2 contains 1594 members Entering Unmasked Estep Score: -226783.406250 Penalty: 783.886597 Iteration 12Q: 3 clusters Score -226783.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3912 members Mstep: Class 2 contains 1597 members Entering Unmasked Estep Score: -226784.359375 Penalty: 783.886597 Iteration 13Q: 3 clusters Score -226784.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3911 members Mstep: Class 2 contains 1598 members Entering Unmasked Estep Score: -226784.796875 Penalty: 783.886597 Iteration 14Q: 3 clusters Score -226784.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3908 members Mstep: Class 2 contains 1601 members Entering Unmasked Estep Score: -226785.390625 Penalty: 783.886597 Iteration 15Q: 3 clusters Score -226785.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3906 members Mstep: Class 2 contains 1603 members Entering Unmasked Estep Score: -226785.625000 Penalty: 783.886597 Iteration 16Q: 3 clusters Score -226785.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3903 members Mstep: Class 2 contains 1606 members Entering Unmasked Estep Score: -226785.468750 Penalty: 783.886597 Iteration 17Q: 3 clusters Score -226785.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3903 members Mstep: Class 2 contains 1606 members Entering Unmasked Estep Score: -226785.468750 Penalty: 783.886597 Iteration 18F: 3 clusters Score -226785.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1743 members Mstep: Class 2 contains 1098 members Mstep: Class 3 contains 1606 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 307 members Mstep: Class 7 contains 16605 members Mstep: Class 9 contains 482 members Mstep: Class 10 contains 3903 members Mstep: Class 11 contains 1293 members Mstep: Class 12 contains 38383 members Mstep: Class 14 contains 1396 members Mstep: Class 15 contains 4926 members Mstep: Class 16 contains 30681 members Mstep: Class 20 contains 265691 members Mstep: Class 21 contains 981 members Entering Unmasked Estep Score: -15535421.000000 Penalty: 8749.520508 Splitting cluster 10 changes total score from -15534872.000000 to -15535421.000000 So it's getting split into cluster 3. Entering ConstructFrom: Trying to split cluster 11 (1293 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1293 members Entering Unmasked Estep Score: -47919.605469 Penalty: 325.994781 Iteration 0F: 2 clusters Score -47919.61 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -46937.746094 Penalty: 651.989563 Iteration 0F: 3 clusters Score -46937.75 nChanged 544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -47372.050781 Penalty: 651.989563 Iteration 1F: 3 clusters Score -47372.05 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -47859.957031 Penalty: 651.989563 Iteration 2F: 3 clusters Score -47859.96 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -48522.179688 Penalty: 651.989563 Iteration 3F: 3 clusters Score -48522.18 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -48821.039062 Penalty: 651.989563 Iteration 4F: 3 clusters Score -48821.04 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -49036.167969 Penalty: 651.989563 Iteration 5F: 3 clusters Score -49036.17 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -49183.332031 Penalty: 651.989563 Iteration 6Q: 3 clusters Score -49183.33 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -49207.171875 Penalty: 651.989563 Iteration 7Q: 3 clusters Score -49207.17 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -49211.769531 Penalty: 651.989563 Iteration 8Q: 3 clusters Score -49211.77 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -49213.101562 Penalty: 651.989563 Iteration 9Q: 3 clusters Score -49213.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -49217.296875 Penalty: 651.989563 Iteration 10Q: 3 clusters Score -49217.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -49220.988281 Penalty: 651.989563 Iteration 11Q: 3 clusters Score -49220.99 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -49223.250000 Penalty: 651.989563 Iteration 12Q: 3 clusters Score -49223.25 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -49227.078125 Penalty: 651.989563 Iteration 13Q: 3 clusters Score -49227.08 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -49230.109375 Penalty: 651.989563 Iteration 14Q: 3 clusters Score -49230.11 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -49230.910156 Penalty: 651.989563 Iteration 15Q: 3 clusters Score -49230.91 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -49231.082031 Penalty: 651.989563 Iteration 16Q: 3 clusters Score -49231.08 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -49231.082031 Penalty: 651.989563 Iteration 17F: 3 clusters Score -49231.08 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1743 members Mstep: Class 2 contains 1098 members Mstep: Class 3 contains 1606 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 307 members Mstep: Class 6 contains 544 members Mstep: Class 7 contains 16605 members Mstep: Class 9 contains 482 members Mstep: Class 10 contains 3903 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 38383 members Mstep: Class 14 contains 1396 members Mstep: Class 15 contains 4926 members Mstep: Class 16 contains 30681 members Mstep: Class 20 contains 265691 members Mstep: Class 21 contains 981 members Entering Unmasked Estep Score: -15536475.000000 Penalty: 9332.822266 Splitting cluster 11 changes total score from -15534872.000000 to -15536475.000000 So it's getting split into cluster 6. Entering ConstructFrom: Trying to split cluster 12 (38383 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38383 members Entering Unmasked Estep Score: -1597802.625000 Penalty: 480.269348 Iteration 0F: 2 clusters Score -1597803 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19244 members Mstep: Class 2 contains 19139 members Entering Unmasked Estep Score: -1572099.500000 Penalty: 960.538696 Iteration 0F: 3 clusters Score -1572100 nChanged 18419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20685 members Mstep: Class 2 contains 17698 members Entering Unmasked Estep Score: -1583485.125000 Penalty: 960.538696 Iteration 1F: 3 clusters Score -1583485 nChanged 1788 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21671 members Mstep: Class 2 contains 16712 members Entering Unmasked Estep Score: -1584217.500000 Penalty: 960.538696 Iteration 2Q: 3 clusters Score -1584218 nChanged 2097 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22968 members Mstep: Class 2 contains 15415 members Entering Unmasked Estep Score: -1585357.375000 Penalty: 960.538696 Iteration 3F: 3 clusters Score -1585357 nChanged 2458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24608 members Mstep: Class 2 contains 13775 members Entering Unmasked Estep Score: -1587166.250000 Penalty: 960.538696 Iteration 4F: 3 clusters Score -1587166 nChanged 2626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26308 members Mstep: Class 2 contains 12075 members Entering Unmasked Estep Score: -1589580.125000 Penalty: 960.538696 Iteration 5F: 3 clusters Score -1589580 nChanged 2327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27547 members Mstep: Class 2 contains 10836 members Entering Unmasked Estep Score: -1591756.250000 Penalty: 960.538696 Iteration 6F: 3 clusters Score -1591756 nChanged 1639 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28384 members Mstep: Class 2 contains 9999 members Entering Unmasked Estep Score: -1592918.750000 Penalty: 960.538696 Iteration 7Q: 3 clusters Score -1592919 nChanged 1103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29125 members Mstep: Class 2 contains 9258 members Entering Unmasked Estep Score: -1593524.750000 Penalty: 960.538696 Iteration 8Q: 3 clusters Score -1593525 nChanged 847 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29830 members Mstep: Class 2 contains 8553 members Entering Unmasked Estep Score: -1594034.875000 Penalty: 960.538696 Iteration 9Q: 3 clusters Score -1594035 nChanged 757 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30499 members Mstep: Class 2 contains 7884 members Entering Unmasked Estep Score: -1594530.625000 Penalty: 960.538696 Iteration 10Q: 3 clusters Score -1594531 nChanged 726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31123 members Mstep: Class 2 contains 7260 members Entering Unmasked Estep Score: -1595036.000000 Penalty: 960.538696 Iteration 11Q: 3 clusters Score -1595036 nChanged 668 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31693 members Mstep: Class 2 contains 6690 members Entering Unmasked Estep Score: -1595489.250000 Penalty: 960.538696 Iteration 12Q: 3 clusters Score -1595489 nChanged 602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32175 members Mstep: Class 2 contains 6208 members Entering Unmasked Estep Score: -1595882.000000 Penalty: 960.538696 Iteration 13Q: 3 clusters Score -1595882 nChanged 476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32543 members Mstep: Class 2 contains 5840 members Entering Unmasked Estep Score: -1596148.500000 Penalty: 960.538696 Iteration 14Q: 3 clusters Score -1596148 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32847 members Mstep: Class 2 contains 5536 members Entering Unmasked Estep Score: -1596313.500000 Penalty: 960.538696 Iteration 15Q: 3 clusters Score -1596314 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33124 members Mstep: Class 2 contains 5259 members Entering Unmasked Estep Score: -1596442.250000 Penalty: 960.538696 Iteration 16Q: 3 clusters Score -1596442 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33362 members Mstep: Class 2 contains 5021 members Entering Unmasked Estep Score: -1596524.250000 Penalty: 960.538696 Iteration 17Q: 3 clusters Score -1596524 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33579 members Mstep: Class 2 contains 4804 members Entering Unmasked Estep Score: -1596584.375000 Penalty: 960.538696 Iteration 18Q: 3 clusters Score -1596584 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33801 members Mstep: Class 2 contains 4582 members Entering Unmasked Estep Score: -1596648.250000 Penalty: 960.538696 Iteration 19Q: 3 clusters Score -1596648 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34006 members Mstep: Class 2 contains 4377 members Entering Unmasked Estep Score: -1596705.000000 Penalty: 960.538696 Iteration 20F: 3 clusters Score -1596705 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34184 members Mstep: Class 2 contains 4199 members Entering Unmasked Estep Score: -1596745.875000 Penalty: 960.538696 Iteration 21Q: 3 clusters Score -1596746 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34348 members Mstep: Class 2 contains 4035 members Entering Unmasked Estep Score: -1596785.750000 Penalty: 960.538696 Iteration 22Q: 3 clusters Score -1596786 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34496 members Mstep: Class 2 contains 3887 members Entering Unmasked Estep Score: -1596816.000000 Penalty: 960.538696 Iteration 23Q: 3 clusters Score -1596816 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34618 members Mstep: Class 2 contains 3765 members Entering Unmasked Estep Score: -1596834.750000 Penalty: 960.538696 Iteration 24Q: 3 clusters Score -1596835 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34734 members Mstep: Class 2 contains 3649 members Entering Unmasked Estep Score: -1596849.750000 Penalty: 960.538696 Iteration 25Q: 3 clusters Score -1596850 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34844 members Mstep: Class 2 contains 3539 members Entering Unmasked Estep Score: -1596870.375000 Penalty: 960.538696 Iteration 26Q: 3 clusters Score -1596870 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34951 members Mstep: Class 2 contains 3432 members Entering Unmasked Estep Score: -1596895.500000 Penalty: 960.538696 Iteration 27Q: 3 clusters Score -1596896 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35054 members Mstep: Class 2 contains 3329 members Entering Unmasked Estep Score: -1596913.125000 Penalty: 960.538696 Iteration 28Q: 3 clusters Score -1596913 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35146 members Mstep: Class 2 contains 3237 members Entering Unmasked Estep Score: -1596927.500000 Penalty: 960.538696 Iteration 29Q: 3 clusters Score -1596928 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35235 members Mstep: Class 2 contains 3148 members Entering Unmasked Estep Score: -1596948.625000 Penalty: 960.538696 Iteration 30Q: 3 clusters Score -1596949 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35326 members Mstep: Class 2 contains 3057 members Entering Unmasked Estep Score: -1596955.625000 Penalty: 960.538696 Iteration 31Q: 3 clusters Score -1596956 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35397 members Mstep: Class 2 contains 2986 members Entering Unmasked Estep Score: -1596970.375000 Penalty: 960.538696 Iteration 32Q: 3 clusters Score -1596970 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35480 members Mstep: Class 2 contains 2903 members Entering Unmasked Estep Score: -1596985.875000 Penalty: 960.538696 Iteration 33Q: 3 clusters Score -1596986 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35564 members Mstep: Class 2 contains 2819 members Entering Unmasked Estep Score: -1597003.500000 Penalty: 960.538696 Iteration 34Q: 3 clusters Score -1597004 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35629 members Mstep: Class 2 contains 2754 members Entering Unmasked Estep Score: -1597020.750000 Penalty: 960.538696 Iteration 35Q: 3 clusters Score -1597021 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35698 members Mstep: Class 2 contains 2685 members Entering Unmasked Estep Score: -1597027.750000 Penalty: 960.538696 Iteration 36Q: 3 clusters Score -1597028 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35754 members Mstep: Class 2 contains 2629 members Entering Unmasked Estep Score: -1597037.500000 Penalty: 960.538696 Iteration 37Q: 3 clusters Score -1597038 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35801 members Mstep: Class 2 contains 2582 members Entering Unmasked Estep Score: -1597039.875000 Penalty: 960.538696 Iteration 38Q: 3 clusters Score -1597040 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35853 members Mstep: Class 2 contains 2530 members Entering Unmasked Estep Score: -1597056.125000 Penalty: 960.538696 Iteration 39Q: 3 clusters Score -1597056 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35907 members Mstep: Class 2 contains 2476 members Entering Unmasked Estep Score: -1597062.375000 Penalty: 960.538696 Iteration 40F: 3 clusters Score -1597062 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35963 members Mstep: Class 2 contains 2420 members Entering Unmasked Estep Score: -1597068.500000 Penalty: 960.538696 Iteration 41Q: 3 clusters Score -1597068 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36011 members Mstep: Class 2 contains 2372 members Entering Unmasked Estep Score: -1597070.375000 Penalty: 960.538696 Iteration 42Q: 3 clusters Score -1597070 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36071 members Mstep: Class 2 contains 2312 members Entering Unmasked Estep Score: -1597083.375000 Penalty: 960.538696 Iteration 43Q: 3 clusters Score -1597083 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36135 members Mstep: Class 2 contains 2248 members Entering Unmasked Estep Score: -1597100.750000 Penalty: 960.538696 Iteration 44Q: 3 clusters Score -1597101 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36189 members Mstep: Class 2 contains 2194 members Entering Unmasked Estep Score: -1597110.375000 Penalty: 960.538696 Iteration 45Q: 3 clusters Score -1597110 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36240 members Mstep: Class 2 contains 2143 members Entering Unmasked Estep Score: -1597117.875000 Penalty: 960.538696 Iteration 46Q: 3 clusters Score -1597118 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36289 members Mstep: Class 2 contains 2094 members Entering Unmasked Estep Score: -1597125.000000 Penalty: 960.538696 Iteration 47Q: 3 clusters Score -1597125 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36334 members Mstep: Class 2 contains 2049 members Entering Unmasked Estep Score: -1597128.500000 Penalty: 960.538696 Iteration 48Q: 3 clusters Score -1597128 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36371 members Mstep: Class 2 contains 2012 members Entering Unmasked Estep Score: -1597136.750000 Penalty: 960.538696 Iteration 49Q: 3 clusters Score -1597137 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36404 members Mstep: Class 2 contains 1979 members Entering Unmasked Estep Score: -1597137.000000 Penalty: 960.538696 Iteration 50Q: 3 clusters Score -1597137 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36436 members Mstep: Class 2 contains 1947 members Entering Unmasked Estep Score: -1597139.500000 Penalty: 960.538696 Iteration 51Q: 3 clusters Score -1597140 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36468 members Mstep: Class 2 contains 1915 members Entering Unmasked Estep Score: -1597137.375000 Penalty: 960.538696 Iteration 52Q: 3 clusters Score -1597137 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36490 members Mstep: Class 2 contains 1893 members Entering Unmasked Estep Score: -1597145.250000 Penalty: 960.538696 Iteration 53Q: 3 clusters Score -1597145 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36517 members Mstep: Class 2 contains 1866 members Entering Unmasked Estep Score: -1597146.500000 Penalty: 960.538696 Iteration 54Q: 3 clusters Score -1597146 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36543 members Mstep: Class 2 contains 1840 members Entering Unmasked Estep Score: -1597148.375000 Penalty: 960.538696 Iteration 55Q: 3 clusters Score -1597148 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36571 members Mstep: Class 2 contains 1812 members Entering Unmasked Estep Score: -1597159.250000 Penalty: 960.538696 Iteration 56Q: 3 clusters Score -1597159 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36612 members Mstep: Class 2 contains 1771 members Entering Unmasked Estep Score: -1597160.875000 Penalty: 960.538696 Iteration 57Q: 3 clusters Score -1597161 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36645 members Mstep: Class 2 contains 1738 members Entering Unmasked Estep Score: -1597168.000000 Penalty: 960.538696 Iteration 58Q: 3 clusters Score -1597168 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36678 members Mstep: Class 2 contains 1705 members Entering Unmasked Estep Score: -1597175.250000 Penalty: 960.538696 Iteration 59Q: 3 clusters Score -1597175 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36708 members Mstep: Class 2 contains 1675 members Entering Unmasked Estep Score: -1597182.625000 Penalty: 960.538696 Iteration 60F: 3 clusters Score -1597183 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36744 members Mstep: Class 2 contains 1639 members Entering Unmasked Estep Score: -1597188.500000 Penalty: 960.538696 Iteration 61Q: 3 clusters Score -1597188 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36786 members Mstep: Class 2 contains 1597 members Entering Unmasked Estep Score: -1597189.500000 Penalty: 960.538696 Iteration 62Q: 3 clusters Score -1597190 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36821 members Mstep: Class 2 contains 1562 members Entering Unmasked Estep Score: -1597197.125000 Penalty: 960.538696 Iteration 63Q: 3 clusters Score -1597197 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36851 members Mstep: Class 2 contains 1532 members Entering Unmasked Estep Score: -1597200.875000 Penalty: 960.538696 Iteration 64Q: 3 clusters Score -1597201 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36883 members Mstep: Class 2 contains 1500 members Entering Unmasked Estep Score: -1597209.250000 Penalty: 960.538696 Iteration 65Q: 3 clusters Score -1597209 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36911 members Mstep: Class 2 contains 1472 members Entering Unmasked Estep Score: -1597210.875000 Penalty: 960.538696 Iteration 66Q: 3 clusters Score -1597211 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36933 members Mstep: Class 2 contains 1450 members Entering Unmasked Estep Score: -1597218.000000 Penalty: 960.538696 Iteration 67Q: 3 clusters Score -1597218 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36969 members Mstep: Class 2 contains 1414 members Entering Unmasked Estep Score: -1597226.750000 Penalty: 960.538696 Iteration 68Q: 3 clusters Score -1597227 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36995 members Mstep: Class 2 contains 1388 members Entering Unmasked Estep Score: -1597233.500000 Penalty: 960.538696 Iteration 69Q: 3 clusters Score -1597234 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37028 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -1597239.000000 Penalty: 960.538696 Iteration 70Q: 3 clusters Score -1597239 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37064 members Mstep: Class 2 contains 1319 members Entering Unmasked Estep Score: -1597242.750000 Penalty: 960.538696 Iteration 71Q: 3 clusters Score -1597243 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37096 members Mstep: Class 2 contains 1287 members Entering Unmasked Estep Score: -1597246.625000 Penalty: 960.538696 Iteration 72Q: 3 clusters Score -1597247 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37130 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -1597253.250000 Penalty: 960.538696 Iteration 73Q: 3 clusters Score -1597253 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37158 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -1597257.000000 Penalty: 960.538696 Iteration 74Q: 3 clusters Score -1597257 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37183 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -1597261.125000 Penalty: 960.538696 Iteration 75Q: 3 clusters Score -1597261 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37209 members Mstep: Class 2 contains 1174 members Entering Unmasked Estep Score: -1597265.875000 Penalty: 960.538696 Iteration 76Q: 3 clusters Score -1597266 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37231 members Mstep: Class 2 contains 1152 members Entering Unmasked Estep Score: -1597270.375000 Penalty: 960.538696 Iteration 77Q: 3 clusters Score -1597270 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37249 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -1597272.500000 Penalty: 960.538696 Iteration 78Q: 3 clusters Score -1597272 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37260 members Mstep: Class 2 contains 1123 members Entering Unmasked Estep Score: -1597273.000000 Penalty: 960.538696 Iteration 79Q: 3 clusters Score -1597273 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37269 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -1597274.000000 Penalty: 960.538696 Iteration 80F: 3 clusters Score -1597274 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37275 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -1597272.375000 Penalty: 960.538696 Iteration 81Q: 3 clusters Score -1597272 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37280 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -1597272.500000 Penalty: 960.538696 Iteration 82Q: 3 clusters Score -1597272 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37285 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -1597275.625000 Penalty: 960.538696 Iteration 83Q: 3 clusters Score -1597276 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37295 members Mstep: Class 2 contains 1088 members Entering Unmasked Estep Score: -1597277.875000 Penalty: 960.538696 Iteration 84Q: 3 clusters Score -1597278 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37307 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -1597279.500000 Penalty: 960.538696 Iteration 85Q: 3 clusters Score -1597280 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37320 members Mstep: Class 2 contains 1063 members Entering Unmasked Estep Score: -1597279.875000 Penalty: 960.538696 Iteration 86Q: 3 clusters Score -1597280 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37337 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -1597284.250000 Penalty: 960.538696 Iteration 87Q: 3 clusters Score -1597284 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37358 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -1597289.250000 Penalty: 960.538696 Iteration 88Q: 3 clusters Score -1597289 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37379 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -1597293.125000 Penalty: 960.538696 Iteration 89Q: 3 clusters Score -1597293 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37395 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -1597295.500000 Penalty: 960.538696 Iteration 90Q: 3 clusters Score -1597296 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37407 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -1597300.000000 Penalty: 960.538696 Iteration 91Q: 3 clusters Score -1597300 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37425 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -1597301.250000 Penalty: 960.538696 Iteration 92Q: 3 clusters Score -1597301 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37440 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -1597304.125000 Penalty: 960.538696 Iteration 93Q: 3 clusters Score -1597304 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37457 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -1597304.750000 Penalty: 960.538696 Iteration 94Q: 3 clusters Score -1597305 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37472 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -1597305.000000 Penalty: 960.538696 Iteration 95Q: 3 clusters Score -1597305 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37488 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -1597306.625000 Penalty: 960.538696 Iteration 96Q: 3 clusters Score -1597307 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37506 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -1597313.250000 Penalty: 960.538696 Iteration 97Q: 3 clusters Score -1597313 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37523 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -1597313.500000 Penalty: 960.538696 Iteration 98Q: 3 clusters Score -1597314 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37545 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -1597318.875000 Penalty: 960.538696 Iteration 99Q: 3 clusters Score -1597319 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37562 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -1597321.500000 Penalty: 960.538696 Iteration 100F: 3 clusters Score -1597322 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37578 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -1597325.875000 Penalty: 960.538696 Iteration 101Q: 3 clusters Score -1597326 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37599 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -1597332.500000 Penalty: 960.538696 Iteration 102Q: 3 clusters Score -1597332 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37612 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -1597333.625000 Penalty: 960.538696 Iteration 103Q: 3 clusters Score -1597334 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37627 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -1597336.500000 Penalty: 960.538696 Iteration 104Q: 3 clusters Score -1597336 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37642 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -1597341.125000 Penalty: 960.538696 Iteration 105Q: 3 clusters Score -1597341 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37652 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -1597343.125000 Penalty: 960.538696 Iteration 106Q: 3 clusters Score -1597343 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37660 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -1597343.500000 Penalty: 960.538696 Iteration 107Q: 3 clusters Score -1597344 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37667 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -1597345.000000 Penalty: 960.538696 Iteration 108Q: 3 clusters Score -1597345 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37677 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -1597347.750000 Penalty: 960.538696 Iteration 109Q: 3 clusters Score -1597348 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37682 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -1597347.750000 Penalty: 960.538696 Iteration 110Q: 3 clusters Score -1597348 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37685 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -1597348.875000 Penalty: 960.538696 Iteration 111Q: 3 clusters Score -1597349 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37690 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -1597349.500000 Penalty: 960.538696 Iteration 112Q: 3 clusters Score -1597350 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37699 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -1597349.500000 Penalty: 960.538696 Iteration 113Q: 3 clusters Score -1597350 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37710 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -1597354.500000 Penalty: 960.538696 Iteration 114Q: 3 clusters Score -1597354 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37715 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -1597356.000000 Penalty: 960.538696 Iteration 115Q: 3 clusters Score -1597356 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37728 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -1597358.750000 Penalty: 960.538696 Iteration 116Q: 3 clusters Score -1597359 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37745 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -1597363.750000 Penalty: 960.538696 Iteration 117Q: 3 clusters Score -1597364 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37761 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -1597366.000000 Penalty: 960.538696 Iteration 118Q: 3 clusters Score -1597366 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37775 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -1597370.500000 Penalty: 960.538696 Iteration 119Q: 3 clusters Score -1597370 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37783 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -1597372.375000 Penalty: 960.538696 Iteration 120F: 3 clusters Score -1597372 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37798 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -1597376.625000 Penalty: 960.538696 Iteration 121Q: 3 clusters Score -1597377 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37808 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -1597380.125000 Penalty: 960.538696 Iteration 122Q: 3 clusters Score -1597380 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37818 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -1597383.500000 Penalty: 960.538696 Iteration 123Q: 3 clusters Score -1597384 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37827 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -1597384.750000 Penalty: 960.538696 Iteration 124Q: 3 clusters Score -1597385 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37834 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -1597387.125000 Penalty: 960.538696 Iteration 125Q: 3 clusters Score -1597387 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37845 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -1597390.375000 Penalty: 960.538696 Iteration 126Q: 3 clusters Score -1597390 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37852 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -1597392.375000 Penalty: 960.538696 Iteration 127Q: 3 clusters Score -1597392 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37860 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -1597394.375000 Penalty: 960.538696 Iteration 128Q: 3 clusters Score -1597394 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37870 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -1597402.000000 Penalty: 960.538696 Iteration 129Q: 3 clusters Score -1597402 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37883 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -1597407.125000 Penalty: 960.538696 Iteration 130Q: 3 clusters Score -1597407 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37897 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -1597413.250000 Penalty: 960.538696 Iteration 131Q: 3 clusters Score -1597413 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37905 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -1597417.125000 Penalty: 960.538696 Iteration 132Q: 3 clusters Score -1597417 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37912 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -1597416.750000 Penalty: 960.538696 Iteration 133Q: 3 clusters Score -1597417 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37922 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -1597421.000000 Penalty: 960.538696 Iteration 134Q: 3 clusters Score -1597421 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37929 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -1597423.375000 Penalty: 960.538696 Iteration 135Q: 3 clusters Score -1597423 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37931 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -1597424.250000 Penalty: 960.538696 Iteration 136Q: 3 clusters Score -1597424 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37933 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -1597425.750000 Penalty: 960.538696 Iteration 137Q: 3 clusters Score -1597426 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37935 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -1597426.875000 Penalty: 960.538696 Iteration 138Q: 3 clusters Score -1597427 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37939 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -1597427.625000 Penalty: 960.538696 Iteration 139Q: 3 clusters Score -1597428 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37943 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -1597428.250000 Penalty: 960.538696 Iteration 140F: 3 clusters Score -1597428 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (1396 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1396 members Entering Unmasked Estep Score: -51899.058594 Penalty: 329.482178 Iteration 0F: 2 clusters Score -51899.06 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -50872.062500 Penalty: 658.964355 Iteration 0F: 3 clusters Score -50872.06 nChanged 608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -51451.910156 Penalty: 658.964355 Iteration 1F: 3 clusters Score -51451.91 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -51759.398438 Penalty: 658.964355 Iteration 2F: 3 clusters Score -51759.4 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -52216.566406 Penalty: 658.964355 Iteration 3F: 3 clusters Score -52216.57 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -52675.773438 Penalty: 658.964355 Iteration 4F: 3 clusters Score -52675.77 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -52886.851562 Penalty: 658.964355 Iteration 5F: 3 clusters Score -52886.85 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -52950.167969 Penalty: 658.964355 Iteration 6Q: 3 clusters Score -52950.17 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -53017.382812 Penalty: 658.964355 Iteration 7Q: 3 clusters Score -53017.38 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -53083.445312 Penalty: 658.964355 Iteration 8Q: 3 clusters Score -53083.45 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -53113.824219 Penalty: 658.964355 Iteration 9Q: 3 clusters Score -53113.82 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -53153.003906 Penalty: 658.964355 Iteration 10Q: 3 clusters Score -53153 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -53182.816406 Penalty: 658.964355 Iteration 11Q: 3 clusters Score -53182.82 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -53199.117188 Penalty: 658.964355 Iteration 12Q: 3 clusters Score -53199.12 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -53213.417969 Penalty: 658.964355 Iteration 13Q: 3 clusters Score -53213.42 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -53215.316406 Penalty: 658.964355 Iteration 14Q: 3 clusters Score -53215.32 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -53216.464844 Penalty: 658.964355 Iteration 15Q: 3 clusters Score -53216.46 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -53216.839844 Penalty: 658.964355 Iteration 16Q: 3 clusters Score -53216.84 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -53236.738281 Penalty: 658.964355 Iteration 17F: 3 clusters Score -53236.74 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -53253.179688 Penalty: 658.964355 Iteration 18Q: 3 clusters Score -53253.18 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -53259.910156 Penalty: 658.964355 Iteration 19Q: 3 clusters Score -53259.91 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -53261.539062 Penalty: 658.964355 Iteration 20F: 3 clusters Score -53261.54 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -53262.078125 Penalty: 658.964355 Iteration 21Q: 3 clusters Score -53262.08 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -53262.269531 Penalty: 658.964355 Iteration 22Q: 3 clusters Score -53262.27 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -53262.269531 Penalty: 658.964355 Iteration 23F: 3 clusters Score -53262.27 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1743 members Mstep: Class 2 contains 1098 members Mstep: Class 3 contains 1606 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 307 members Mstep: Class 6 contains 544 members Mstep: Class 7 contains 16605 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 482 members Mstep: Class 10 contains 3903 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 38383 members Mstep: Class 14 contains 513 members Mstep: Class 15 contains 4926 members Mstep: Class 16 contains 30681 members Mstep: Class 20 contains 265691 members Mstep: Class 21 contains 981 members Entering Unmasked Estep Score: -15537586.000000 Penalty: 9916.124023 Splitting cluster 14 changes total score from -15534872.000000 to -15537586.000000 So it's getting split into cluster 8. Entering ConstructFrom: Trying to split cluster 15 (4926 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4926 members Entering Unmasked Estep Score: -197872.375000 Penalty: 386.853851 Iteration 0F: 2 clusters Score -197872.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2419 members Mstep: Class 2 contains 2507 members Entering Unmasked Estep Score: -194536.390625 Penalty: 773.707703 Iteration 0F: 3 clusters Score -194536.4 nChanged 2237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2050 members Mstep: Class 2 contains 2876 members Entering Unmasked Estep Score: -195858.812500 Penalty: 773.707703 Iteration 1F: 3 clusters Score -195858.8 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1848 members Mstep: Class 2 contains 3078 members Entering Unmasked Estep Score: -196093.765625 Penalty: 773.707703 Iteration 2F: 3 clusters Score -196093.8 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1601 members Mstep: Class 2 contains 3325 members Entering Unmasked Estep Score: -196365.703125 Penalty: 773.707703 Iteration 3F: 3 clusters Score -196365.7 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1383 members Mstep: Class 2 contains 3543 members Entering Unmasked Estep Score: -196670.593750 Penalty: 773.707703 Iteration 4F: 3 clusters Score -196670.6 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 3712 members Entering Unmasked Estep Score: -196962.187500 Penalty: 773.707703 Iteration 5F: 3 clusters Score -196962.2 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 3824 members Entering Unmasked Estep Score: -197251.875000 Penalty: 773.707703 Iteration 6Q: 3 clusters Score -197251.9 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 3872 members Entering Unmasked Estep Score: -197505.437500 Penalty: 773.707703 Iteration 7Q: 3 clusters Score -197505.4 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 3888 members Entering Unmasked Estep Score: -197582.171875 Penalty: 773.707703 Iteration 8Q: 3 clusters Score -197582.2 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 3900 members Entering Unmasked Estep Score: -197606.890625 Penalty: 773.707703 Iteration 9Q: 3 clusters Score -197606.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 3915 members Entering Unmasked Estep Score: -197620.937500 Penalty: 773.707703 Iteration 10Q: 3 clusters Score -197620.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 3926 members Entering Unmasked Estep Score: -197625.453125 Penalty: 773.707703 Iteration 11Q: 3 clusters Score -197625.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 3932 members Entering Unmasked Estep Score: -197627.671875 Penalty: 773.707703 Iteration 12Q: 3 clusters Score -197627.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 3937 members Entering Unmasked Estep Score: -197628.203125 Penalty: 773.707703 Iteration 13Q: 3 clusters Score -197628.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 3937 members Entering Unmasked Estep Score: -197628.703125 Penalty: 773.707703 Iteration 14Q: 3 clusters Score -197628.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 3936 members Entering Unmasked Estep Score: -197628.656250 Penalty: 773.707703 Iteration 15Q: 3 clusters Score -197628.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 3936 members Entering Unmasked Estep Score: -197628.656250 Penalty: 773.707703 Iteration 16F: 3 clusters Score -197628.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (30681 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30681 members Entering Unmasked Estep Score: -1358479.000000 Penalty: 470.078644 Iteration 0F: 2 clusters Score -1358479 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15260 members Mstep: Class 2 contains 15421 members Entering Unmasked Estep Score: -1337960.750000 Penalty: 940.157288 Iteration 0F: 3 clusters Score -1337961 nChanged 14731 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13957 members Mstep: Class 2 contains 16724 members Entering Unmasked Estep Score: -1346803.500000 Penalty: 940.157288 Iteration 1F: 3 clusters Score -1346804 nChanged 1139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13122 members Mstep: Class 2 contains 17559 members Entering Unmasked Estep Score: -1347164.625000 Penalty: 940.157288 Iteration 2Q: 3 clusters Score -1347165 nChanged 1382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11892 members Mstep: Class 2 contains 18789 members Entering Unmasked Estep Score: -1347725.125000 Penalty: 940.157288 Iteration 3Q: 3 clusters Score -1347725 nChanged 1808 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10132 members Mstep: Class 2 contains 20549 members Entering Unmasked Estep Score: -1348724.500000 Penalty: 940.157288 Iteration 4F: 3 clusters Score -1348724 nChanged 2344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7798 members Mstep: Class 2 contains 22883 members Entering Unmasked Estep Score: -1350448.125000 Penalty: 940.157288 Iteration 5F: 3 clusters Score -1350448 nChanged 2763 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5041 members Mstep: Class 2 contains 25640 members Entering Unmasked Estep Score: -1352933.625000 Penalty: 940.157288 Iteration 6F: 3 clusters Score -1352934 nChanged 2518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2523 members Mstep: Class 2 contains 28158 members Entering Unmasked Estep Score: -1355493.000000 Penalty: 940.157288 Iteration 7F: 3 clusters Score -1355493 nChanged 1577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 29735 members Entering Unmasked Estep Score: -1357124.250000 Penalty: 940.157288 Iteration 8F: 3 clusters Score -1357124 nChanged 668 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 30403 members Entering Unmasked Estep Score: -1357777.750000 Penalty: 940.157288 Iteration 9Q: 3 clusters Score -1357778 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 30606 members Entering Unmasked Estep Score: -1357978.500000 Penalty: 940.157288 Iteration 10Q: 3 clusters Score -1357978 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41 members Mstep: Class 2 contains 30640 members Entering Unmasked Estep Score: -1358020.500000 Penalty: 940.157288 Iteration 11Q: 3 clusters Score -1358020 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34 members Mstep: Class 2 contains 30647 members Entering Unmasked Estep Score: -1358054.375000 Penalty: 940.157288 Iteration 12Q: 3 clusters Score -1358054 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30 members Mstep: Class 2 contains 30651 members Entering Unmasked Estep Score: -1358072.750000 Penalty: 940.157288 Iteration 13Q: 3 clusters Score -1358073 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27 members Mstep: Class 2 contains 30654 members Entering Unmasked Estep Score: -1358101.875000 Penalty: 940.157288 Iteration 14Q: 3 clusters Score -1358102 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30 members Mstep: Class 2 contains 30651 members Entering Unmasked Estep Score: -1358107.000000 Penalty: 940.157288 Iteration 15Q: 3 clusters Score -1358107 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30 members Mstep: Class 2 contains 30651 members Entering Unmasked Estep Score: -1358107.000000 Penalty: 940.157288 Iteration 16F: 3 clusters Score -1358107 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (265691 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265691 members Entering Unmasked Estep Score: -11473438.000000 Penalty: 568.299072 Iteration 0F: 2 clusters Score -1.147344e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132928 members Mstep: Class 2 contains 132763 members Entering Unmasked Estep Score: -11303976.000000 Penalty: 1136.598145 Iteration 0F: 3 clusters Score -1.130398e+07 nChanged 131197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132355 members Mstep: Class 2 contains 133336 members Entering Unmasked Estep Score: -11384987.000000 Penalty: 1136.598145 Iteration 1F: 3 clusters Score -1.138499e+07 nChanged 12166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131787 members Mstep: Class 2 contains 133904 members Entering Unmasked Estep Score: -11390067.000000 Penalty: 1136.598145 Iteration 2Q: 3 clusters Score -1.139007e+07 nChanged 14275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131478 members Mstep: Class 2 contains 134213 members Entering Unmasked Estep Score: -11396975.000000 Penalty: 1136.598145 Iteration 3F: 3 clusters Score -1.139698e+07 nChanged 16237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132251 members Mstep: Class 2 contains 133440 members Entering Unmasked Estep Score: -11406483.000000 Penalty: 1136.598145 Iteration 4F: 3 clusters Score -1.140648e+07 nChanged 17501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135200 members Mstep: Class 2 contains 130491 members Entering Unmasked Estep Score: -11417928.000000 Penalty: 1136.598145 Iteration 5F: 3 clusters Score -1.141793e+07 nChanged 17864 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141418 members Mstep: Class 2 contains 124273 members Entering Unmasked Estep Score: -11430270.000000 Penalty: 1136.598145 Iteration 6F: 3 clusters Score -1.143027e+07 nChanged 16861 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150341 members Mstep: Class 2 contains 115350 members Entering Unmasked Estep Score: -11442696.000000 Penalty: 1136.598145 Iteration 7F: 3 clusters Score -1.14427e+07 nChanged 14509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159520 members Mstep: Class 2 contains 106171 members Entering Unmasked Estep Score: -11452549.000000 Penalty: 1136.598145 Iteration 8F: 3 clusters Score -1.145255e+07 nChanged 11580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167456 members Mstep: Class 2 contains 98235 members Entering Unmasked Estep Score: -11458686.000000 Penalty: 1136.598145 Iteration 9Q: 3 clusters Score -1.145869e+07 nChanged 8733 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173879 members Mstep: Class 2 contains 91812 members Entering Unmasked Estep Score: -11462203.000000 Penalty: 1136.598145 Iteration 10Q: 3 clusters Score -1.14622e+07 nChanged 6460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179195 members Mstep: Class 2 contains 86496 members Entering Unmasked Estep Score: -11464210.000000 Penalty: 1136.598145 Iteration 11Q: 3 clusters Score -1.146421e+07 nChanged 4901 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183678 members Mstep: Class 2 contains 82013 members Entering Unmasked Estep Score: -11465395.000000 Penalty: 1136.598145 Iteration 12Q: 3 clusters Score -1.14654e+07 nChanged 4319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187881 members Mstep: Class 2 contains 77810 members Entering Unmasked Estep Score: -11466382.000000 Penalty: 1136.598145 Iteration 13Q: 3 clusters Score -1.146638e+07 nChanged 3948 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191801 members Mstep: Class 2 contains 73890 members Entering Unmasked Estep Score: -11467139.000000 Penalty: 1136.598145 Iteration 14Q: 3 clusters Score -1.146714e+07 nChanged 3846 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195635 members Mstep: Class 2 contains 70056 members Entering Unmasked Estep Score: -11467922.000000 Penalty: 1136.598145 Iteration 15Q: 3 clusters Score -1.146792e+07 nChanged 3845 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199474 members Mstep: Class 2 contains 66217 members Entering Unmasked Estep Score: -11468714.000000 Penalty: 1136.598145 Iteration 16Q: 3 clusters Score -1.146871e+07 nChanged 3852 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203324 members Mstep: Class 2 contains 62367 members Entering Unmasked Estep Score: -11469534.000000 Penalty: 1136.598145 Iteration 17Q: 3 clusters Score -1.146953e+07 nChanged 3891 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207215 members Mstep: Class 2 contains 58476 members Entering Unmasked Estep Score: -11470180.000000 Penalty: 1136.598145 Iteration 18Q: 3 clusters Score -1.147018e+07 nChanged 3867 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211082 members Mstep: Class 2 contains 54609 members Entering Unmasked Estep Score: -11470848.000000 Penalty: 1136.598145 Iteration 19Q: 3 clusters Score -1.147085e+07 nChanged 3748 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214830 members Mstep: Class 2 contains 50861 members Entering Unmasked Estep Score: -11471443.000000 Penalty: 1136.598145 Iteration 20F: 3 clusters Score -1.147144e+07 nChanged 3754 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218584 members Mstep: Class 2 contains 47107 members Entering Unmasked Estep Score: -11472081.000000 Penalty: 1136.598145 Iteration 21Q: 3 clusters Score -1.147208e+07 nChanged 3706 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222290 members Mstep: Class 2 contains 43401 members Entering Unmasked Estep Score: -11472715.000000 Penalty: 1136.598145 Iteration 22Q: 3 clusters Score -1.147272e+07 nChanged 3522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225812 members Mstep: Class 2 contains 39879 members Entering Unmasked Estep Score: -11473003.000000 Penalty: 1136.598145 Iteration 23Q: 3 clusters Score -1.1473e+07 nChanged 3336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229148 members Mstep: Class 2 contains 36543 members Entering Unmasked Estep Score: -11473522.000000 Penalty: 1136.598145 Iteration 24Q: 3 clusters Score -1.147352e+07 nChanged 3248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232396 members Mstep: Class 2 contains 33295 members Entering Unmasked Estep Score: -11473827.000000 Penalty: 1136.598145 Iteration 25Q: 3 clusters Score -1.147383e+07 nChanged 3162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235558 members Mstep: Class 2 contains 30133 members Entering Unmasked Estep Score: -11474162.000000 Penalty: 1136.598145 Iteration 26Q: 3 clusters Score -1.147416e+07 nChanged 2943 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238501 members Mstep: Class 2 contains 27190 members Entering Unmasked Estep Score: -11474351.000000 Penalty: 1136.598145 Iteration 27Q: 3 clusters Score -1.147435e+07 nChanged 2727 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241228 members Mstep: Class 2 contains 24463 members Entering Unmasked Estep Score: -11474585.000000 Penalty: 1136.598145 Iteration 28Q: 3 clusters Score -1.147458e+07 nChanged 2466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243694 members Mstep: Class 2 contains 21997 members Entering Unmasked Estep Score: -11474798.000000 Penalty: 1136.598145 Iteration 29Q: 3 clusters Score -1.14748e+07 nChanged 2225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245917 members Mstep: Class 2 contains 19774 members Entering Unmasked Estep Score: -11475168.000000 Penalty: 1136.598145 Iteration 30Q: 3 clusters Score -1.147517e+07 nChanged 2003 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247906 members Mstep: Class 2 contains 17785 members Entering Unmasked Estep Score: -11475855.000000 Penalty: 1136.598145 Iteration 31Q: 3 clusters Score -1.147586e+07 nChanged 1757 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249581 members Mstep: Class 2 contains 16110 members Entering Unmasked Estep Score: -11477280.000000 Penalty: 1136.598145 Iteration 32Q: 3 clusters Score -1.147728e+07 nChanged 1561 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250672 members Mstep: Class 2 contains 15019 members Entering Unmasked Estep Score: -11478680.000000 Penalty: 1136.598145 Iteration 33Q: 3 clusters Score -1.147868e+07 nChanged 1501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251103 members Mstep: Class 2 contains 14588 members Entering Unmasked Estep Score: -11479371.000000 Penalty: 1136.598145 Iteration 34Q: 3 clusters Score -1.147937e+07 nChanged 1167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251192 members Mstep: Class 2 contains 14499 members Entering Unmasked Estep Score: -11479754.000000 Penalty: 1136.598145 Iteration 35Q: 3 clusters Score -1.147975e+07 nChanged 892 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251184 members Mstep: Class 2 contains 14507 members Entering Unmasked Estep Score: -11479959.000000 Penalty: 1136.598145 Iteration 36Q: 3 clusters Score -1.147996e+07 nChanged 690 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251108 members Mstep: Class 2 contains 14583 members Entering Unmasked Estep Score: -11480138.000000 Penalty: 1136.598145 Iteration 37Q: 3 clusters Score -1.148014e+07 nChanged 545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251047 members Mstep: Class 2 contains 14644 members Entering Unmasked Estep Score: -11480239.000000 Penalty: 1136.598145 Iteration 38Q: 3 clusters Score -1.148024e+07 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251000 members Mstep: Class 2 contains 14691 members Entering Unmasked Estep Score: -11480330.000000 Penalty: 1136.598145 Iteration 39Q: 3 clusters Score -1.148033e+07 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250941 members Mstep: Class 2 contains 14750 members Entering Unmasked Estep Score: -11480344.000000 Penalty: 1136.598145 Iteration 40F: 3 clusters Score -1.148034e+07 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250890 members Mstep: Class 2 contains 14801 members Entering Unmasked Estep Score: -11480353.000000 Penalty: 1136.598145 Iteration 41Q: 3 clusters Score -1.148035e+07 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250856 members Mstep: Class 2 contains 14835 members Entering Unmasked Estep Score: -11480429.000000 Penalty: 1136.598145 Iteration 42Q: 3 clusters Score -1.148043e+07 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250838 members Mstep: Class 2 contains 14853 members Entering Unmasked Estep Score: -11480448.000000 Penalty: 1136.598145 Iteration 43Q: 3 clusters Score -1.148045e+07 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250823 members Mstep: Class 2 contains 14868 members Entering Unmasked Estep Score: -11480444.000000 Penalty: 1136.598145 Iteration 44Q: 3 clusters Score -1.148044e+07 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250822 members Mstep: Class 2 contains 14869 members Entering Unmasked Estep Score: -11480481.000000 Penalty: 1136.598145 Iteration 45Q: 3 clusters Score -1.148048e+07 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250853 members Mstep: Class 2 contains 14838 members Entering Unmasked Estep Score: -11480461.000000 Penalty: 1136.598145 Iteration 46Q: 3 clusters Score -1.148046e+07 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250879 members Mstep: Class 2 contains 14812 members Entering Unmasked Estep Score: -11480460.000000 Penalty: 1136.598145 Iteration 47Q: 3 clusters Score -1.148046e+07 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250895 members Mstep: Class 2 contains 14796 members Entering Unmasked Estep Score: -11480456.000000 Penalty: 1136.598145 Iteration 48Q: 3 clusters Score -1.148046e+07 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250896 members Mstep: Class 2 contains 14795 members Entering Unmasked Estep Score: -11480456.000000 Penalty: 1136.598145 Iteration 49Q: 3 clusters Score -1.148046e+07 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250908 members Mstep: Class 2 contains 14783 members Entering Unmasked Estep Score: -11480471.000000 Penalty: 1136.598145 Iteration 50Q: 3 clusters Score -1.148047e+07 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250919 members Mstep: Class 2 contains 14772 members Entering Unmasked Estep Score: -11480491.000000 Penalty: 1136.598145 Iteration 51Q: 3 clusters Score -1.148049e+07 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250928 members Mstep: Class 2 contains 14763 members Entering Unmasked Estep Score: -11480480.000000 Penalty: 1136.598145 Iteration 52Q: 3 clusters Score -1.148048e+07 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250938 members Mstep: Class 2 contains 14753 members Entering Unmasked Estep Score: -11480489.000000 Penalty: 1136.598145 Iteration 53Q: 3 clusters Score -1.148049e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250942 members Mstep: Class 2 contains 14749 members Entering Unmasked Estep Score: -11480484.000000 Penalty: 1136.598145 Iteration 54Q: 3 clusters Score -1.148048e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250951 members Mstep: Class 2 contains 14740 members Entering Unmasked Estep Score: -11480493.000000 Penalty: 1136.598145 Iteration 55Q: 3 clusters Score -1.148049e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250971 members Mstep: Class 2 contains 14720 members Entering Unmasked Estep Score: -11480505.000000 Penalty: 1136.598145 Iteration 56Q: 3 clusters Score -1.14805e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250995 members Mstep: Class 2 contains 14696 members Entering Unmasked Estep Score: -11480490.000000 Penalty: 1136.598145 Iteration 57Q: 3 clusters Score -1.148049e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251030 members Mstep: Class 2 contains 14661 members Entering Unmasked Estep Score: -11480498.000000 Penalty: 1136.598145 Iteration 58Q: 3 clusters Score -1.14805e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251053 members Mstep: Class 2 contains 14638 members Entering Unmasked Estep Score: -11480499.000000 Penalty: 1136.598145 Iteration 59Q: 3 clusters Score -1.14805e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251076 members Mstep: Class 2 contains 14615 members Entering Unmasked Estep Score: -11480499.000000 Penalty: 1136.598145 Iteration 60F: 3 clusters Score -1.14805e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251100 members Mstep: Class 2 contains 14591 members Entering Unmasked Estep Score: -11480509.000000 Penalty: 1136.598145 Iteration 61Q: 3 clusters Score -1.148051e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251108 members Mstep: Class 2 contains 14583 members Entering Unmasked Estep Score: -11480510.000000 Penalty: 1136.598145 Iteration 62Q: 3 clusters Score -1.148051e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251122 members Mstep: Class 2 contains 14569 members Entering Unmasked Estep Score: -11480488.000000 Penalty: 1136.598145 Iteration 63Q: 3 clusters Score -1.148049e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251136 members Mstep: Class 2 contains 14555 members Entering Unmasked Estep Score: -11480489.000000 Penalty: 1136.598145 Iteration 64Q: 3 clusters Score -1.148049e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251143 members Mstep: Class 2 contains 14548 members Entering Unmasked Estep Score: -11480491.000000 Penalty: 1136.598145 Iteration 65Q: 3 clusters Score -1.148049e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251153 members Mstep: Class 2 contains 14538 members Entering Unmasked Estep Score: -11480485.000000 Penalty: 1136.598145 Iteration 66Q: 3 clusters Score -1.148048e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251154 members Mstep: Class 2 contains 14537 members Entering Unmasked Estep Score: -11480484.000000 Penalty: 1136.598145 Iteration 67Q: 3 clusters Score -1.148048e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251158 members Mstep: Class 2 contains 14533 members Entering Unmasked Estep Score: -11480484.000000 Penalty: 1136.598145 Iteration 68Q: 3 clusters Score -1.148048e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251156 members Mstep: Class 2 contains 14535 members Entering Unmasked Estep Score: -11480480.000000 Penalty: 1136.598145 Iteration 69Q: 3 clusters Score -1.148048e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251154 members Mstep: Class 2 contains 14537 members Entering Unmasked Estep Score: -11480485.000000 Penalty: 1136.598145 Iteration 70Q: 3 clusters Score -1.148048e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251152 members Mstep: Class 2 contains 14539 members Entering Unmasked Estep Score: -11480476.000000 Penalty: 1136.598145 Iteration 71Q: 3 clusters Score -1.148048e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251151 members Mstep: Class 2 contains 14540 members Entering Unmasked Estep Score: -11480478.000000 Penalty: 1136.598145 Iteration 72Q: 3 clusters Score -1.148048e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251154 members Mstep: Class 2 contains 14537 members Entering Unmasked Estep Score: -11480485.000000 Penalty: 1136.598145 Iteration 73Q: 3 clusters Score -1.148048e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251156 members Mstep: Class 2 contains 14535 members Entering Unmasked Estep Score: -11480475.000000 Penalty: 1136.598145 Iteration 74Q: 3 clusters Score -1.148048e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251158 members Mstep: Class 2 contains 14533 members Entering Unmasked Estep Score: -11480478.000000 Penalty: 1136.598145 Iteration 75Q: 3 clusters Score -1.148048e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251159 members Mstep: Class 2 contains 14532 members Entering Unmasked Estep Score: -11480468.000000 Penalty: 1136.598145 Iteration 76Q: 3 clusters Score -1.148047e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251160 members Mstep: Class 2 contains 14531 members Entering Unmasked Estep Score: -11480469.000000 Penalty: 1136.598145 Iteration 77Q: 3 clusters Score -1.148047e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251161 members Mstep: Class 2 contains 14530 members Entering Unmasked Estep Score: -11480475.000000 Penalty: 1136.598145 Iteration 78Q: 3 clusters Score -1.148048e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251163 members Mstep: Class 2 contains 14528 members Entering Unmasked Estep Score: -11480474.000000 Penalty: 1136.598145 Iteration 79Q: 3 clusters Score -1.148047e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251165 members Mstep: Class 2 contains 14526 members Entering Unmasked Estep Score: -11480481.000000 Penalty: 1136.598145 Iteration 80F: 3 clusters Score -1.148048e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251169 members Mstep: Class 2 contains 14522 members Entering Unmasked Estep Score: -11480477.000000 Penalty: 1136.598145 Iteration 81Q: 3 clusters Score -1.148048e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251171 members Mstep: Class 2 contains 14520 members Entering Unmasked Estep Score: -11480470.000000 Penalty: 1136.598145 Iteration 82Q: 3 clusters Score -1.148047e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251175 members Mstep: Class 2 contains 14516 members Entering Unmasked Estep Score: -11480477.000000 Penalty: 1136.598145 Iteration 83Q: 3 clusters Score -1.148048e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251177 members Mstep: Class 2 contains 14514 members Entering Unmasked Estep Score: -11480482.000000 Penalty: 1136.598145 Iteration 84Q: 3 clusters Score -1.148048e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251179 members Mstep: Class 2 contains 14512 members Entering Unmasked Estep Score: -11480473.000000 Penalty: 1136.598145 Iteration 85Q: 3 clusters Score -1.148047e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251182 members Mstep: Class 2 contains 14509 members Entering Unmasked Estep Score: -11480469.000000 Penalty: 1136.598145 Iteration 86Q: 3 clusters Score -1.148047e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251185 members Mstep: Class 2 contains 14506 members Entering Unmasked Estep Score: -11480464.000000 Penalty: 1136.598145 Iteration 87Q: 3 clusters Score -1.148046e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251186 members Mstep: Class 2 contains 14505 members Entering Unmasked Estep Score: -11480468.000000 Penalty: 1136.598145 Iteration 88Q: 3 clusters Score -1.148047e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251186 members Mstep: Class 2 contains 14505 members Entering Unmasked Estep Score: -11480468.000000 Penalty: 1136.598145 Iteration 89F: 3 clusters Score -1.148047e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1743 members Mstep: Class 2 contains 1098 members Mstep: Class 3 contains 1606 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 307 members Mstep: Class 6 contains 544 members Mstep: Class 7 contains 16605 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 482 members Mstep: Class 10 contains 3903 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 38383 members Mstep: Class 13 contains 14505 members Mstep: Class 14 contains 513 members Mstep: Class 15 contains 4926 members Mstep: Class 16 contains 30681 members Mstep: Class 20 contains 251186 members Mstep: Class 21 contains 981 members Entering Unmasked Estep Score: -15544682.000000 Penalty: 10499.424805 Splitting cluster 20 changes total score from -15534872.000000 to -15544682.000000 So it's getting split into cluster 13. Entering ConstructFrom: Trying to split cluster 21 (981 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Entering Unmasked Estep Score: -45996.437500 Penalty: 313.430054 Iteration 0F: 2 clusters Score -45996.44 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -45203.996094 Penalty: 626.860107 Iteration 0F: 3 clusters Score -45204 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -45398.710938 Penalty: 626.860107 Iteration 1F: 3 clusters Score -45398.71 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -45437.468750 Penalty: 626.860107 Iteration 2F: 3 clusters Score -45437.47 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -45468.925781 Penalty: 626.860107 Iteration 3F: 3 clusters Score -45468.93 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -45493.625000 Penalty: 626.860107 Iteration 4Q: 3 clusters Score -45493.62 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -45507.722656 Penalty: 626.860107 Iteration 5Q: 3 clusters Score -45507.72 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -45514.792969 Penalty: 626.860107 Iteration 6Q: 3 clusters Score -45514.79 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -45523.710938 Penalty: 626.860107 Iteration 7Q: 3 clusters Score -45523.71 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -45532.476562 Penalty: 626.860107 Iteration 8Q: 3 clusters Score -45532.48 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -45538.707031 Penalty: 626.860107 Iteration 9Q: 3 clusters Score -45538.71 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -45539.992188 Penalty: 626.860107 Iteration 10Q: 3 clusters Score -45539.99 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -45541.187500 Penalty: 626.860107 Iteration 11Q: 3 clusters Score -45541.19 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -45542.214844 Penalty: 626.860107 Iteration 12Q: 3 clusters Score -45542.21 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -45542.640625 Penalty: 626.860107 Iteration 13Q: 3 clusters Score -45542.64 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -45542.640625 Penalty: 626.860107 Iteration 14F: 3 clusters Score -45542.64 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1743 members Mstep: Class 2 contains 1098 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 307 members Mstep: Class 7 contains 16605 members Mstep: Class 9 contains 482 members Mstep: Class 10 contains 3903 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 38383 members Mstep: Class 14 contains 513 members Mstep: Class 15 contains 4926 members Mstep: Class 16 contains 30681 members Mstep: Class 20 contains 251186 members Mstep: Class 21 contains 981 members Entering Unmasked Estep ConsiderDeletion Score: -15545143.000000 Penalty: 10499.424805 Iteration 39Q: 19 clusters Score -1.554514e+07 nChanged 2635 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1676 members Mstep: Class 2 contains 1098 members Mstep: Class 3 contains 1515 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 307 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 16538 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 482 members Mstep: Class 10 contains 3890 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 37196 members Mstep: Class 13 contains 14498 members Mstep: Class 14 contains 516 members Mstep: Class 15 contains 4932 members Mstep: Class 16 contains 30504 members Mstep: Class 20 contains 252795 members Mstep: Class 21 contains 973 members Entering Unmasked Estep ConsiderDeletion Score: -15545505.000000 Penalty: 10499.424805 Iteration 40F: 19 clusters Score -1.55455e+07 nChanged 1679 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1632 members Mstep: Class 2 contains 1096 members Mstep: Class 3 contains 1637 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 308 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 16482 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 483 members Mstep: Class 10 contains 3860 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 36409 members Mstep: Class 13 contains 14564 members Mstep: Class 14 contains 516 members Mstep: Class 15 contains 4923 members Mstep: Class 16 contains 30425 members Mstep: Class 20 contains 253609 members Mstep: Class 21 contains 976 members Entering Unmasked Estep ConsiderDeletion Score: -15545674.000000 Penalty: 10499.424805 Iteration 41Q: 19 clusters Score -1.554567e+07 nChanged 1222 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1597 members Mstep: Class 2 contains 1096 members Mstep: Class 3 contains 1690 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 308 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 16423 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 485 members Mstep: Class 10 contains 3831 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 35827 members Mstep: Class 13 contains 14693 members Mstep: Class 14 contains 516 members Mstep: Class 15 contains 4902 members Mstep: Class 16 contains 30385 members Mstep: Class 20 contains 254184 members Mstep: Class 21 contains 983 members Entering Unmasked Estep ConsiderDeletion Score: -15545843.000000 Penalty: 10499.424805 Iteration 42Q: 19 clusters Score -1.554584e+07 nChanged 979 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1560 members Mstep: Class 2 contains 1096 members Mstep: Class 3 contains 1717 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 306 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 16378 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 490 members Mstep: Class 10 contains 3825 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 35387 members Mstep: Class 13 contains 14847 members Mstep: Class 14 contains 516 members Mstep: Class 15 contains 4873 members Mstep: Class 16 contains 30326 members Mstep: Class 20 contains 254608 members Mstep: Class 21 contains 991 members Entering Unmasked Estep ConsiderDeletion Score: -15545952.000000 Penalty: 10499.424805 Iteration 43Q: 19 clusters Score -1.554595e+07 nChanged 765 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1532 members Mstep: Class 2 contains 1096 members Mstep: Class 3 contains 1725 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 305 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 16330 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 491 members Mstep: Class 10 contains 3817 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 35058 members Mstep: Class 13 contains 15006 members Mstep: Class 14 contains 516 members Mstep: Class 15 contains 4848 members Mstep: Class 16 contains 30292 members Mstep: Class 20 contains 254901 members Mstep: Class 21 contains 1003 members Entering Unmasked Estep ConsiderDeletion Score: -15545931.000000 Penalty: 10499.424805 Iteration 44Q: 19 clusters Score -1.554593e+07 nChanged 646 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1519 members Mstep: Class 2 contains 1096 members Mstep: Class 3 contains 1732 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 305 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 16288 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 492 members Mstep: Class 10 contains 3803 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 34790 members Mstep: Class 13 contains 15168 members Mstep: Class 14 contains 516 members Mstep: Class 15 contains 4828 members Mstep: Class 16 contains 30284 members Mstep: Class 20 contains 255083 members Mstep: Class 21 contains 1016 members Entering Unmasked Estep ConsiderDeletion Score: -15545993.000000 Penalty: 10499.424805 Iteration 45Q: 19 clusters Score -1.554599e+07 nChanged 542 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1513 members Mstep: Class 2 contains 1096 members Mstep: Class 3 contains 1737 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 305 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 16228 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 493 members Mstep: Class 10 contains 3798 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 34592 members Mstep: Class 13 contains 15319 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4806 members Mstep: Class 16 contains 30287 members Mstep: Class 20 contains 255202 members Mstep: Class 21 contains 1027 members Entering Unmasked Estep ConsiderDeletion Score: -15546053.000000 Penalty: 10499.424805 Iteration 46Q: 19 clusters Score -1.554605e+07 nChanged 460 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1501 members Mstep: Class 2 contains 1096 members Mstep: Class 3 contains 1738 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 304 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 16175 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 493 members Mstep: Class 10 contains 3793 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 34459 members Mstep: Class 13 contains 15480 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4789 members Mstep: Class 16 contains 30284 members Mstep: Class 20 contains 255253 members Mstep: Class 21 contains 1038 members Entering Unmasked Estep ConsiderDeletion Score: -15546110.000000 Penalty: 10499.424805 Iteration 47Q: 19 clusters Score -1.554611e+07 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1492 members Mstep: Class 2 contains 1096 members Mstep: Class 3 contains 1742 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 303 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 16130 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 494 members Mstep: Class 10 contains 3790 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 34338 members Mstep: Class 13 contains 15633 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4776 members Mstep: Class 16 contains 30283 members Mstep: Class 20 contains 255281 members Mstep: Class 21 contains 1045 members Entering Unmasked Estep ConsiderDeletion Score: -15546193.000000 Penalty: 10499.424805 Iteration 48Q: 19 clusters Score -1.554619e+07 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1482 members Mstep: Class 2 contains 1096 members Mstep: Class 3 contains 1750 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 305 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 16077 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 496 members Mstep: Class 10 contains 3789 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 34252 members Mstep: Class 13 contains 15784 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4755 members Mstep: Class 16 contains 30285 members Mstep: Class 20 contains 255285 members Mstep: Class 21 contains 1047 members Entering Unmasked Estep ConsiderDeletion Score: -15546246.000000 Penalty: 10499.424805 Iteration 49Q: 19 clusters Score -1.554625e+07 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1474 members Mstep: Class 2 contains 1097 members Mstep: Class 3 contains 1758 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 305 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 16004 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 497 members Mstep: Class 10 contains 3790 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 34180 members Mstep: Class 13 contains 15935 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4737 members Mstep: Class 16 contains 30287 members Mstep: Class 20 contains 255286 members Mstep: Class 21 contains 1053 members Entering Unmasked Estep ConsiderDeletion Score: -15546334.000000 Penalty: 10499.424805 Iteration 50Q: 19 clusters Score -1.554633e+07 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 1098 members Mstep: Class 3 contains 1763 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 305 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 15947 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 498 members Mstep: Class 10 contains 3790 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 34122 members Mstep: Class 13 contains 16088 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4723 members Mstep: Class 16 contains 30292 members Mstep: Class 20 contains 255245 members Mstep: Class 21 contains 1060 members Entering Unmasked Estep ConsiderDeletion Score: -15546373.000000 Penalty: 10499.424805 Iteration 51Q: 19 clusters Score -1.554637e+07 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1470 members Mstep: Class 2 contains 1098 members Mstep: Class 3 contains 1769 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 305 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 15901 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 500 members Mstep: Class 10 contains 3793 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 34071 members Mstep: Class 13 contains 16234 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4707 members Mstep: Class 16 contains 30290 members Mstep: Class 20 contains 255197 members Mstep: Class 21 contains 1068 members Entering Unmasked Estep ConsiderDeletion Score: -15546405.000000 Penalty: 10499.424805 Iteration 52Q: 19 clusters Score -1.55464e+07 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1467 members Mstep: Class 2 contains 1098 members Mstep: Class 3 contains 1770 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 305 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 15857 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 502 members Mstep: Class 10 contains 3795 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 34025 members Mstep: Class 13 contains 16381 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4696 members Mstep: Class 16 contains 30284 members Mstep: Class 20 contains 255147 members Mstep: Class 21 contains 1076 members Entering Unmasked Estep ConsiderDeletion Score: -15546448.000000 Penalty: 10499.424805 Iteration 53Q: 19 clusters Score -1.554645e+07 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1464 members Mstep: Class 2 contains 1098 members Mstep: Class 3 contains 1771 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 305 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 15822 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 503 members Mstep: Class 10 contains 3796 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 33983 members Mstep: Class 13 contains 16516 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4684 members Mstep: Class 16 contains 30280 members Mstep: Class 20 contains 255102 members Mstep: Class 21 contains 1079 members Entering Unmasked Estep ConsiderDeletion Score: -15546507.000000 Penalty: 10499.424805 Iteration 54Q: 19 clusters Score -1.554651e+07 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1459 members Mstep: Class 2 contains 1098 members Mstep: Class 3 contains 1772 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 305 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 15785 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 503 members Mstep: Class 10 contains 3796 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 33931 members Mstep: Class 13 contains 16630 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4679 members Mstep: Class 16 contains 30275 members Mstep: Class 20 contains 255086 members Mstep: Class 21 contains 1084 members Entering Unmasked Estep ConsiderDeletion Score: -15546551.000000 Penalty: 10499.424805 Iteration 55Q: 19 clusters Score -1.554655e+07 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1453 members Mstep: Class 2 contains 1098 members Mstep: Class 3 contains 1776 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 305 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 15763 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 503 members Mstep: Class 10 contains 3796 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 33890 members Mstep: Class 13 contains 16756 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4675 members Mstep: Class 16 contains 30269 members Mstep: Class 20 contains 255033 members Mstep: Class 21 contains 1086 members Entering Unmasked Estep ConsiderDeletion Score: -15546565.000000 Penalty: 10499.424805 Iteration 56Q: 19 clusters Score -1.554656e+07 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1451 members Mstep: Class 2 contains 1098 members Mstep: Class 3 contains 1780 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 304 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 15740 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 505 members Mstep: Class 10 contains 3797 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 33857 members Mstep: Class 13 contains 16879 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4665 members Mstep: Class 16 contains 30260 members Mstep: Class 20 contains 254977 members Mstep: Class 21 contains 1090 members Entering Unmasked Estep ConsiderDeletion Score: -15546613.000000 Penalty: 10499.424805 Iteration 57Q: 19 clusters Score -1.554661e+07 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 1098 members Mstep: Class 3 contains 1784 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 304 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 15716 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 507 members Mstep: Class 10 contains 3799 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 33829 members Mstep: Class 13 contains 17007 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4658 members Mstep: Class 16 contains 30250 members Mstep: Class 20 contains 254913 members Mstep: Class 21 contains 1092 members Entering Unmasked Estep ConsiderDeletion Score: -15546676.000000 Penalty: 10499.424805 Iteration 58Q: 19 clusters Score -1.554668e+07 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1436 members Mstep: Class 2 contains 1098 members Mstep: Class 3 contains 1785 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 304 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 15697 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 508 members Mstep: Class 10 contains 3799 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 33804 members Mstep: Class 13 contains 17120 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4653 members Mstep: Class 16 contains 30244 members Mstep: Class 20 contains 254858 members Mstep: Class 21 contains 1097 members Entering Unmasked Estep ConsiderDeletion Score: -15546686.000000 Penalty: 10499.424805 Iteration 59Q: 19 clusters Score -1.554669e+07 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1432 members Mstep: Class 2 contains 1098 members Mstep: Class 3 contains 1785 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 304 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 15685 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 507 members Mstep: Class 10 contains 3799 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 33776 members Mstep: Class 13 contains 17240 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4650 members Mstep: Class 16 contains 30235 members Mstep: Class 20 contains 254789 members Mstep: Class 21 contains 1103 members Entering Unmasked Estep ConsiderDeletion Score: -15546748.000000 Penalty: 10499.424805 Iteration 60F: 19 clusters Score -1.554675e+07 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1429 members Mstep: Class 2 contains 1098 members Mstep: Class 3 contains 1785 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 304 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 15673 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 507 members Mstep: Class 10 contains 3799 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 33749 members Mstep: Class 13 contains 17342 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4644 members Mstep: Class 16 contains 30222 members Mstep: Class 20 contains 254740 members Mstep: Class 21 contains 1111 members Entering Unmasked Estep ConsiderDeletion Score: -15546790.000000 Penalty: 10499.424805 Iteration 61Q: 19 clusters Score -1.554679e+07 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 1098 members Mstep: Class 3 contains 1786 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 304 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 15660 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 508 members Mstep: Class 10 contains 3799 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 33727 members Mstep: Class 13 contains 17420 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4635 members Mstep: Class 16 contains 30212 members Mstep: Class 20 contains 254711 members Mstep: Class 21 contains 1119 members Entering Unmasked Estep ConsiderDeletion Score: -15546816.000000 Penalty: 10499.424805 Iteration 62Q: 19 clusters Score -1.554682e+07 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1420 members Mstep: Class 2 contains 1098 members Mstep: Class 3 contains 1787 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 303 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 15646 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 508 members Mstep: Class 10 contains 3799 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 33705 members Mstep: Class 13 contains 17492 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4633 members Mstep: Class 16 contains 30208 members Mstep: Class 20 contains 254682 members Mstep: Class 21 contains 1122 members Entering Unmasked Estep ConsiderDeletion Score: -15546860.000000 Penalty: 10499.424805 Iteration 63Q: 19 clusters Score -1.554686e+07 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1419 members Mstep: Class 2 contains 1098 members Mstep: Class 3 contains 1788 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 302 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 15633 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 508 members Mstep: Class 10 contains 3799 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 33685 members Mstep: Class 13 contains 17547 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4632 members Mstep: Class 16 contains 30206 members Mstep: Class 20 contains 254662 members Mstep: Class 21 contains 1124 members Entering Unmasked Estep ConsiderDeletion Score: -15546862.000000 Penalty: 10499.424805 Iteration 64Q: 19 clusters Score -1.554686e+07 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1416 members Mstep: Class 2 contains 1098 members Mstep: Class 3 contains 1789 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 302 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 15618 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 508 members Mstep: Class 10 contains 3799 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 33672 members Mstep: Class 13 contains 17598 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4630 members Mstep: Class 16 contains 30204 members Mstep: Class 20 contains 254642 members Mstep: Class 21 contains 1127 members Entering Unmasked Estep ConsiderDeletion Score: -15546901.000000 Penalty: 10499.424805 Iteration 65Q: 19 clusters Score -1.55469e+07 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1407 members Mstep: Class 2 contains 1098 members Mstep: Class 3 contains 1791 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 302 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 15605 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 508 members Mstep: Class 10 contains 3799 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 33665 members Mstep: Class 13 contains 17651 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4630 members Mstep: Class 16 contains 30197 members Mstep: Class 20 contains 254623 members Mstep: Class 21 contains 1127 members Entering Unmasked Estep ConsiderDeletion Score: -15546901.000000 Penalty: 10499.424805 Iteration 66Q: 19 clusters Score -1.55469e+07 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1402 members Mstep: Class 2 contains 1098 members Mstep: Class 3 contains 1792 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 302 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 15590 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 508 members Mstep: Class 10 contains 3800 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 33658 members Mstep: Class 13 contains 17701 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4629 members Mstep: Class 16 contains 30187 members Mstep: Class 20 contains 254607 members Mstep: Class 21 contains 1129 members Entering Unmasked Estep ConsiderDeletion Score: -15546889.000000 Penalty: 10499.424805 Iteration 67Q: 19 clusters Score -1.554689e+07 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1397 members Mstep: Class 2 contains 1098 members Mstep: Class 3 contains 1792 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 302 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 15575 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 508 members Mstep: Class 10 contains 3802 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 33648 members Mstep: Class 13 contains 17749 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4628 members Mstep: Class 16 contains 30180 members Mstep: Class 20 contains 254594 members Mstep: Class 21 contains 1130 members Entering Unmasked Estep ConsiderDeletion Score: -15546926.000000 Penalty: 10499.424805 Iteration 68Q: 19 clusters Score -1.554693e+07 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1390 members Mstep: Class 2 contains 1098 members Mstep: Class 3 contains 1793 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 302 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 15558 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 508 members Mstep: Class 10 contains 3802 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 33639 members Mstep: Class 13 contains 17798 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4628 members Mstep: Class 16 contains 30177 members Mstep: Class 20 contains 254579 members Mstep: Class 21 contains 1131 members Entering Unmasked Estep ConsiderDeletion Score: -15546963.000000 Penalty: 10499.424805 Iteration 69Q: 19 clusters Score -1.554696e+07 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1385 members Mstep: Class 2 contains 1098 members Mstep: Class 3 contains 1795 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 302 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 15546 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 508 members Mstep: Class 10 contains 3802 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 33628 members Mstep: Class 13 contains 17855 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4628 members Mstep: Class 16 contains 30173 members Mstep: Class 20 contains 254549 members Mstep: Class 21 contains 1134 members Entering Unmasked Estep ConsiderDeletion Score: -15546981.000000 Penalty: 10499.424805 Iteration 70Q: 19 clusters Score -1.554698e+07 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1380 members Mstep: Class 2 contains 1098 members Mstep: Class 3 contains 1796 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 302 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 15539 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 508 members Mstep: Class 10 contains 3802 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 33611 members Mstep: Class 13 contains 17909 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4628 members Mstep: Class 16 contains 30171 members Mstep: Class 20 contains 254523 members Mstep: Class 21 contains 1136 members Entering Unmasked Estep ConsiderDeletion Score: -15547015.000000 Penalty: 10499.424805 Iteration 71Q: 19 clusters Score -1.554702e+07 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 1098 members Mstep: Class 3 contains 1797 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 302 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 15533 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 508 members Mstep: Class 10 contains 3803 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 33595 members Mstep: Class 13 contains 17961 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4628 members Mstep: Class 16 contains 30166 members Mstep: Class 20 contains 254497 members Mstep: Class 21 contains 1139 members Entering Unmasked Estep ConsiderDeletion Score: -15547010.000000 Penalty: 10499.424805 Iteration 72Q: 19 clusters Score -1.554701e+07 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 1098 members Mstep: Class 3 contains 1797 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 302 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 15530 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 508 members Mstep: Class 10 contains 3803 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 33588 members Mstep: Class 13 contains 18015 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4626 members Mstep: Class 16 contains 30159 members Mstep: Class 20 contains 254468 members Mstep: Class 21 contains 1142 members Entering Unmasked Estep ConsiderDeletion Score: -15547035.000000 Penalty: 10499.424805 Iteration 73Q: 19 clusters Score -1.554704e+07 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1354 members Mstep: Class 2 contains 1098 members Mstep: Class 3 contains 1798 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 302 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 15523 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 508 members Mstep: Class 10 contains 3803 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 33579 members Mstep: Class 13 contains 18076 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4623 members Mstep: Class 16 contains 30157 members Mstep: Class 20 contains 254439 members Mstep: Class 21 contains 1143 members Entering Unmasked Estep ConsiderDeletion Score: -15547066.000000 Penalty: 10499.424805 Iteration 74Q: 19 clusters Score -1.554707e+07 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1340 members Mstep: Class 2 contains 1098 members Mstep: Class 3 contains 1801 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 302 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 15510 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 508 members Mstep: Class 10 contains 3803 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 33573 members Mstep: Class 13 contains 18130 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4618 members Mstep: Class 16 contains 30149 members Mstep: Class 20 contains 254425 members Mstep: Class 21 contains 1146 members Entering Unmasked Estep ConsiderDeletion Score: -15547062.000000 Penalty: 10499.424805 Iteration 75Q: 19 clusters Score -1.554706e+07 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 1098 members Mstep: Class 3 contains 1805 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 302 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 15501 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 508 members Mstep: Class 10 contains 3803 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 33566 members Mstep: Class 13 contains 18180 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4614 members Mstep: Class 16 contains 30139 members Mstep: Class 20 contains 254404 members Mstep: Class 21 contains 1151 members Entering Unmasked Estep ConsiderDeletion Score: -15547068.000000 Penalty: 10499.424805 Iteration 76Q: 19 clusters Score -1.554707e+07 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1327 members Mstep: Class 2 contains 1098 members Mstep: Class 3 contains 1804 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 301 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 15490 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 508 members Mstep: Class 10 contains 3803 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 33568 members Mstep: Class 13 contains 18232 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4605 members Mstep: Class 16 contains 30141 members Mstep: Class 20 contains 254371 members Mstep: Class 21 contains 1155 members Entering Unmasked Estep ConsiderDeletion Score: -15547119.000000 Penalty: 10499.424805 Iteration 77Q: 19 clusters Score -1.554712e+07 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1323 members Mstep: Class 2 contains 1098 members Mstep: Class 3 contains 1805 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 301 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 15480 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 508 members Mstep: Class 10 contains 3802 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 33565 members Mstep: Class 13 contains 18289 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4601 members Mstep: Class 16 contains 30145 members Mstep: Class 20 contains 254329 members Mstep: Class 21 contains 1157 members Entering Unmasked Estep ConsiderDeletion Score: -15547138.000000 Penalty: 10499.424805 Iteration 78Q: 19 clusters Score -1.554714e+07 nChanged 102 Entering ConstructFrom: Score: -15547138.000000 Penalty: 10499.424805 Entering ConstructFrom: Trying to split cluster 1 (1323 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1323 members Entering Unmasked Estep Score: -56342.652344 Penalty: 327.038422 Iteration 0F: 2 clusters Score -56342.65 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -55310.976562 Penalty: 654.076843 Iteration 0F: 3 clusters Score -55310.98 nChanged 564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -55657.992188 Penalty: 654.076843 Iteration 1F: 3 clusters Score -55657.99 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -55704.765625 Penalty: 654.076843 Iteration 2F: 3 clusters Score -55704.77 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -55753.425781 Penalty: 654.076843 Iteration 3F: 3 clusters Score -55753.43 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -55796.785156 Penalty: 654.076843 Iteration 4F: 3 clusters Score -55796.79 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -55837.039062 Penalty: 654.076843 Iteration 5Q: 3 clusters Score -55837.04 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -55873.792969 Penalty: 654.076843 Iteration 6Q: 3 clusters Score -55873.79 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -55914.988281 Penalty: 654.076843 Iteration 7Q: 3 clusters Score -55914.99 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -55936.785156 Penalty: 654.076843 Iteration 8Q: 3 clusters Score -55936.79 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -55953.910156 Penalty: 654.076843 Iteration 9Q: 3 clusters Score -55953.91 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -55976.039062 Penalty: 654.076843 Iteration 10Q: 3 clusters Score -55976.04 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -55994.035156 Penalty: 654.076843 Iteration 11Q: 3 clusters Score -55994.04 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -56012.914062 Penalty: 654.076843 Iteration 12Q: 3 clusters Score -56012.91 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -56038.289062 Penalty: 654.076843 Iteration 13Q: 3 clusters Score -56038.29 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -56044.015625 Penalty: 654.076843 Iteration 14Q: 3 clusters Score -56044.02 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -56050.042969 Penalty: 654.076843 Iteration 15Q: 3 clusters Score -56050.04 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -56054.652344 Penalty: 654.076843 Iteration 16Q: 3 clusters Score -56054.65 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -56060.734375 Penalty: 654.076843 Iteration 17Q: 3 clusters Score -56060.73 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -56068.000000 Penalty: 654.076843 Iteration 18Q: 3 clusters Score -56068 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -56070.105469 Penalty: 654.076843 Iteration 19Q: 3 clusters Score -56070.11 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -56076.429688 Penalty: 654.076843 Iteration 20F: 3 clusters Score -56076.43 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -56080.648438 Penalty: 654.076843 Iteration 21Q: 3 clusters Score -56080.65 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -56083.191406 Penalty: 654.076843 Iteration 22Q: 3 clusters Score -56083.19 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -56084.750000 Penalty: 654.076843 Iteration 23Q: 3 clusters Score -56084.75 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -56087.078125 Penalty: 654.076843 Iteration 24Q: 3 clusters Score -56087.08 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -56087.570312 Penalty: 654.076843 Iteration 25Q: 3 clusters Score -56087.57 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -56088.644531 Penalty: 654.076843 Iteration 26Q: 3 clusters Score -56088.64 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -56089.007812 Penalty: 654.076843 Iteration 27Q: 3 clusters Score -56089.01 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -56089.007812 Penalty: 654.076843 Iteration 28F: 3 clusters Score -56089.01 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (1098 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Entering Unmasked Estep Score: -50359.246094 Penalty: 318.556671 Iteration 0F: 2 clusters Score -50359.25 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -49494.875000 Penalty: 637.113342 Iteration 0F: 3 clusters Score -49494.88 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -49755.867188 Penalty: 637.113342 Iteration 1F: 3 clusters Score -49755.87 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -49808.000000 Penalty: 637.113342 Iteration 2F: 3 clusters Score -49808 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -49845.914062 Penalty: 637.113342 Iteration 3F: 3 clusters Score -49845.91 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -49863.882812 Penalty: 637.113342 Iteration 4Q: 3 clusters Score -49863.88 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -49883.621094 Penalty: 637.113342 Iteration 5Q: 3 clusters Score -49883.62 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -49903.203125 Penalty: 637.113342 Iteration 6Q: 3 clusters Score -49903.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -49918.390625 Penalty: 637.113342 Iteration 7Q: 3 clusters Score -49918.39 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -49928.175781 Penalty: 637.113342 Iteration 8Q: 3 clusters Score -49928.18 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -49934.062500 Penalty: 637.113342 Iteration 9Q: 3 clusters Score -49934.06 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -49947.570312 Penalty: 637.113342 Iteration 10Q: 3 clusters Score -49947.57 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -49960.699219 Penalty: 637.113342 Iteration 11Q: 3 clusters Score -49960.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -49972.421875 Penalty: 637.113342 Iteration 12Q: 3 clusters Score -49972.42 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -49988.539062 Penalty: 637.113342 Iteration 13Q: 3 clusters Score -49988.54 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -50009.242188 Penalty: 637.113342 Iteration 14Q: 3 clusters Score -50009.24 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -50037.593750 Penalty: 637.113342 Iteration 15Q: 3 clusters Score -50037.59 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -50061.398438 Penalty: 637.113342 Iteration 16Q: 3 clusters Score -50061.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -50071.054688 Penalty: 637.113342 Iteration 17Q: 3 clusters Score -50071.05 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -50077.777344 Penalty: 637.113342 Iteration 18Q: 3 clusters Score -50077.78 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -50081.804688 Penalty: 637.113342 Iteration 19Q: 3 clusters Score -50081.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -50085.281250 Penalty: 637.113342 Iteration 20F: 3 clusters Score -50085.28 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -50087.507812 Penalty: 637.113342 Iteration 21Q: 3 clusters Score -50087.51 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -50090.113281 Penalty: 637.113342 Iteration 22Q: 3 clusters Score -50090.11 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -50092.179688 Penalty: 637.113342 Iteration 23Q: 3 clusters Score -50092.18 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -50094.605469 Penalty: 637.113342 Iteration 24Q: 3 clusters Score -50094.61 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -50096.753906 Penalty: 637.113342 Iteration 25Q: 3 clusters Score -50096.75 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -50097.347656 Penalty: 637.113342 Iteration 26Q: 3 clusters Score -50097.35 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -50097.347656 Penalty: 637.113342 Iteration 27F: 3 clusters Score -50097.35 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (1806 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1806 members Entering Unmasked Estep Score: -76365.031250 Penalty: 341.198578 Iteration 0F: 2 clusters Score -76365.03 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -75041.179688 Penalty: 682.397156 Iteration 0F: 3 clusters Score -75041.18 nChanged 751 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -75498.937500 Penalty: 682.397156 Iteration 1F: 3 clusters Score -75498.94 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -75604.156250 Penalty: 682.397156 Iteration 2F: 3 clusters Score -75604.16 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -75686.648438 Penalty: 682.397156 Iteration 3F: 3 clusters Score -75686.65 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -75749.812500 Penalty: 682.397156 Iteration 4Q: 3 clusters Score -75749.81 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -75796.554688 Penalty: 682.397156 Iteration 5Q: 3 clusters Score -75796.55 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -75827.210938 Penalty: 682.397156 Iteration 6Q: 3 clusters Score -75827.21 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -75854.812500 Penalty: 682.397156 Iteration 7Q: 3 clusters Score -75854.81 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -75870.171875 Penalty: 682.397156 Iteration 8Q: 3 clusters Score -75870.17 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -75880.101562 Penalty: 682.397156 Iteration 9Q: 3 clusters Score -75880.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -75887.734375 Penalty: 682.397156 Iteration 10Q: 3 clusters Score -75887.73 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -75892.015625 Penalty: 682.397156 Iteration 11Q: 3 clusters Score -75892.02 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -75895.234375 Penalty: 682.397156 Iteration 12Q: 3 clusters Score -75895.23 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -75897.687500 Penalty: 682.397156 Iteration 13Q: 3 clusters Score -75897.69 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -75899.531250 Penalty: 682.397156 Iteration 14Q: 3 clusters Score -75899.53 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -75901.148438 Penalty: 682.397156 Iteration 15Q: 3 clusters Score -75901.15 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -75902.617188 Penalty: 682.397156 Iteration 16Q: 3 clusters Score -75902.62 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -75904.296875 Penalty: 682.397156 Iteration 17Q: 3 clusters Score -75904.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -75906.976562 Penalty: 682.397156 Iteration 18Q: 3 clusters Score -75906.98 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -75910.062500 Penalty: 682.397156 Iteration 19Q: 3 clusters Score -75910.06 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -75912.851562 Penalty: 682.397156 Iteration 20F: 3 clusters Score -75912.85 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -75919.375000 Penalty: 682.397156 Iteration 21Q: 3 clusters Score -75919.38 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1121 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -75924.796875 Penalty: 682.397156 Iteration 22Q: 3 clusters Score -75924.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -75927.375000 Penalty: 682.397156 Iteration 23Q: 3 clusters Score -75927.38 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1139 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -75929.757812 Penalty: 682.397156 Iteration 24Q: 3 clusters Score -75929.76 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -75932.335938 Penalty: 682.397156 Iteration 25Q: 3 clusters Score -75932.34 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -75933.179688 Penalty: 682.397156 Iteration 26Q: 3 clusters Score -75933.18 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -75934.578125 Penalty: 682.397156 Iteration 27Q: 3 clusters Score -75934.58 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -75938.117188 Penalty: 682.397156 Iteration 28Q: 3 clusters Score -75938.12 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -75941.242188 Penalty: 682.397156 Iteration 29Q: 3 clusters Score -75941.24 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -75945.164062 Penalty: 682.397156 Iteration 30Q: 3 clusters Score -75945.16 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -75948.750000 Penalty: 682.397156 Iteration 31Q: 3 clusters Score -75948.75 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -75951.554688 Penalty: 682.397156 Iteration 32Q: 3 clusters Score -75951.55 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1135 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -75953.632812 Penalty: 682.397156 Iteration 33Q: 3 clusters Score -75953.63 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1135 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -75955.257812 Penalty: 682.397156 Iteration 34Q: 3 clusters Score -75955.26 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -75956.625000 Penalty: 682.397156 Iteration 35Q: 3 clusters Score -75956.62 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -75957.773438 Penalty: 682.397156 Iteration 36Q: 3 clusters Score -75957.77 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -75959.328125 Penalty: 682.397156 Iteration 37Q: 3 clusters Score -75959.33 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -75960.656250 Penalty: 682.397156 Iteration 38Q: 3 clusters Score -75960.66 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -75961.250000 Penalty: 682.397156 Iteration 39Q: 3 clusters Score -75961.25 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -75961.671875 Penalty: 682.397156 Iteration 40F: 3 clusters Score -75961.67 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -75961.718750 Penalty: 682.397156 Iteration 41Q: 3 clusters Score -75961.72 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -75961.718750 Penalty: 682.397156 Iteration 42F: 3 clusters Score -75961.72 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (362 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Entering Unmasked Estep Score: -15229.041016 Penalty: 268.069794 Iteration 0F: 2 clusters Score -15229.04 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -14838.148438 Penalty: 536.139587 Iteration 0F: 3 clusters Score -14838.15 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -14947.338867 Penalty: 536.139587 Iteration 1F: 3 clusters Score -14947.34 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -14967.447266 Penalty: 536.139587 Iteration 2F: 3 clusters Score -14967.45 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -14979.386719 Penalty: 536.139587 Iteration 3Q: 3 clusters Score -14979.39 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -14994.953125 Penalty: 536.139587 Iteration 4Q: 3 clusters Score -14994.95 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -15005.151367 Penalty: 536.139587 Iteration 5Q: 3 clusters Score -15005.15 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -15012.326172 Penalty: 536.139587 Iteration 6Q: 3 clusters Score -15012.33 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -15021.062500 Penalty: 536.139587 Iteration 7Q: 3 clusters Score -15021.06 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -15029.118164 Penalty: 536.139587 Iteration 8Q: 3 clusters Score -15029.12 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -15035.227539 Penalty: 536.139587 Iteration 9Q: 3 clusters Score -15035.23 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -15039.883789 Penalty: 536.139587 Iteration 10Q: 3 clusters Score -15039.88 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -15046.956055 Penalty: 536.139587 Iteration 11Q: 3 clusters Score -15046.96 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -15049.782227 Penalty: 536.139587 Iteration 12Q: 3 clusters Score -15049.78 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -15050.777344 Penalty: 536.139587 Iteration 13Q: 3 clusters Score -15050.78 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -15050.777344 Penalty: 536.139587 Iteration 14F: 3 clusters Score -15050.78 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (301 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Entering Unmasked Estep Score: -11052.323242 Penalty: 259.673523 Iteration 0F: 2 clusters Score -11052.32 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -10682.875977 Penalty: 519.347046 Iteration 0F: 3 clusters Score -10682.88 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -10749.152344 Penalty: 519.347046 Iteration 1F: 3 clusters Score -10749.15 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -10771.773438 Penalty: 519.347046 Iteration 2F: 3 clusters Score -10771.77 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -10794.577148 Penalty: 519.347046 Iteration 3Q: 3 clusters Score -10794.58 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -10806.728516 Penalty: 519.347046 Iteration 4Q: 3 clusters Score -10806.73 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -10810.207031 Penalty: 519.347046 Iteration 5Q: 3 clusters Score -10810.21 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -10810.596680 Penalty: 519.347046 Iteration 6Q: 3 clusters Score -10810.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -10811.072266 Penalty: 519.347046 Iteration 7Q: 3 clusters Score -10811.07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -10811.072266 Penalty: 519.347046 Iteration 8F: 3 clusters Score -10811.07 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (543 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Entering Unmasked Estep Score: -20222.287109 Penalty: 286.518463 Iteration 0F: 2 clusters Score -20222.29 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 260 members Entering Unmasked Estep Score: -19744.201172 Penalty: 573.036926 Iteration 0F: 3 clusters Score -19744.2 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -19933.054688 Penalty: 573.036926 Iteration 1F: 3 clusters Score -19933.05 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -20011.923828 Penalty: 573.036926 Iteration 2F: 3 clusters Score -20011.92 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -20077.841797 Penalty: 573.036926 Iteration 3F: 3 clusters Score -20077.84 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -20108.820312 Penalty: 573.036926 Iteration 4F: 3 clusters Score -20108.82 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -20132.929688 Penalty: 573.036926 Iteration 5Q: 3 clusters Score -20132.93 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -20155.603516 Penalty: 573.036926 Iteration 6Q: 3 clusters Score -20155.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -20175.109375 Penalty: 573.036926 Iteration 7Q: 3 clusters Score -20175.11 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -20192.650391 Penalty: 573.036926 Iteration 8Q: 3 clusters Score -20192.65 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -20213.380859 Penalty: 573.036926 Iteration 9Q: 3 clusters Score -20213.38 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -20223.236328 Penalty: 573.036926 Iteration 10Q: 3 clusters Score -20223.24 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -20224.353516 Penalty: 573.036926 Iteration 11Q: 3 clusters Score -20224.35 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -20224.353516 Penalty: 573.036926 Iteration 12F: 3 clusters Score -20224.35 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1323 members Mstep: Class 2 contains 1098 members Mstep: Class 3 contains 1806 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 301 members Mstep: Class 6 contains 383 members Mstep: Class 7 contains 15473 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 508 members Mstep: Class 10 contains 3801 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 33558 members Mstep: Class 13 contains 18342 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4595 members Mstep: Class 16 contains 30139 members Mstep: Class 17 contains 160 members Mstep: Class 20 contains 254301 members Mstep: Class 21 contains 1158 members Entering Unmasked Estep Score: -15546886.000000 Penalty: 11082.726562 Splitting cluster 6 changes total score from -15547138.000000 to -15546886.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 7 (15473 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15473 members Entering Unmasked Estep Score: -711158.125000 Penalty: 438.931732 Iteration 0F: 2 clusters Score -711158.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7814 members Mstep: Class 2 contains 7659 members Entering Unmasked Estep Score: -700850.500000 Penalty: 877.863464 Iteration 0F: 3 clusters Score -700850.5 nChanged 7292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8434 members Mstep: Class 2 contains 7039 members Entering Unmasked Estep Score: -705014.000000 Penalty: 877.863464 Iteration 1F: 3 clusters Score -705014 nChanged 672 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8792 members Mstep: Class 2 contains 6681 members Entering Unmasked Estep Score: -705310.125000 Penalty: 877.863464 Iteration 2Q: 3 clusters Score -705310.1 nChanged 747 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9271 members Mstep: Class 2 contains 6202 members Entering Unmasked Estep Score: -705730.812500 Penalty: 877.863464 Iteration 3Q: 3 clusters Score -705730.8 nChanged 855 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9882 members Mstep: Class 2 contains 5591 members Entering Unmasked Estep Score: -706324.375000 Penalty: 877.863464 Iteration 4F: 3 clusters Score -706324.4 nChanged 958 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10644 members Mstep: Class 2 contains 4829 members Entering Unmasked Estep Score: -707155.312500 Penalty: 877.863464 Iteration 5F: 3 clusters Score -707155.3 nChanged 987 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11385 members Mstep: Class 2 contains 4088 members Entering Unmasked Estep Score: -708030.500000 Penalty: 877.863464 Iteration 6F: 3 clusters Score -708030.5 nChanged 854 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11979 members Mstep: Class 2 contains 3494 members Entering Unmasked Estep Score: -708675.125000 Penalty: 877.863464 Iteration 7F: 3 clusters Score -708675.1 nChanged 682 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12419 members Mstep: Class 2 contains 3054 members Entering Unmasked Estep Score: -709104.062500 Penalty: 877.863464 Iteration 8Q: 3 clusters Score -709104.1 nChanged 518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12747 members Mstep: Class 2 contains 2726 members Entering Unmasked Estep Score: -709378.750000 Penalty: 877.863464 Iteration 9Q: 3 clusters Score -709378.8 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13048 members Mstep: Class 2 contains 2425 members Entering Unmasked Estep Score: -709577.875000 Penalty: 877.863464 Iteration 10Q: 3 clusters Score -709577.9 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13320 members Mstep: Class 2 contains 2153 members Entering Unmasked Estep Score: -709737.312500 Penalty: 877.863464 Iteration 11Q: 3 clusters Score -709737.3 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13562 members Mstep: Class 2 contains 1911 members Entering Unmasked Estep Score: -709873.062500 Penalty: 877.863464 Iteration 12Q: 3 clusters Score -709873.1 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13790 members Mstep: Class 2 contains 1683 members Entering Unmasked Estep Score: -709985.625000 Penalty: 877.863464 Iteration 13Q: 3 clusters Score -709985.6 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14003 members Mstep: Class 2 contains 1470 members Entering Unmasked Estep Score: -710081.437500 Penalty: 877.863464 Iteration 14Q: 3 clusters Score -710081.4 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14215 members Mstep: Class 2 contains 1258 members Entering Unmasked Estep Score: -710189.812500 Penalty: 877.863464 Iteration 15Q: 3 clusters Score -710189.8 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14415 members Mstep: Class 2 contains 1058 members Entering Unmasked Estep Score: -710288.750000 Penalty: 877.863464 Iteration 16Q: 3 clusters Score -710288.8 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14576 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -710366.812500 Penalty: 877.863464 Iteration 17Q: 3 clusters Score -710366.8 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14702 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -710424.812500 Penalty: 877.863464 Iteration 18Q: 3 clusters Score -710424.8 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14821 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -710493.750000 Penalty: 877.863464 Iteration 19Q: 3 clusters Score -710493.8 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14924 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -710555.750000 Penalty: 877.863464 Iteration 20F: 3 clusters Score -710555.8 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15010 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -710613.000000 Penalty: 877.863464 Iteration 21Q: 3 clusters Score -710613 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15082 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -710660.625000 Penalty: 877.863464 Iteration 22Q: 3 clusters Score -710660.6 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15134 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -710695.937500 Penalty: 877.863464 Iteration 23Q: 3 clusters Score -710695.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15170 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -710718.812500 Penalty: 877.863464 Iteration 24Q: 3 clusters Score -710718.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15206 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -710739.250000 Penalty: 877.863464 Iteration 25Q: 3 clusters Score -710739.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15232 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -710750.875000 Penalty: 877.863464 Iteration 26Q: 3 clusters Score -710750.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15249 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -710761.937500 Penalty: 877.863464 Iteration 27Q: 3 clusters Score -710761.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15267 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -710774.187500 Penalty: 877.863464 Iteration 28Q: 3 clusters Score -710774.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15281 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -710782.437500 Penalty: 877.863464 Iteration 29Q: 3 clusters Score -710782.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15294 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -710790.125000 Penalty: 877.863464 Iteration 30Q: 3 clusters Score -710790.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15300 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -710792.812500 Penalty: 877.863464 Iteration 31Q: 3 clusters Score -710792.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15304 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -710796.250000 Penalty: 877.863464 Iteration 32Q: 3 clusters Score -710796.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15309 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -710799.750000 Penalty: 877.863464 Iteration 33Q: 3 clusters Score -710799.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15309 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -710803.062500 Penalty: 877.863464 Iteration 34Q: 3 clusters Score -710803.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15311 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -710804.062500 Penalty: 877.863464 Iteration 35Q: 3 clusters Score -710804.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15313 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -710806.812500 Penalty: 877.863464 Iteration 36Q: 3 clusters Score -710806.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15315 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -710806.687500 Penalty: 877.863464 Iteration 37Q: 3 clusters Score -710806.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15317 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -710808.312500 Penalty: 877.863464 Iteration 38Q: 3 clusters Score -710808.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15318 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -710809.687500 Penalty: 877.863464 Iteration 39Q: 3 clusters Score -710809.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15318 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -710809.687500 Penalty: 877.863464 Iteration 40F: 3 clusters Score -710809.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (883 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Entering Unmasked Estep Score: -34902.546875 Penalty: 308.641296 Iteration 0F: 2 clusters Score -34902.55 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -34191.804688 Penalty: 617.282593 Iteration 0F: 3 clusters Score -34191.8 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -34401.292969 Penalty: 617.282593 Iteration 1F: 3 clusters Score -34401.29 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -34453.777344 Penalty: 617.282593 Iteration 2F: 3 clusters Score -34453.78 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -34502.832031 Penalty: 617.282593 Iteration 3F: 3 clusters Score -34502.83 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -34557.785156 Penalty: 617.282593 Iteration 4F: 3 clusters Score -34557.79 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -34615.183594 Penalty: 617.282593 Iteration 5Q: 3 clusters Score -34615.18 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -34675.164062 Penalty: 617.282593 Iteration 6F: 3 clusters Score -34675.16 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -34736.132812 Penalty: 617.282593 Iteration 7Q: 3 clusters Score -34736.13 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -34796.812500 Penalty: 617.282593 Iteration 8Q: 3 clusters Score -34796.81 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -34839.414062 Penalty: 617.282593 Iteration 9Q: 3 clusters Score -34839.41 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -34861.136719 Penalty: 617.282593 Iteration 10Q: 3 clusters Score -34861.14 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -34866.531250 Penalty: 617.282593 Iteration 11Q: 3 clusters Score -34866.53 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -34869.777344 Penalty: 617.282593 Iteration 12Q: 3 clusters Score -34869.78 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -34871.500000 Penalty: 617.282593 Iteration 13Q: 3 clusters Score -34871.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -34874.492188 Penalty: 617.282593 Iteration 14Q: 3 clusters Score -34874.49 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -34877.457031 Penalty: 617.282593 Iteration 15Q: 3 clusters Score -34877.46 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -34879.964844 Penalty: 617.282593 Iteration 16Q: 3 clusters Score -34879.96 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -34883.042969 Penalty: 617.282593 Iteration 17Q: 3 clusters Score -34883.04 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -34885.179688 Penalty: 617.282593 Iteration 18Q: 3 clusters Score -34885.18 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -34886.632812 Penalty: 617.282593 Iteration 19Q: 3 clusters Score -34886.63 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -34888.828125 Penalty: 617.282593 Iteration 20F: 3 clusters Score -34888.83 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -34890.781250 Penalty: 617.282593 Iteration 21Q: 3 clusters Score -34890.78 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -34893.050781 Penalty: 617.282593 Iteration 22Q: 3 clusters Score -34893.05 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -34894.125000 Penalty: 617.282593 Iteration 23Q: 3 clusters Score -34894.12 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -34895.222656 Penalty: 617.282593 Iteration 24Q: 3 clusters Score -34895.22 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -34897.089844 Penalty: 617.282593 Iteration 25Q: 3 clusters Score -34897.09 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -34898.152344 Penalty: 617.282593 Iteration 26Q: 3 clusters Score -34898.15 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -34898.371094 Penalty: 617.282593 Iteration 27Q: 3 clusters Score -34898.37 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -34899.894531 Penalty: 617.282593 Iteration 28Q: 3 clusters Score -34899.89 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -34901.164062 Penalty: 617.282593 Iteration 29Q: 3 clusters Score -34901.16 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -34903.429688 Penalty: 617.282593 Iteration 30Q: 3 clusters Score -34903.43 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -34907.511719 Penalty: 617.282593 Iteration 31Q: 3 clusters Score -34907.51 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -34909.414062 Penalty: 617.282593 Iteration 32Q: 3 clusters Score -34909.41 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -34912.671875 Penalty: 617.282593 Iteration 33Q: 3 clusters Score -34912.67 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -34917.050781 Penalty: 617.282593 Iteration 34Q: 3 clusters Score -34917.05 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -34922.476562 Penalty: 617.282593 Iteration 35Q: 3 clusters Score -34922.48 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -34925.886719 Penalty: 617.282593 Iteration 36Q: 3 clusters Score -34925.89 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -34929.613281 Penalty: 617.282593 Iteration 37Q: 3 clusters Score -34929.61 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -34932.328125 Penalty: 617.282593 Iteration 38Q: 3 clusters Score -34932.33 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -34934.937500 Penalty: 617.282593 Iteration 39Q: 3 clusters Score -34934.94 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -34949.082031 Penalty: 617.282593 Iteration 40F: 3 clusters Score -34949.08 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -34967.437500 Penalty: 617.282593 Iteration 41Q: 3 clusters Score -34967.44 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -34994.992188 Penalty: 617.282593 Iteration 42Q: 3 clusters Score -34994.99 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -35019.703125 Penalty: 617.282593 Iteration 43Q: 3 clusters Score -35019.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -35030.796875 Penalty: 617.282593 Iteration 44Q: 3 clusters Score -35030.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -35037.164062 Penalty: 617.282593 Iteration 45Q: 3 clusters Score -35037.16 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -35052.121094 Penalty: 617.282593 Iteration 46Q: 3 clusters Score -35052.12 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -35053.144531 Penalty: 617.282593 Iteration 47Q: 3 clusters Score -35053.14 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -35053.144531 Penalty: 617.282593 Iteration 48F: 3 clusters Score -35053.14 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1323 members Mstep: Class 2 contains 1098 members Mstep: Class 3 contains 1806 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 301 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 15473 members Mstep: Class 8 contains 103 members Mstep: Class 9 contains 508 members Mstep: Class 10 contains 3801 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 33558 members Mstep: Class 13 contains 18342 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4595 members Mstep: Class 16 contains 30139 members Mstep: Class 17 contains 780 members Mstep: Class 20 contains 254301 members Mstep: Class 21 contains 1158 members Entering Unmasked Estep Score: -15547048.000000 Penalty: 11082.726562 Splitting cluster 8 changes total score from -15547138.000000 to -15547048.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 9 (508 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Entering Unmasked Estep Score: -19452.957031 Penalty: 283.486908 Iteration 0F: 2 clusters Score -19452.96 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -18944.365234 Penalty: 566.973816 Iteration 0F: 3 clusters Score -18944.37 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -19068.197266 Penalty: 566.973816 Iteration 1F: 3 clusters Score -19068.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -19095.857422 Penalty: 566.973816 Iteration 2F: 3 clusters Score -19095.86 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -19113.455078 Penalty: 566.973816 Iteration 3F: 3 clusters Score -19113.46 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -19127.457031 Penalty: 566.973816 Iteration 4Q: 3 clusters Score -19127.46 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -19142.156250 Penalty: 566.973816 Iteration 5Q: 3 clusters Score -19142.16 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -19150.765625 Penalty: 566.973816 Iteration 6Q: 3 clusters Score -19150.77 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -19157.224609 Penalty: 566.973816 Iteration 7Q: 3 clusters Score -19157.22 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -19163.173828 Penalty: 566.973816 Iteration 8Q: 3 clusters Score -19163.17 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -19167.474609 Penalty: 566.973816 Iteration 9Q: 3 clusters Score -19167.47 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -19171.937500 Penalty: 566.973816 Iteration 10Q: 3 clusters Score -19171.94 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -19173.789062 Penalty: 566.973816 Iteration 11Q: 3 clusters Score -19173.79 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -19175.964844 Penalty: 566.973816 Iteration 12Q: 3 clusters Score -19175.96 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -19176.513672 Penalty: 566.973816 Iteration 13Q: 3 clusters Score -19176.51 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -19177.234375 Penalty: 566.973816 Iteration 14Q: 3 clusters Score -19177.23 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -19177.714844 Penalty: 566.973816 Iteration 15Q: 3 clusters Score -19177.71 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -19177.714844 Penalty: 566.973816 Iteration 16F: 3 clusters Score -19177.71 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (3801 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3801 members Entering Unmasked Estep Score: -159527.515625 Penalty: 375.057373 Iteration 0F: 2 clusters Score -159527.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1902 members Mstep: Class 2 contains 1899 members Entering Unmasked Estep Score: -156917.234375 Penalty: 750.114746 Iteration 0F: 3 clusters Score -156917.2 nChanged 1654 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1890 members Mstep: Class 2 contains 1911 members Entering Unmasked Estep Score: -157827.781250 Penalty: 750.114746 Iteration 1F: 3 clusters Score -157827.8 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1884 members Mstep: Class 2 contains 1917 members Entering Unmasked Estep Score: -157958.765625 Penalty: 750.114746 Iteration 2F: 3 clusters Score -157958.8 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1856 members Mstep: Class 2 contains 1945 members Entering Unmasked Estep Score: -158080.984375 Penalty: 750.114746 Iteration 3F: 3 clusters Score -158081 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1804 members Mstep: Class 2 contains 1997 members Entering Unmasked Estep Score: -158188.750000 Penalty: 750.114746 Iteration 4F: 3 clusters Score -158188.8 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1751 members Mstep: Class 2 contains 2050 members Entering Unmasked Estep Score: -158314.984375 Penalty: 750.114746 Iteration 5F: 3 clusters Score -158315 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1702 members Mstep: Class 2 contains 2099 members Entering Unmasked Estep Score: -158446.218750 Penalty: 750.114746 Iteration 6F: 3 clusters Score -158446.2 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1662 members Mstep: Class 2 contains 2139 members Entering Unmasked Estep Score: -158546.859375 Penalty: 750.114746 Iteration 7Q: 3 clusters Score -158546.9 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1638 members Mstep: Class 2 contains 2163 members Entering Unmasked Estep Score: -158618.687500 Penalty: 750.114746 Iteration 8Q: 3 clusters Score -158618.7 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1619 members Mstep: Class 2 contains 2182 members Entering Unmasked Estep Score: -158686.750000 Penalty: 750.114746 Iteration 9Q: 3 clusters Score -158686.8 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1609 members Mstep: Class 2 contains 2192 members Entering Unmasked Estep Score: -158734.718750 Penalty: 750.114746 Iteration 10Q: 3 clusters Score -158734.7 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1594 members Mstep: Class 2 contains 2207 members Entering Unmasked Estep Score: -158776.593750 Penalty: 750.114746 Iteration 11Q: 3 clusters Score -158776.6 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1584 members Mstep: Class 2 contains 2217 members Entering Unmasked Estep Score: -158817.437500 Penalty: 750.114746 Iteration 12Q: 3 clusters Score -158817.4 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1586 members Mstep: Class 2 contains 2215 members Entering Unmasked Estep Score: -158843.859375 Penalty: 750.114746 Iteration 13Q: 3 clusters Score -158843.9 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1587 members Mstep: Class 2 contains 2214 members Entering Unmasked Estep Score: -158855.796875 Penalty: 750.114746 Iteration 14Q: 3 clusters Score -158855.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1591 members Mstep: Class 2 contains 2210 members Entering Unmasked Estep Score: -158863.421875 Penalty: 750.114746 Iteration 15Q: 3 clusters Score -158863.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1603 members Mstep: Class 2 contains 2198 members Entering Unmasked Estep Score: -158872.562500 Penalty: 750.114746 Iteration 16Q: 3 clusters Score -158872.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 2187 members Entering Unmasked Estep Score: -158883.734375 Penalty: 750.114746 Iteration 17Q: 3 clusters Score -158883.7 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1620 members Mstep: Class 2 contains 2181 members Entering Unmasked Estep Score: -158895.515625 Penalty: 750.114746 Iteration 18Q: 3 clusters Score -158895.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1635 members Mstep: Class 2 contains 2166 members Entering Unmasked Estep Score: -158905.312500 Penalty: 750.114746 Iteration 19Q: 3 clusters Score -158905.3 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1665 members Mstep: Class 2 contains 2136 members Entering Unmasked Estep Score: -158922.296875 Penalty: 750.114746 Iteration 20F: 3 clusters Score -158922.3 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1692 members Mstep: Class 2 contains 2109 members Entering Unmasked Estep Score: -158934.296875 Penalty: 750.114746 Iteration 21Q: 3 clusters Score -158934.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1716 members Mstep: Class 2 contains 2085 members Entering Unmasked Estep Score: -158942.625000 Penalty: 750.114746 Iteration 22Q: 3 clusters Score -158942.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1742 members Mstep: Class 2 contains 2059 members Entering Unmasked Estep Score: -158950.906250 Penalty: 750.114746 Iteration 23Q: 3 clusters Score -158950.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1770 members Mstep: Class 2 contains 2031 members Entering Unmasked Estep Score: -158959.796875 Penalty: 750.114746 Iteration 24Q: 3 clusters Score -158959.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1798 members Mstep: Class 2 contains 2003 members Entering Unmasked Estep Score: -158969.031250 Penalty: 750.114746 Iteration 25Q: 3 clusters Score -158969 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1825 members Mstep: Class 2 contains 1976 members Entering Unmasked Estep Score: -158977.359375 Penalty: 750.114746 Iteration 26Q: 3 clusters Score -158977.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1852 members Mstep: Class 2 contains 1949 members Entering Unmasked Estep Score: -158983.562500 Penalty: 750.114746 Iteration 27Q: 3 clusters Score -158983.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1873 members Mstep: Class 2 contains 1928 members Entering Unmasked Estep Score: -158987.765625 Penalty: 750.114746 Iteration 28Q: 3 clusters Score -158987.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1886 members Mstep: Class 2 contains 1915 members Entering Unmasked Estep Score: -158990.390625 Penalty: 750.114746 Iteration 29Q: 3 clusters Score -158990.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1900 members Mstep: Class 2 contains 1901 members Entering Unmasked Estep Score: -158993.390625 Penalty: 750.114746 Iteration 30Q: 3 clusters Score -158993.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1906 members Mstep: Class 2 contains 1895 members Entering Unmasked Estep Score: -158995.796875 Penalty: 750.114746 Iteration 31Q: 3 clusters Score -158995.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1911 members Mstep: Class 2 contains 1890 members Entering Unmasked Estep Score: -158997.890625 Penalty: 750.114746 Iteration 32Q: 3 clusters Score -158997.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1914 members Mstep: Class 2 contains 1887 members Entering Unmasked Estep Score: -158998.875000 Penalty: 750.114746 Iteration 33Q: 3 clusters Score -158998.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1921 members Mstep: Class 2 contains 1880 members Entering Unmasked Estep Score: -159000.500000 Penalty: 750.114746 Iteration 34Q: 3 clusters Score -159000.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1930 members Mstep: Class 2 contains 1871 members Entering Unmasked Estep Score: -159001.703125 Penalty: 750.114746 Iteration 35Q: 3 clusters Score -159001.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1939 members Mstep: Class 2 contains 1862 members Entering Unmasked Estep Score: -159002.187500 Penalty: 750.114746 Iteration 36Q: 3 clusters Score -159002.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1948 members Mstep: Class 2 contains 1853 members Entering Unmasked Estep Score: -159004.421875 Penalty: 750.114746 Iteration 37Q: 3 clusters Score -159004.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1963 members Mstep: Class 2 contains 1838 members Entering Unmasked Estep Score: -159008.328125 Penalty: 750.114746 Iteration 38Q: 3 clusters Score -159008.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1982 members Mstep: Class 2 contains 1819 members Entering Unmasked Estep Score: -159012.812500 Penalty: 750.114746 Iteration 39Q: 3 clusters Score -159012.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2006 members Mstep: Class 2 contains 1795 members Entering Unmasked Estep Score: -159022.593750 Penalty: 750.114746 Iteration 40F: 3 clusters Score -159022.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2032 members Mstep: Class 2 contains 1769 members Entering Unmasked Estep Score: -159028.718750 Penalty: 750.114746 Iteration 41Q: 3 clusters Score -159028.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2054 members Mstep: Class 2 contains 1747 members Entering Unmasked Estep Score: -159032.687500 Penalty: 750.114746 Iteration 42Q: 3 clusters Score -159032.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2072 members Mstep: Class 2 contains 1729 members Entering Unmasked Estep Score: -159035.250000 Penalty: 750.114746 Iteration 43Q: 3 clusters Score -159035.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2093 members Mstep: Class 2 contains 1708 members Entering Unmasked Estep Score: -159040.500000 Penalty: 750.114746 Iteration 44Q: 3 clusters Score -159040.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2115 members Mstep: Class 2 contains 1686 members Entering Unmasked Estep Score: -159046.500000 Penalty: 750.114746 Iteration 45Q: 3 clusters Score -159046.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2130 members Mstep: Class 2 contains 1671 members Entering Unmasked Estep Score: -159049.140625 Penalty: 750.114746 Iteration 46Q: 3 clusters Score -159049.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2142 members Mstep: Class 2 contains 1659 members Entering Unmasked Estep Score: -159050.859375 Penalty: 750.114746 Iteration 47Q: 3 clusters Score -159050.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2156 members Mstep: Class 2 contains 1645 members Entering Unmasked Estep Score: -159052.890625 Penalty: 750.114746 Iteration 48Q: 3 clusters Score -159052.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2168 members Mstep: Class 2 contains 1633 members Entering Unmasked Estep Score: -159054.171875 Penalty: 750.114746 Iteration 49Q: 3 clusters Score -159054.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2179 members Mstep: Class 2 contains 1622 members Entering Unmasked Estep Score: -159055.046875 Penalty: 750.114746 Iteration 50Q: 3 clusters Score -159055 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2192 members Mstep: Class 2 contains 1609 members Entering Unmasked Estep Score: -159057.968750 Penalty: 750.114746 Iteration 51Q: 3 clusters Score -159058 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2208 members Mstep: Class 2 contains 1593 members Entering Unmasked Estep Score: -159059.890625 Penalty: 750.114746 Iteration 52Q: 3 clusters Score -159059.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2217 members Mstep: Class 2 contains 1584 members Entering Unmasked Estep Score: -159061.171875 Penalty: 750.114746 Iteration 53Q: 3 clusters Score -159061.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2225 members Mstep: Class 2 contains 1576 members Entering Unmasked Estep Score: -159062.515625 Penalty: 750.114746 Iteration 54Q: 3 clusters Score -159062.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2234 members Mstep: Class 2 contains 1567 members Entering Unmasked Estep Score: -159063.968750 Penalty: 750.114746 Iteration 55Q: 3 clusters Score -159064 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2243 members Mstep: Class 2 contains 1558 members Entering Unmasked Estep Score: -159064.734375 Penalty: 750.114746 Iteration 56Q: 3 clusters Score -159064.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2251 members Mstep: Class 2 contains 1550 members Entering Unmasked Estep Score: -159066.750000 Penalty: 750.114746 Iteration 57Q: 3 clusters Score -159066.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2259 members Mstep: Class 2 contains 1542 members Entering Unmasked Estep Score: -159068.828125 Penalty: 750.114746 Iteration 58Q: 3 clusters Score -159068.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2266 members Mstep: Class 2 contains 1535 members Entering Unmasked Estep Score: -159069.734375 Penalty: 750.114746 Iteration 59Q: 3 clusters Score -159069.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2274 members Mstep: Class 2 contains 1527 members Entering Unmasked Estep Score: -159071.890625 Penalty: 750.114746 Iteration 60F: 3 clusters Score -159071.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2284 members Mstep: Class 2 contains 1517 members Entering Unmasked Estep Score: -159073.812500 Penalty: 750.114746 Iteration 61Q: 3 clusters Score -159073.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2292 members Mstep: Class 2 contains 1509 members Entering Unmasked Estep Score: -159074.593750 Penalty: 750.114746 Iteration 62Q: 3 clusters Score -159074.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2296 members Mstep: Class 2 contains 1505 members Entering Unmasked Estep Score: -159075.000000 Penalty: 750.114746 Iteration 63Q: 3 clusters Score -159075 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2302 members Mstep: Class 2 contains 1499 members Entering Unmasked Estep Score: -159075.750000 Penalty: 750.114746 Iteration 64Q: 3 clusters Score -159075.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2310 members Mstep: Class 2 contains 1491 members Entering Unmasked Estep Score: -159076.812500 Penalty: 750.114746 Iteration 65Q: 3 clusters Score -159076.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2316 members Mstep: Class 2 contains 1485 members Entering Unmasked Estep Score: -159077.171875 Penalty: 750.114746 Iteration 66Q: 3 clusters Score -159077.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2323 members Mstep: Class 2 contains 1478 members Entering Unmasked Estep Score: -159077.625000 Penalty: 750.114746 Iteration 67Q: 3 clusters Score -159077.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2331 members Mstep: Class 2 contains 1470 members Entering Unmasked Estep Score: -159078.500000 Penalty: 750.114746 Iteration 68Q: 3 clusters Score -159078.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2341 members Mstep: Class 2 contains 1460 members Entering Unmasked Estep Score: -159079.625000 Penalty: 750.114746 Iteration 69Q: 3 clusters Score -159079.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2346 members Mstep: Class 2 contains 1455 members Entering Unmasked Estep Score: -159079.968750 Penalty: 750.114746 Iteration 70Q: 3 clusters Score -159080 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2354 members Mstep: Class 2 contains 1447 members Entering Unmasked Estep Score: -159081.171875 Penalty: 750.114746 Iteration 71Q: 3 clusters Score -159081.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2363 members Mstep: Class 2 contains 1438 members Entering Unmasked Estep Score: -159082.859375 Penalty: 750.114746 Iteration 72Q: 3 clusters Score -159082.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2368 members Mstep: Class 2 contains 1433 members Entering Unmasked Estep Score: -159083.593750 Penalty: 750.114746 Iteration 73Q: 3 clusters Score -159083.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2375 members Mstep: Class 2 contains 1426 members Entering Unmasked Estep Score: -159085.125000 Penalty: 750.114746 Iteration 74Q: 3 clusters Score -159085.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2387 members Mstep: Class 2 contains 1414 members Entering Unmasked Estep Score: -159087.359375 Penalty: 750.114746 Iteration 75Q: 3 clusters Score -159087.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2398 members Mstep: Class 2 contains 1403 members Entering Unmasked Estep Score: -159088.703125 Penalty: 750.114746 Iteration 76Q: 3 clusters Score -159088.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2408 members Mstep: Class 2 contains 1393 members Entering Unmasked Estep Score: -159089.984375 Penalty: 750.114746 Iteration 77Q: 3 clusters Score -159090 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2416 members Mstep: Class 2 contains 1385 members Entering Unmasked Estep Score: -159090.218750 Penalty: 750.114746 Iteration 78Q: 3 clusters Score -159090.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2422 members Mstep: Class 2 contains 1379 members Entering Unmasked Estep Score: -159091.031250 Penalty: 750.114746 Iteration 79Q: 3 clusters Score -159091 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2423 members Mstep: Class 2 contains 1378 members Entering Unmasked Estep Score: -159090.953125 Penalty: 750.114746 Iteration 80F: 3 clusters Score -159091 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2424 members Mstep: Class 2 contains 1377 members Entering Unmasked Estep Score: -159091.078125 Penalty: 750.114746 Iteration 81Q: 3 clusters Score -159091.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2425 members Mstep: Class 2 contains 1376 members Entering Unmasked Estep Score: -159091.218750 Penalty: 750.114746 Iteration 82Q: 3 clusters Score -159091.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2425 members Mstep: Class 2 contains 1376 members Entering Unmasked Estep Score: -159091.218750 Penalty: 750.114746 Iteration 83F: 3 clusters Score -159091.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (749 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Entering Unmasked Estep Score: -29931.744141 Penalty: 301.152618 Iteration 0F: 2 clusters Score -29931.74 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -29297.523438 Penalty: 602.305237 Iteration 0F: 3 clusters Score -29297.52 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -29466.425781 Penalty: 602.305237 Iteration 1F: 3 clusters Score -29466.43 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -29502.031250 Penalty: 602.305237 Iteration 2F: 3 clusters Score -29502.03 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -29522.013672 Penalty: 602.305237 Iteration 3F: 3 clusters Score -29522.01 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -29545.392578 Penalty: 602.305237 Iteration 4Q: 3 clusters Score -29545.39 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -29569.617188 Penalty: 602.305237 Iteration 5Q: 3 clusters Score -29569.62 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -29588.113281 Penalty: 602.305237 Iteration 6Q: 3 clusters Score -29588.11 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -29608.132812 Penalty: 602.305237 Iteration 7Q: 3 clusters Score -29608.13 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -29622.900391 Penalty: 602.305237 Iteration 8Q: 3 clusters Score -29622.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -29629.912109 Penalty: 602.305237 Iteration 9Q: 3 clusters Score -29629.91 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -29636.384766 Penalty: 602.305237 Iteration 10Q: 3 clusters Score -29636.38 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -29645.791016 Penalty: 602.305237 Iteration 11Q: 3 clusters Score -29645.79 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -29650.861328 Penalty: 602.305237 Iteration 12Q: 3 clusters Score -29650.86 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -29653.968750 Penalty: 602.305237 Iteration 13Q: 3 clusters Score -29653.97 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -29656.400391 Penalty: 602.305237 Iteration 14Q: 3 clusters Score -29656.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -29664.292969 Penalty: 602.305237 Iteration 15Q: 3 clusters Score -29664.29 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -29673.166016 Penalty: 602.305237 Iteration 16Q: 3 clusters Score -29673.17 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -29675.365234 Penalty: 602.305237 Iteration 17Q: 3 clusters Score -29675.37 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -29675.812500 Penalty: 602.305237 Iteration 18Q: 3 clusters Score -29675.81 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -29676.458984 Penalty: 602.305237 Iteration 19Q: 3 clusters Score -29676.46 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -29676.552734 Penalty: 602.305237 Iteration 20F: 3 clusters Score -29676.55 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -29676.960938 Penalty: 602.305237 Iteration 21Q: 3 clusters Score -29676.96 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -29677.453125 Penalty: 602.305237 Iteration 22Q: 3 clusters Score -29677.45 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -29677.902344 Penalty: 602.305237 Iteration 23Q: 3 clusters Score -29677.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -29678.595703 Penalty: 602.305237 Iteration 24Q: 3 clusters Score -29678.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -29679.107422 Penalty: 602.305237 Iteration 25Q: 3 clusters Score -29679.11 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -29679.933594 Penalty: 602.305237 Iteration 26Q: 3 clusters Score -29679.93 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -29681.361328 Penalty: 602.305237 Iteration 27Q: 3 clusters Score -29681.36 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -29684.619141 Penalty: 602.305237 Iteration 28Q: 3 clusters Score -29684.62 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -29690.275391 Penalty: 602.305237 Iteration 29Q: 3 clusters Score -29690.28 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -29695.541016 Penalty: 602.305237 Iteration 30Q: 3 clusters Score -29695.54 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 71 members Entering Unmasked Estep Score: -29696.673828 Penalty: 602.305237 Iteration 31Q: 3 clusters Score -29696.67 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -29697.671875 Penalty: 602.305237 Iteration 32Q: 3 clusters Score -29697.67 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 69 members Entering Unmasked Estep Score: -29698.804688 Penalty: 602.305237 Iteration 33Q: 3 clusters Score -29698.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 68 members Entering Unmasked Estep Score: -29699.628906 Penalty: 602.305237 Iteration 34Q: 3 clusters Score -29699.63 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 66 members Entering Unmasked Estep Score: -29701.382812 Penalty: 602.305237 Iteration 35Q: 3 clusters Score -29701.38 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 64 members Entering Unmasked Estep Score: -29703.503906 Penalty: 602.305237 Iteration 36Q: 3 clusters Score -29703.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -29705.330078 Penalty: 602.305237 Iteration 37Q: 3 clusters Score -29705.33 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 63 members Entering Unmasked Estep Score: -29707.101562 Penalty: 602.305237 Iteration 38Q: 3 clusters Score -29707.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 64 members Entering Unmasked Estep Score: -29708.363281 Penalty: 602.305237 Iteration 39Q: 3 clusters Score -29708.36 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 63 members Entering Unmasked Estep Score: -29710.304688 Penalty: 602.305237 Iteration 40F: 3 clusters Score -29710.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 60 members Entering Unmasked Estep Score: -29714.953125 Penalty: 602.305237 Iteration 41Q: 3 clusters Score -29714.95 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -29717.500000 Penalty: 602.305237 Iteration 42Q: 3 clusters Score -29717.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 55 members Entering Unmasked Estep Score: -29719.316406 Penalty: 602.305237 Iteration 43Q: 3 clusters Score -29719.32 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 53 members Entering Unmasked Estep Score: -29721.964844 Penalty: 602.305237 Iteration 44Q: 3 clusters Score -29721.96 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 50 members Entering Unmasked Estep Score: -29727.175781 Penalty: 602.305237 Iteration 45Q: 3 clusters Score -29727.18 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 48 members Entering Unmasked Estep Score: -29730.839844 Penalty: 602.305237 Iteration 46Q: 3 clusters Score -29730.84 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 46 members Entering Unmasked Estep Score: -29735.646484 Penalty: 602.305237 Iteration 47Q: 3 clusters Score -29735.65 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 45 members Entering Unmasked Estep Score: -29736.341797 Penalty: 602.305237 Iteration 48Q: 3 clusters Score -29736.34 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 45 members Entering Unmasked Estep Score: -29736.341797 Penalty: 602.305237 Iteration 49F: 3 clusters Score -29736.34 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (33558 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33558 members Entering Unmasked Estep Score: -1393561.000000 Penalty: 474.156921 Iteration 0F: 2 clusters Score -1393561 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16896 members Mstep: Class 2 contains 16662 members Entering Unmasked Estep Score: -1371198.000000 Penalty: 948.313843 Iteration 0F: 3 clusters Score -1371198 nChanged 16209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19365 members Mstep: Class 2 contains 14193 members Entering Unmasked Estep Score: -1381306.625000 Penalty: 948.313843 Iteration 1F: 3 clusters Score -1381307 nChanged 1980 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20667 members Mstep: Class 2 contains 12891 members Entering Unmasked Estep Score: -1382242.000000 Penalty: 948.313843 Iteration 2F: 3 clusters Score -1382242 nChanged 2091 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22312 members Mstep: Class 2 contains 11246 members Entering Unmasked Estep Score: -1383541.500000 Penalty: 948.313843 Iteration 3F: 3 clusters Score -1383542 nChanged 2174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24182 members Mstep: Class 2 contains 9376 members Entering Unmasked Estep Score: -1385306.125000 Penalty: 948.313843 Iteration 4F: 3 clusters Score -1385306 nChanged 2087 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25987 members Mstep: Class 2 contains 7571 members Entering Unmasked Estep Score: -1387189.250000 Penalty: 948.313843 Iteration 5F: 3 clusters Score -1387189 nChanged 1693 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27396 members Mstep: Class 2 contains 6162 members Entering Unmasked Estep Score: -1388625.000000 Penalty: 948.313843 Iteration 6F: 3 clusters Score -1388625 nChanged 1263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28451 members Mstep: Class 2 contains 5107 members Entering Unmasked Estep Score: -1389536.750000 Penalty: 948.313843 Iteration 7Q: 3 clusters Score -1389537 nChanged 966 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29341 members Mstep: Class 2 contains 4217 members Entering Unmasked Estep Score: -1390192.000000 Penalty: 948.313843 Iteration 8Q: 3 clusters Score -1390192 nChanged 824 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30149 members Mstep: Class 2 contains 3409 members Entering Unmasked Estep Score: -1390763.750000 Penalty: 948.313843 Iteration 9Q: 3 clusters Score -1390764 nChanged 763 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30912 members Mstep: Class 2 contains 2646 members Entering Unmasked Estep Score: -1391348.875000 Penalty: 948.313843 Iteration 10Q: 3 clusters Score -1391349 nChanged 623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31535 members Mstep: Class 2 contains 2023 members Entering Unmasked Estep Score: -1391868.000000 Penalty: 948.313843 Iteration 11Q: 3 clusters Score -1391868 nChanged 482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32017 members Mstep: Class 2 contains 1541 members Entering Unmasked Estep Score: -1392275.750000 Penalty: 948.313843 Iteration 12Q: 3 clusters Score -1392276 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32370 members Mstep: Class 2 contains 1188 members Entering Unmasked Estep Score: -1392582.375000 Penalty: 948.313843 Iteration 13Q: 3 clusters Score -1392582 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32627 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -1392807.000000 Penalty: 948.313843 Iteration 14Q: 3 clusters Score -1392807 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32790 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -1392930.375000 Penalty: 948.313843 Iteration 15Q: 3 clusters Score -1392930 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32913 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -1393017.625000 Penalty: 948.313843 Iteration 16Q: 3 clusters Score -1393018 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32998 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -1393066.125000 Penalty: 948.313843 Iteration 17Q: 3 clusters Score -1393066 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33049 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -1393099.625000 Penalty: 948.313843 Iteration 18Q: 3 clusters Score -1393100 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33090 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -1393128.875000 Penalty: 948.313843 Iteration 19Q: 3 clusters Score -1393129 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33128 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -1393162.625000 Penalty: 948.313843 Iteration 20F: 3 clusters Score -1393163 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33154 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -1393180.875000 Penalty: 948.313843 Iteration 21Q: 3 clusters Score -1393181 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33168 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -1393190.875000 Penalty: 948.313843 Iteration 22Q: 3 clusters Score -1393191 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33180 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -1393202.625000 Penalty: 948.313843 Iteration 23Q: 3 clusters Score -1393203 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33194 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -1393207.000000 Penalty: 948.313843 Iteration 24Q: 3 clusters Score -1393207 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33204 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -1393213.000000 Penalty: 948.313843 Iteration 25Q: 3 clusters Score -1393213 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33208 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -1393214.625000 Penalty: 948.313843 Iteration 26Q: 3 clusters Score -1393215 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33218 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -1393220.625000 Penalty: 948.313843 Iteration 27Q: 3 clusters Score -1393221 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33226 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -1393226.125000 Penalty: 948.313843 Iteration 28Q: 3 clusters Score -1393226 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33231 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -1393229.625000 Penalty: 948.313843 Iteration 29Q: 3 clusters Score -1393230 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33229 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -1393229.000000 Penalty: 948.313843 Iteration 30Q: 3 clusters Score -1393229 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33229 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -1393229.000000 Penalty: 948.313843 Iteration 31F: 3 clusters Score -1393229 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (18342 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18342 members Entering Unmasked Estep Score: -860614.312500 Penalty: 446.671173 Iteration 0F: 2 clusters Score -860614.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9290 members Mstep: Class 2 contains 9052 members Entering Unmasked Estep Score: -848322.062500 Penalty: 893.342346 Iteration 0F: 3 clusters Score -848322.1 nChanged 8730 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10516 members Mstep: Class 2 contains 7826 members Entering Unmasked Estep Score: -853700.750000 Penalty: 893.342346 Iteration 1F: 3 clusters Score -853700.8 nChanged 1090 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11342 members Mstep: Class 2 contains 7000 members Entering Unmasked Estep Score: -854322.937500 Penalty: 893.342346 Iteration 2F: 3 clusters Score -854322.9 nChanged 1364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12488 members Mstep: Class 2 contains 5854 members Entering Unmasked Estep Score: -855327.562500 Penalty: 893.342346 Iteration 3F: 3 clusters Score -855327.6 nChanged 1573 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13809 members Mstep: Class 2 contains 4533 members Entering Unmasked Estep Score: -856694.187500 Penalty: 893.342346 Iteration 4F: 3 clusters Score -856694.2 nChanged 1420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14963 members Mstep: Class 2 contains 3379 members Entering Unmasked Estep Score: -858038.750000 Penalty: 893.342346 Iteration 5F: 3 clusters Score -858038.8 nChanged 1046 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15749 members Mstep: Class 2 contains 2593 members Entering Unmasked Estep Score: -859063.125000 Penalty: 893.342346 Iteration 6F: 3 clusters Score -859063.1 nChanged 591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16134 members Mstep: Class 2 contains 2208 members Entering Unmasked Estep Score: -859524.000000 Penalty: 893.342346 Iteration 7Q: 3 clusters Score -859524 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16353 members Mstep: Class 2 contains 1989 members Entering Unmasked Estep Score: -859706.500000 Penalty: 893.342346 Iteration 8Q: 3 clusters Score -859706.5 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16529 members Mstep: Class 2 contains 1813 members Entering Unmasked Estep Score: -859808.000000 Penalty: 893.342346 Iteration 9Q: 3 clusters Score -859808 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16679 members Mstep: Class 2 contains 1663 members Entering Unmasked Estep Score: -859886.937500 Penalty: 893.342346 Iteration 10Q: 3 clusters Score -859886.9 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16816 members Mstep: Class 2 contains 1526 members Entering Unmasked Estep Score: -859949.000000 Penalty: 893.342346 Iteration 11Q: 3 clusters Score -859949 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16921 members Mstep: Class 2 contains 1421 members Entering Unmasked Estep Score: -859996.250000 Penalty: 893.342346 Iteration 12Q: 3 clusters Score -859996.2 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17007 members Mstep: Class 2 contains 1335 members Entering Unmasked Estep Score: -860029.062500 Penalty: 893.342346 Iteration 13Q: 3 clusters Score -860029.1 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17103 members Mstep: Class 2 contains 1239 members Entering Unmasked Estep Score: -860072.500000 Penalty: 893.342346 Iteration 14Q: 3 clusters Score -860072.5 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17180 members Mstep: Class 2 contains 1162 members Entering Unmasked Estep Score: -860103.937500 Penalty: 893.342346 Iteration 15Q: 3 clusters Score -860103.9 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17252 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -860138.125000 Penalty: 893.342346 Iteration 16Q: 3 clusters Score -860138.1 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17330 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -860161.687500 Penalty: 893.342346 Iteration 17Q: 3 clusters Score -860161.7 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17385 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -860180.062500 Penalty: 893.342346 Iteration 18Q: 3 clusters Score -860180.1 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17442 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -860200.125000 Penalty: 893.342346 Iteration 19Q: 3 clusters Score -860200.1 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17497 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -860219.937500 Penalty: 893.342346 Iteration 20F: 3 clusters Score -860219.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17543 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -860233.937500 Penalty: 893.342346 Iteration 21Q: 3 clusters Score -860233.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17580 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -860243.375000 Penalty: 893.342346 Iteration 22Q: 3 clusters Score -860243.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17619 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -860252.187500 Penalty: 893.342346 Iteration 23Q: 3 clusters Score -860252.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17644 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -860259.375000 Penalty: 893.342346 Iteration 24Q: 3 clusters Score -860259.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17668 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -860265.062500 Penalty: 893.342346 Iteration 25Q: 3 clusters Score -860265.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17695 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -860271.437500 Penalty: 893.342346 Iteration 26Q: 3 clusters Score -860271.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17720 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -860280.312500 Penalty: 893.342346 Iteration 27Q: 3 clusters Score -860280.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17739 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -860282.625000 Penalty: 893.342346 Iteration 28Q: 3 clusters Score -860282.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17755 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -860286.937500 Penalty: 893.342346 Iteration 29Q: 3 clusters Score -860286.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17764 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -860290.500000 Penalty: 893.342346 Iteration 30Q: 3 clusters Score -860290.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17768 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -860291.750000 Penalty: 893.342346 Iteration 31Q: 3 clusters Score -860291.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17773 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -860294.187500 Penalty: 893.342346 Iteration 32Q: 3 clusters Score -860294.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17775 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -860293.625000 Penalty: 893.342346 Iteration 33Q: 3 clusters Score -860293.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17777 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -860293.000000 Penalty: 893.342346 Iteration 34Q: 3 clusters Score -860293 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17778 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -860292.187500 Penalty: 893.342346 Iteration 35Q: 3 clusters Score -860292.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17778 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -860292.187500 Penalty: 893.342346 Iteration 36F: 3 clusters Score -860292.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (517 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Entering Unmasked Estep Score: -19468.314453 Penalty: 284.285950 Iteration 0F: 2 clusters Score -19468.31 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -18973.878906 Penalty: 568.571899 Iteration 0F: 3 clusters Score -18973.88 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -19123.857422 Penalty: 568.571899 Iteration 1F: 3 clusters Score -19123.86 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -19164.509766 Penalty: 568.571899 Iteration 2F: 3 clusters Score -19164.51 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -19191.931641 Penalty: 568.571899 Iteration 3F: 3 clusters Score -19191.93 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -19208.847656 Penalty: 568.571899 Iteration 4F: 3 clusters Score -19208.85 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -19218.316406 Penalty: 568.571899 Iteration 5Q: 3 clusters Score -19218.32 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -19224.785156 Penalty: 568.571899 Iteration 6Q: 3 clusters Score -19224.79 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -19231.433594 Penalty: 568.571899 Iteration 7Q: 3 clusters Score -19231.43 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -19246.488281 Penalty: 568.571899 Iteration 8Q: 3 clusters Score -19246.49 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -19273.728516 Penalty: 568.571899 Iteration 9Q: 3 clusters Score -19273.73 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -19284.242188 Penalty: 568.571899 Iteration 10Q: 3 clusters Score -19284.24 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -19295.517578 Penalty: 568.571899 Iteration 11Q: 3 clusters Score -19295.52 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -19307.517578 Penalty: 568.571899 Iteration 12Q: 3 clusters Score -19307.52 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -19317.707031 Penalty: 568.571899 Iteration 13Q: 3 clusters Score -19317.71 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -19331.906250 Penalty: 568.571899 Iteration 14Q: 3 clusters Score -19331.91 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -19343.052734 Penalty: 568.571899 Iteration 15Q: 3 clusters Score -19343.05 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -19363.046875 Penalty: 568.571899 Iteration 16Q: 3 clusters Score -19363.05 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -19384.865234 Penalty: 568.571899 Iteration 17Q: 3 clusters Score -19384.87 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -19417.681641 Penalty: 568.571899 Iteration 18Q: 3 clusters Score -19417.68 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -19478.859375 Penalty: 568.571899 Iteration 19Q: 3 clusters Score -19478.86 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -19504.539062 Penalty: 568.571899 Iteration 20F: 3 clusters Score -19504.54 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -19527.037109 Penalty: 568.571899 Iteration 21Q: 3 clusters Score -19527.04 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -19541.810547 Penalty: 568.571899 Iteration 22Q: 3 clusters Score -19541.81 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -19552.130859 Penalty: 568.571899 Iteration 23Q: 3 clusters Score -19552.13 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -19556.984375 Penalty: 568.571899 Iteration 24Q: 3 clusters Score -19556.98 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -19556.984375 Penalty: 568.571899 Iteration 25F: 3 clusters Score -19556.98 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1323 members Mstep: Class 2 contains 1098 members Mstep: Class 3 contains 1806 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 301 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 15473 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 508 members Mstep: Class 10 contains 3801 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 33558 members Mstep: Class 13 contains 18342 members Mstep: Class 14 contains 181 members Mstep: Class 15 contains 4595 members Mstep: Class 16 contains 30139 members Mstep: Class 17 contains 336 members Mstep: Class 20 contains 254301 members Mstep: Class 21 contains 1158 members Entering Unmasked Estep Score: -15546955.000000 Penalty: 11082.726562 Splitting cluster 14 changes total score from -15547138.000000 to -15546955.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 15 (4595 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4595 members Entering Unmasked Estep Score: -184816.421875 Penalty: 383.688934 Iteration 0F: 2 clusters Score -184816.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2283 members Mstep: Class 2 contains 2312 members Entering Unmasked Estep Score: -181708.140625 Penalty: 767.377869 Iteration 0F: 3 clusters Score -181708.1 nChanged 2083 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2184 members Mstep: Class 2 contains 2411 members Entering Unmasked Estep Score: -182831.812500 Penalty: 767.377869 Iteration 1F: 3 clusters Score -182831.8 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2110 members Mstep: Class 2 contains 2485 members Entering Unmasked Estep Score: -182929.968750 Penalty: 767.377869 Iteration 2F: 3 clusters Score -182930 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2018 members Mstep: Class 2 contains 2577 members Entering Unmasked Estep Score: -183016.593750 Penalty: 767.377869 Iteration 3F: 3 clusters Score -183016.6 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1895 members Mstep: Class 2 contains 2700 members Entering Unmasked Estep Score: -183111.390625 Penalty: 767.377869 Iteration 4F: 3 clusters Score -183111.4 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1739 members Mstep: Class 2 contains 2856 members Entering Unmasked Estep Score: -183214.296875 Penalty: 767.377869 Iteration 5Q: 3 clusters Score -183214.3 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1572 members Mstep: Class 2 contains 3023 members Entering Unmasked Estep Score: -183357.218750 Penalty: 767.377869 Iteration 6Q: 3 clusters Score -183357.2 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 3206 members Entering Unmasked Estep Score: -183537.015625 Penalty: 767.377869 Iteration 7Q: 3 clusters Score -183537 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 3370 members Entering Unmasked Estep Score: -183713.375000 Penalty: 767.377869 Iteration 8Q: 3 clusters Score -183713.4 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 3501 members Entering Unmasked Estep Score: -183873.468750 Penalty: 767.377869 Iteration 9Q: 3 clusters Score -183873.5 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Mstep: Class 2 contains 3589 members Entering Unmasked Estep Score: -183986.937500 Penalty: 767.377869 Iteration 10Q: 3 clusters Score -183986.9 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 3650 members Entering Unmasked Estep Score: -184065.062500 Penalty: 767.377869 Iteration 11Q: 3 clusters Score -184065.1 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 3708 members Entering Unmasked Estep Score: -184117.562500 Penalty: 767.377869 Iteration 12Q: 3 clusters Score -184117.6 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 3759 members Entering Unmasked Estep Score: -184151.078125 Penalty: 767.377869 Iteration 13Q: 3 clusters Score -184151.1 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 3807 members Entering Unmasked Estep Score: -184176.390625 Penalty: 767.377869 Iteration 14Q: 3 clusters Score -184176.4 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 3860 members Entering Unmasked Estep Score: -184200.468750 Penalty: 767.377869 Iteration 15Q: 3 clusters Score -184200.5 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 3904 members Entering Unmasked Estep Score: -184220.890625 Penalty: 767.377869 Iteration 16Q: 3 clusters Score -184220.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 3944 members Entering Unmasked Estep Score: -184235.859375 Penalty: 767.377869 Iteration 17Q: 3 clusters Score -184235.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 3976 members Entering Unmasked Estep Score: -184246.109375 Penalty: 767.377869 Iteration 18Q: 3 clusters Score -184246.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 4006 members Entering Unmasked Estep Score: -184258.687500 Penalty: 767.377869 Iteration 19Q: 3 clusters Score -184258.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 4038 members Entering Unmasked Estep Score: -184276.718750 Penalty: 767.377869 Iteration 20F: 3 clusters Score -184276.7 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 4083 members Entering Unmasked Estep Score: -184298.000000 Penalty: 767.377869 Iteration 21Q: 3 clusters Score -184298 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 4129 members Entering Unmasked Estep Score: -184321.109375 Penalty: 767.377869 Iteration 22Q: 3 clusters Score -184321.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 4158 members Entering Unmasked Estep Score: -184336.156250 Penalty: 767.377869 Iteration 23Q: 3 clusters Score -184336.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 4181 members Entering Unmasked Estep Score: -184346.515625 Penalty: 767.377869 Iteration 24Q: 3 clusters Score -184346.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 4199 members Entering Unmasked Estep Score: -184354.953125 Penalty: 767.377869 Iteration 25Q: 3 clusters Score -184355 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 4217 members Entering Unmasked Estep Score: -184368.062500 Penalty: 767.377869 Iteration 26Q: 3 clusters Score -184368.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 4239 members Entering Unmasked Estep Score: -184378.250000 Penalty: 767.377869 Iteration 27Q: 3 clusters Score -184378.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 4259 members Entering Unmasked Estep Score: -184389.515625 Penalty: 767.377869 Iteration 28Q: 3 clusters Score -184389.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 4287 members Entering Unmasked Estep Score: -184405.281250 Penalty: 767.377869 Iteration 29Q: 3 clusters Score -184405.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 4312 members Entering Unmasked Estep Score: -184419.453125 Penalty: 767.377869 Iteration 30Q: 3 clusters Score -184419.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 4334 members Entering Unmasked Estep Score: -184429.546875 Penalty: 767.377869 Iteration 31Q: 3 clusters Score -184429.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 4353 members Entering Unmasked Estep Score: -184439.515625 Penalty: 767.377869 Iteration 32Q: 3 clusters Score -184439.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 4368 members Entering Unmasked Estep Score: -184447.593750 Penalty: 767.377869 Iteration 33Q: 3 clusters Score -184447.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 4383 members Entering Unmasked Estep Score: -184455.531250 Penalty: 767.377869 Iteration 34Q: 3 clusters Score -184455.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 4395 members Entering Unmasked Estep Score: -184462.109375 Penalty: 767.377869 Iteration 35Q: 3 clusters Score -184462.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 4404 members Entering Unmasked Estep Score: -184465.078125 Penalty: 767.377869 Iteration 36Q: 3 clusters Score -184465.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 4411 members Entering Unmasked Estep Score: -184468.187500 Penalty: 767.377869 Iteration 37Q: 3 clusters Score -184468.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 4415 members Entering Unmasked Estep Score: -184471.125000 Penalty: 767.377869 Iteration 38Q: 3 clusters Score -184471.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 4422 members Entering Unmasked Estep Score: -184473.890625 Penalty: 767.377869 Iteration 39Q: 3 clusters Score -184473.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 4429 members Entering Unmasked Estep Score: -184478.109375 Penalty: 767.377869 Iteration 40F: 3 clusters Score -184478.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 4432 members Entering Unmasked Estep Score: -184480.093750 Penalty: 767.377869 Iteration 41Q: 3 clusters Score -184480.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 4436 members Entering Unmasked Estep Score: -184483.703125 Penalty: 767.377869 Iteration 42Q: 3 clusters Score -184483.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 4439 members Entering Unmasked Estep Score: -184485.328125 Penalty: 767.377869 Iteration 43Q: 3 clusters Score -184485.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 4442 members Entering Unmasked Estep Score: -184486.531250 Penalty: 767.377869 Iteration 44Q: 3 clusters Score -184486.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 4443 members Entering Unmasked Estep Score: -184488.500000 Penalty: 767.377869 Iteration 45Q: 3 clusters Score -184488.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 4446 members Entering Unmasked Estep Score: -184492.031250 Penalty: 767.377869 Iteration 46Q: 3 clusters Score -184492 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 4450 members Entering Unmasked Estep Score: -184494.875000 Penalty: 767.377869 Iteration 47Q: 3 clusters Score -184494.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 4454 members Entering Unmasked Estep Score: -184497.578125 Penalty: 767.377869 Iteration 48Q: 3 clusters Score -184497.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 4456 members Entering Unmasked Estep Score: -184498.984375 Penalty: 767.377869 Iteration 49Q: 3 clusters Score -184499 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 4459 members Entering Unmasked Estep Score: -184502.421875 Penalty: 767.377869 Iteration 50Q: 3 clusters Score -184502.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 4464 members Entering Unmasked Estep Score: -184505.656250 Penalty: 767.377869 Iteration 51Q: 3 clusters Score -184505.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 4467 members Entering Unmasked Estep Score: -184514.828125 Penalty: 767.377869 Iteration 52Q: 3 clusters Score -184514.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 4475 members Entering Unmasked Estep Score: -184525.250000 Penalty: 767.377869 Iteration 53Q: 3 clusters Score -184525.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 4478 members Entering Unmasked Estep Score: -184527.468750 Penalty: 767.377869 Iteration 54Q: 3 clusters Score -184527.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 4481 members Entering Unmasked Estep Score: -184530.531250 Penalty: 767.377869 Iteration 55Q: 3 clusters Score -184530.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 4484 members Entering Unmasked Estep Score: -184534.062500 Penalty: 767.377869 Iteration 56Q: 3 clusters Score -184534.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 4487 members Entering Unmasked Estep Score: -184537.328125 Penalty: 767.377869 Iteration 57Q: 3 clusters Score -184537.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 4490 members Entering Unmasked Estep Score: -184541.265625 Penalty: 767.377869 Iteration 58Q: 3 clusters Score -184541.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 4493 members Entering Unmasked Estep Score: -184542.984375 Penalty: 767.377869 Iteration 59Q: 3 clusters Score -184543 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 4495 members Entering Unmasked Estep Score: -184544.000000 Penalty: 767.377869 Iteration 60F: 3 clusters Score -184544 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 4496 members Entering Unmasked Estep Score: -184544.546875 Penalty: 767.377869 Iteration 61Q: 3 clusters Score -184544.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 4495 members Entering Unmasked Estep Score: -184544.843750 Penalty: 767.377869 Iteration 62Q: 3 clusters Score -184544.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 4495 members Entering Unmasked Estep Score: -184544.843750 Penalty: 767.377869 Iteration 63F: 3 clusters Score -184544.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (30139 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30139 members Entering Unmasked Estep Score: -1332902.875000 Penalty: 469.267700 Iteration 0F: 2 clusters Score -1332903 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15025 members Mstep: Class 2 contains 15114 members Entering Unmasked Estep Score: -1312747.750000 Penalty: 938.535400 Iteration 0F: 3 clusters Score -1312748 nChanged 14496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14335 members Mstep: Class 2 contains 15804 members Entering Unmasked Estep Score: -1320950.500000 Penalty: 938.535400 Iteration 1F: 3 clusters Score -1320950 nChanged 1320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13725 members Mstep: Class 2 contains 16414 members Entering Unmasked Estep Score: -1321422.500000 Penalty: 938.535400 Iteration 2Q: 3 clusters Score -1321422 nChanged 1611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12676 members Mstep: Class 2 contains 17463 members Entering Unmasked Estep Score: -1322149.500000 Penalty: 938.535400 Iteration 3F: 3 clusters Score -1322150 nChanged 2102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11058 members Mstep: Class 2 contains 19081 members Entering Unmasked Estep Score: -1323305.125000 Penalty: 938.535400 Iteration 4F: 3 clusters Score -1323305 nChanged 2283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9155 members Mstep: Class 2 contains 20984 members Entering Unmasked Estep Score: -1324682.375000 Penalty: 938.535400 Iteration 5F: 3 clusters Score -1324682 nChanged 2176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7173 members Mstep: Class 2 contains 22966 members Entering Unmasked Estep Score: -1326130.375000 Penalty: 938.535400 Iteration 6F: 3 clusters Score -1326130 nChanged 1933 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5322 members Mstep: Class 2 contains 24817 members Entering Unmasked Estep Score: -1327488.000000 Penalty: 938.535400 Iteration 7F: 3 clusters Score -1327488 nChanged 1654 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3680 members Mstep: Class 2 contains 26459 members Entering Unmasked Estep Score: -1328787.375000 Penalty: 938.535400 Iteration 8F: 3 clusters Score -1328787 nChanged 1421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2259 members Mstep: Class 2 contains 27880 members Entering Unmasked Estep Score: -1330071.375000 Penalty: 938.535400 Iteration 9Q: 3 clusters Score -1330071 nChanged 1110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 28990 members Entering Unmasked Estep Score: -1331237.500000 Penalty: 938.535400 Iteration 10Q: 3 clusters Score -1331238 nChanged 703 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 29693 members Entering Unmasked Estep Score: -1332025.625000 Penalty: 938.535400 Iteration 11Q: 3 clusters Score -1332026 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 30000 members Entering Unmasked Estep Score: -1332353.625000 Penalty: 938.535400 Iteration 12Q: 3 clusters Score -1332354 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 30078 members Entering Unmasked Estep Score: -1332442.500000 Penalty: 938.535400 Iteration 13Q: 3 clusters Score -1332442 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45 members Mstep: Class 2 contains 30094 members Entering Unmasked Estep Score: -1332466.875000 Penalty: 938.535400 Iteration 14Q: 3 clusters Score -1332467 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42 members Mstep: Class 2 contains 30097 members Entering Unmasked Estep Score: -1332472.500000 Penalty: 938.535400 Iteration 15Q: 3 clusters Score -1332472 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40 members Mstep: Class 2 contains 30099 members Entering Unmasked Estep Score: -1332476.500000 Penalty: 938.535400 Iteration 16Q: 3 clusters Score -1332476 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40 members Mstep: Class 2 contains 30099 members Entering Unmasked Estep Score: -1332476.500000 Penalty: 938.535400 Iteration 17F: 3 clusters Score -1332476 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (254301 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254301 members Entering Unmasked Estep Score: -10968545.000000 Penalty: 566.305481 Iteration 0F: 2 clusters Score -1.096854e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127159 members Mstep: Class 2 contains 127142 members Entering Unmasked Estep Score: -10803625.000000 Penalty: 1132.610962 Iteration 0F: 3 clusters Score -1.080362e+07 nChanged 125087 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125086 members Mstep: Class 2 contains 129215 members Entering Unmasked Estep Score: -10878282.000000 Penalty: 1132.610962 Iteration 1F: 3 clusters Score -1.087828e+07 nChanged 8661 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124639 members Mstep: Class 2 contains 129662 members Entering Unmasked Estep Score: -10881399.000000 Penalty: 1132.610962 Iteration 2Q: 3 clusters Score -1.08814e+07 nChanged 11264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123677 members Mstep: Class 2 contains 130624 members Entering Unmasked Estep Score: -10887464.000000 Penalty: 1132.610962 Iteration 3Q: 3 clusters Score -1.088746e+07 nChanged 14965 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122024 members Mstep: Class 2 contains 132277 members Entering Unmasked Estep Score: -10899169.000000 Penalty: 1132.610962 Iteration 4F: 3 clusters Score -1.089917e+07 nChanged 18358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119990 members Mstep: Class 2 contains 134311 members Entering Unmasked Estep Score: -10915746.000000 Penalty: 1132.610962 Iteration 5F: 3 clusters Score -1.091575e+07 nChanged 17448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118236 members Mstep: Class 2 contains 136065 members Entering Unmasked Estep Score: -10926544.000000 Penalty: 1132.610962 Iteration 6F: 3 clusters Score -1.092654e+07 nChanged 10670 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116890 members Mstep: Class 2 contains 137411 members Entering Unmasked Estep Score: -10929584.000000 Penalty: 1132.610962 Iteration 7Q: 3 clusters Score -1.092958e+07 nChanged 4784 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115650 members Mstep: Class 2 contains 138651 members Entering Unmasked Estep Score: -10930295.000000 Penalty: 1132.610962 Iteration 8Q: 3 clusters Score -1.09303e+07 nChanged 2623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114275 members Mstep: Class 2 contains 140026 members Entering Unmasked Estep Score: -10930666.000000 Penalty: 1132.610962 Iteration 9Q: 3 clusters Score -1.093067e+07 nChanged 2173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112724 members Mstep: Class 2 contains 141577 members Entering Unmasked Estep Score: -10930890.000000 Penalty: 1132.610962 Iteration 10Q: 3 clusters Score -1.093089e+07 nChanged 2035 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111117 members Mstep: Class 2 contains 143184 members Entering Unmasked Estep Score: -10931173.000000 Penalty: 1132.610962 Iteration 11Q: 3 clusters Score -1.093117e+07 nChanged 2045 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109464 members Mstep: Class 2 contains 144837 members Entering Unmasked Estep Score: -10931524.000000 Penalty: 1132.610962 Iteration 12Q: 3 clusters Score -1.093152e+07 nChanged 2146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107656 members Mstep: Class 2 contains 146645 members Entering Unmasked Estep Score: -10931839.000000 Penalty: 1132.610962 Iteration 13Q: 3 clusters Score -1.093184e+07 nChanged 2231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105699 members Mstep: Class 2 contains 148602 members Entering Unmasked Estep Score: -10932187.000000 Penalty: 1132.610962 Iteration 14Q: 3 clusters Score -1.093219e+07 nChanged 2371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103620 members Mstep: Class 2 contains 150681 members Entering Unmasked Estep Score: -10932610.000000 Penalty: 1132.610962 Iteration 15Q: 3 clusters Score -1.093261e+07 nChanged 2507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101367 members Mstep: Class 2 contains 152934 members Entering Unmasked Estep Score: -10933074.000000 Penalty: 1132.610962 Iteration 16Q: 3 clusters Score -1.093307e+07 nChanged 2711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98866 members Mstep: Class 2 contains 155435 members Entering Unmasked Estep Score: -10933634.000000 Penalty: 1132.610962 Iteration 17Q: 3 clusters Score -1.093363e+07 nChanged 2829 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96167 members Mstep: Class 2 contains 158134 members Entering Unmasked Estep Score: -10934254.000000 Penalty: 1132.610962 Iteration 18Q: 3 clusters Score -1.093425e+07 nChanged 3057 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93214 members Mstep: Class 2 contains 161087 members Entering Unmasked Estep Score: -10934887.000000 Penalty: 1132.610962 Iteration 19Q: 3 clusters Score -1.093489e+07 nChanged 3257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90015 members Mstep: Class 2 contains 164286 members Entering Unmasked Estep Score: -10935490.000000 Penalty: 1132.610962 Iteration 20F: 3 clusters Score -1.093549e+07 nChanged 3328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86731 members Mstep: Class 2 contains 167570 members Entering Unmasked Estep Score: -10936271.000000 Penalty: 1132.610962 Iteration 21Q: 3 clusters Score -1.093627e+07 nChanged 3482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83281 members Mstep: Class 2 contains 171020 members Entering Unmasked Estep Score: -10937024.000000 Penalty: 1132.610962 Iteration 22Q: 3 clusters Score -1.093702e+07 nChanged 3623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79668 members Mstep: Class 2 contains 174633 members Entering Unmasked Estep Score: -10937873.000000 Penalty: 1132.610962 Iteration 23Q: 3 clusters Score -1.093787e+07 nChanged 3784 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75894 members Mstep: Class 2 contains 178407 members Entering Unmasked Estep Score: -10938616.000000 Penalty: 1132.610962 Iteration 24Q: 3 clusters Score -1.093862e+07 nChanged 4055 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71841 members Mstep: Class 2 contains 182460 members Entering Unmasked Estep Score: -10939559.000000 Penalty: 1132.610962 Iteration 25Q: 3 clusters Score -1.093956e+07 nChanged 4210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67637 members Mstep: Class 2 contains 186664 members Entering Unmasked Estep Score: -10940715.000000 Penalty: 1132.610962 Iteration 26Q: 3 clusters Score -1.094072e+07 nChanged 4415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63224 members Mstep: Class 2 contains 191077 members Entering Unmasked Estep Score: -10941978.000000 Penalty: 1132.610962 Iteration 27Q: 3 clusters Score -1.094198e+07 nChanged 4756 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58468 members Mstep: Class 2 contains 195833 members Entering Unmasked Estep Score: -10943509.000000 Penalty: 1132.610962 Iteration 28Q: 3 clusters Score -1.094351e+07 nChanged 4938 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53530 members Mstep: Class 2 contains 200771 members Entering Unmasked Estep Score: -10945169.000000 Penalty: 1132.610962 Iteration 29Q: 3 clusters Score -1.094517e+07 nChanged 4909 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48625 members Mstep: Class 2 contains 205676 members Entering Unmasked Estep Score: -10946778.000000 Penalty: 1132.610962 Iteration 30Q: 3 clusters Score -1.094678e+07 nChanged 4622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44003 members Mstep: Class 2 contains 210298 members Entering Unmasked Estep Score: -10948329.000000 Penalty: 1132.610962 Iteration 31Q: 3 clusters Score -1.094833e+07 nChanged 4366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39637 members Mstep: Class 2 contains 214664 members Entering Unmasked Estep Score: -10949783.000000 Penalty: 1132.610962 Iteration 32Q: 3 clusters Score -1.094978e+07 nChanged 4076 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35561 members Mstep: Class 2 contains 218740 members Entering Unmasked Estep Score: -10951175.000000 Penalty: 1132.610962 Iteration 33Q: 3 clusters Score -1.095118e+07 nChanged 3963 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31598 members Mstep: Class 2 contains 222703 members Entering Unmasked Estep Score: -10952693.000000 Penalty: 1132.610962 Iteration 34Q: 3 clusters Score -1.095269e+07 nChanged 3693 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27905 members Mstep: Class 2 contains 226396 members Entering Unmasked Estep Score: -10954056.000000 Penalty: 1132.610962 Iteration 35Q: 3 clusters Score -1.095406e+07 nChanged 3440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24465 members Mstep: Class 2 contains 229836 members Entering Unmasked Estep Score: -10955519.000000 Penalty: 1132.610962 Iteration 36Q: 3 clusters Score -1.095552e+07 nChanged 3201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21264 members Mstep: Class 2 contains 233037 members Entering Unmasked Estep Score: -10956675.000000 Penalty: 1132.610962 Iteration 37Q: 3 clusters Score -1.095668e+07 nChanged 2940 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18324 members Mstep: Class 2 contains 235977 members Entering Unmasked Estep Score: -10957918.000000 Penalty: 1132.610962 Iteration 38Q: 3 clusters Score -1.095792e+07 nChanged 2749 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15575 members Mstep: Class 2 contains 238726 members Entering Unmasked Estep Score: -10959160.000000 Penalty: 1132.610962 Iteration 39Q: 3 clusters Score -1.095916e+07 nChanged 2514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13061 members Mstep: Class 2 contains 241240 members Entering Unmasked Estep Score: -10960449.000000 Penalty: 1132.610962 Iteration 40F: 3 clusters Score -1.096045e+07 nChanged 2339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10722 members Mstep: Class 2 contains 243579 members Entering Unmasked Estep Score: -10961678.000000 Penalty: 1132.610962 Iteration 41Q: 3 clusters Score -1.096168e+07 nChanged 1996 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8726 members Mstep: Class 2 contains 245575 members Entering Unmasked Estep Score: -10962832.000000 Penalty: 1132.610962 Iteration 42Q: 3 clusters Score -1.096283e+07 nChanged 1709 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7017 members Mstep: Class 2 contains 247284 members Entering Unmasked Estep Score: -10963787.000000 Penalty: 1132.610962 Iteration 43Q: 3 clusters Score -1.096379e+07 nChanged 1412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5605 members Mstep: Class 2 contains 248696 members Entering Unmasked Estep Score: -10964545.000000 Penalty: 1132.610962 Iteration 44Q: 3 clusters Score -1.096454e+07 nChanged 1169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4436 members Mstep: Class 2 contains 249865 members Entering Unmasked Estep Score: -10965215.000000 Penalty: 1132.610962 Iteration 45Q: 3 clusters Score -1.096522e+07 nChanged 956 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3480 members Mstep: Class 2 contains 250821 members Entering Unmasked Estep Score: -10965829.000000 Penalty: 1132.610962 Iteration 46Q: 3 clusters Score -1.096583e+07 nChanged 771 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2709 members Mstep: Class 2 contains 251592 members Entering Unmasked Estep Score: -10966415.000000 Penalty: 1132.610962 Iteration 47Q: 3 clusters Score -1.096642e+07 nChanged 624 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2085 members Mstep: Class 2 contains 252216 members Entering Unmasked Estep Score: -10966804.000000 Penalty: 1132.610962 Iteration 48Q: 3 clusters Score -1.09668e+07 nChanged 516 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1569 members Mstep: Class 2 contains 252732 members Entering Unmasked Estep Score: -10967160.000000 Penalty: 1132.610962 Iteration 49Q: 3 clusters Score -1.096716e+07 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 253111 members Entering Unmasked Estep Score: -10967449.000000 Penalty: 1132.610962 Iteration 50Q: 3 clusters Score -1.096745e+07 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 253394 members Entering Unmasked Estep Score: -10967646.000000 Penalty: 1132.610962 Iteration 51Q: 3 clusters Score -1.096765e+07 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 253579 members Entering Unmasked Estep Score: -10967790.000000 Penalty: 1132.610962 Iteration 52Q: 3 clusters Score -1.096779e+07 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 253710 members Entering Unmasked Estep Score: -10967916.000000 Penalty: 1132.610962 Iteration 53Q: 3 clusters Score -1.096792e+07 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 253787 members Entering Unmasked Estep Score: -10967974.000000 Penalty: 1132.610962 Iteration 54Q: 3 clusters Score -1.096797e+07 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 253847 members Entering Unmasked Estep Score: -10967994.000000 Penalty: 1132.610962 Iteration 55Q: 3 clusters Score -1.096799e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 253898 members Entering Unmasked Estep Score: -10968050.000000 Penalty: 1132.610962 Iteration 56Q: 3 clusters Score -1.096805e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 253929 members Entering Unmasked Estep Score: -10968084.000000 Penalty: 1132.610962 Iteration 57Q: 3 clusters Score -1.096808e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 253954 members Entering Unmasked Estep Score: -10968116.000000 Penalty: 1132.610962 Iteration 58Q: 3 clusters Score -1.096812e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 253970 members Entering Unmasked Estep Score: -10968131.000000 Penalty: 1132.610962 Iteration 59Q: 3 clusters Score -1.096813e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 253983 members Entering Unmasked Estep Score: -10968151.000000 Penalty: 1132.610962 Iteration 60F: 3 clusters Score -1.096815e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 253997 members Entering Unmasked Estep Score: -10968155.000000 Penalty: 1132.610962 Iteration 61Q: 3 clusters Score -1.096816e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 254004 members Entering Unmasked Estep Score: -10968158.000000 Penalty: 1132.610962 Iteration 62Q: 3 clusters Score -1.096816e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 254009 members Entering Unmasked Estep Score: -10968151.000000 Penalty: 1132.610962 Iteration 63Q: 3 clusters Score -1.096815e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 254018 members Entering Unmasked Estep Score: -10968156.000000 Penalty: 1132.610962 Iteration 64Q: 3 clusters Score -1.096816e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 254020 members Entering Unmasked Estep Score: -10968166.000000 Penalty: 1132.610962 Iteration 65Q: 3 clusters Score -1.096817e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 254023 members Entering Unmasked Estep Score: -10968165.000000 Penalty: 1132.610962 Iteration 66Q: 3 clusters Score -1.096816e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 254026 members Entering Unmasked Estep Score: -10968152.000000 Penalty: 1132.610962 Iteration 67Q: 3 clusters Score -1.096815e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 254027 members Entering Unmasked Estep Score: -10968159.000000 Penalty: 1132.610962 Iteration 68Q: 3 clusters Score -1.096816e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 254029 members Entering Unmasked Estep Score: -10968160.000000 Penalty: 1132.610962 Iteration 69Q: 3 clusters Score -1.096816e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 254031 members Entering Unmasked Estep Score: -10968156.000000 Penalty: 1132.610962 Iteration 70Q: 3 clusters Score -1.096816e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 254032 members Entering Unmasked Estep Score: -10968155.000000 Penalty: 1132.610962 Iteration 71Q: 3 clusters Score -1.096816e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 254032 members Entering Unmasked Estep Score: -10968155.000000 Penalty: 1132.610962 Iteration 72F: 3 clusters Score -1.096816e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (1158 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Entering Unmasked Estep Score: -54544.085938 Penalty: 320.977448 Iteration 0F: 2 clusters Score -54544.09 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -53630.019531 Penalty: 641.954895 Iteration 0F: 3 clusters Score -53630.02 nChanged 475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -53912.617188 Penalty: 641.954895 Iteration 1F: 3 clusters Score -53912.62 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -53961.203125 Penalty: 641.954895 Iteration 2F: 3 clusters Score -53961.2 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -54007.511719 Penalty: 641.954895 Iteration 3F: 3 clusters Score -54007.51 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -54041.914062 Penalty: 641.954895 Iteration 4Q: 3 clusters Score -54041.91 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -54067.562500 Penalty: 641.954895 Iteration 5Q: 3 clusters Score -54067.56 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -54081.652344 Penalty: 641.954895 Iteration 6Q: 3 clusters Score -54081.65 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -54088.500000 Penalty: 641.954895 Iteration 7Q: 3 clusters Score -54088.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -54094.296875 Penalty: 641.954895 Iteration 8Q: 3 clusters Score -54094.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -54101.925781 Penalty: 641.954895 Iteration 9Q: 3 clusters Score -54101.93 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -54108.417969 Penalty: 641.954895 Iteration 10Q: 3 clusters Score -54108.42 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -54112.527344 Penalty: 641.954895 Iteration 11Q: 3 clusters Score -54112.53 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -54117.492188 Penalty: 641.954895 Iteration 12Q: 3 clusters Score -54117.49 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -54119.402344 Penalty: 641.954895 Iteration 13Q: 3 clusters Score -54119.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -54120.527344 Penalty: 641.954895 Iteration 14Q: 3 clusters Score -54120.53 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -54120.964844 Penalty: 641.954895 Iteration 15Q: 3 clusters Score -54120.96 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -54121.308594 Penalty: 641.954895 Iteration 16Q: 3 clusters Score -54121.31 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -54122.265625 Penalty: 641.954895 Iteration 17Q: 3 clusters Score -54122.27 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -54123.171875 Penalty: 641.954895 Iteration 18Q: 3 clusters Score -54123.17 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -54123.210938 Penalty: 641.954895 Iteration 19Q: 3 clusters Score -54123.21 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -54123.210938 Penalty: 641.954895 Iteration 20F: 3 clusters Score -54123.21 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1323 members Mstep: Class 2 contains 1098 members Mstep: Class 3 contains 1806 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 301 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 15473 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 508 members Mstep: Class 10 contains 3801 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 33558 members Mstep: Class 13 contains 18342 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4595 members Mstep: Class 16 contains 30139 members Mstep: Class 20 contains 254301 members Mstep: Class 21 contains 1158 members Entering Unmasked Estep ConsiderDeletion Score: -15547171.000000 Penalty: 10499.424805 Iteration 79Q: 19 clusters Score -1.554717e+07 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1321 members Mstep: Class 2 contains 1098 members Mstep: Class 3 contains 1806 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 301 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 15463 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 508 members Mstep: Class 10 contains 3800 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 33554 members Mstep: Class 13 contains 18389 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4589 members Mstep: Class 16 contains 30137 members Mstep: Class 20 contains 254278 members Mstep: Class 21 contains 1159 members Entering Unmasked Estep ConsiderDeletion Score: -15547173.000000 Penalty: 10499.424805 Iteration 80F: 19 clusters Score -1.554717e+07 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1321 members Mstep: Class 2 contains 1098 members Mstep: Class 3 contains 1806 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 301 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 15451 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 508 members Mstep: Class 10 contains 3800 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 33552 members Mstep: Class 13 contains 18442 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4583 members Mstep: Class 16 contains 30135 members Mstep: Class 20 contains 254246 members Mstep: Class 21 contains 1160 members Entering Unmasked Estep ConsiderDeletion Score: -15547167.000000 Penalty: 10499.424805 Iteration 81Q: 19 clusters Score -1.554717e+07 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 1098 members Mstep: Class 3 contains 1806 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 301 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 15439 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 508 members Mstep: Class 10 contains 3800 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 33552 members Mstep: Class 13 contains 18497 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4577 members Mstep: Class 16 contains 30132 members Mstep: Class 20 contains 254211 members Mstep: Class 21 contains 1162 members Entering Unmasked Estep ConsiderDeletion Score: -15547198.000000 Penalty: 10499.424805 Iteration 82Q: 19 clusters Score -1.55472e+07 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 1099 members Mstep: Class 3 contains 1807 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 301 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 15435 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 508 members Mstep: Class 10 contains 3799 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 33551 members Mstep: Class 13 contains 18547 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4574 members Mstep: Class 16 contains 30131 members Mstep: Class 20 contains 254169 members Mstep: Class 21 contains 1163 members Entering Unmasked Estep ConsiderDeletion Score: -15547205.000000 Penalty: 10499.424805 Iteration 83Q: 19 clusters Score -1.55472e+07 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 1099 members Mstep: Class 3 contains 1809 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 301 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 15428 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 508 members Mstep: Class 10 contains 3799 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 33548 members Mstep: Class 13 contains 18588 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4567 members Mstep: Class 16 contains 30127 members Mstep: Class 20 contains 254145 members Mstep: Class 21 contains 1165 members Entering Unmasked Estep ConsiderDeletion Score: -15547194.000000 Penalty: 10499.424805 Iteration 84Q: 19 clusters Score -1.554719e+07 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 1100 members Mstep: Class 3 contains 1809 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 301 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 15421 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 508 members Mstep: Class 10 contains 3799 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 33546 members Mstep: Class 13 contains 18643 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4559 members Mstep: Class 16 contains 30122 members Mstep: Class 20 contains 254108 members Mstep: Class 21 contains 1168 members Entering Unmasked Estep ConsiderDeletion Score: -15547220.000000 Penalty: 10499.424805 Iteration 85Q: 19 clusters Score -1.554722e+07 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 1100 members Mstep: Class 3 contains 1809 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 301 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 15407 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 508 members Mstep: Class 10 contains 3799 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 33540 members Mstep: Class 13 contains 18700 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4556 members Mstep: Class 16 contains 30116 members Mstep: Class 20 contains 254078 members Mstep: Class 21 contains 1170 members Entering Unmasked Estep ConsiderDeletion Score: -15547212.000000 Penalty: 10499.424805 Iteration 86Q: 19 clusters Score -1.554721e+07 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 1100 members Mstep: Class 3 contains 1809 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 301 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 15391 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 508 members Mstep: Class 10 contains 3799 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 33533 members Mstep: Class 13 contains 18743 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4554 members Mstep: Class 16 contains 30110 members Mstep: Class 20 contains 254066 members Mstep: Class 21 contains 1170 members Entering Unmasked Estep ConsiderDeletion Score: -15547254.000000 Penalty: 10499.424805 Iteration 87Q: 19 clusters Score -1.554725e+07 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 1100 members Mstep: Class 3 contains 1809 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 301 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 15373 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 508 members Mstep: Class 10 contains 3799 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 33531 members Mstep: Class 13 contains 18785 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4547 members Mstep: Class 16 contains 30102 members Mstep: Class 20 contains 254057 members Mstep: Class 21 contains 1171 members Entering Unmasked Estep ConsiderDeletion Score: -15547230.000000 Penalty: 10499.424805 Iteration 88Q: 19 clusters Score -1.554723e+07 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 1100 members Mstep: Class 3 contains 1809 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 301 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 15361 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 508 members Mstep: Class 10 contains 3799 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 33535 members Mstep: Class 13 contains 18827 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4537 members Mstep: Class 16 contains 30098 members Mstep: Class 20 contains 254037 members Mstep: Class 21 contains 1172 members Entering Unmasked Estep ConsiderDeletion Score: -15547257.000000 Penalty: 10499.424805 Iteration 89Q: 19 clusters Score -1.554726e+07 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 1100 members Mstep: Class 3 contains 1809 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 301 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 15350 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 508 members Mstep: Class 10 contains 3799 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 33530 members Mstep: Class 13 contains 18865 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4532 members Mstep: Class 16 contains 30093 members Mstep: Class 20 contains 254022 members Mstep: Class 21 contains 1175 members Entering Unmasked Estep ConsiderDeletion Score: -15547275.000000 Penalty: 10499.424805 Iteration 90Q: 19 clusters Score -1.554728e+07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 1100 members Mstep: Class 3 contains 1808 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 301 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 15341 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 508 members Mstep: Class 10 contains 3799 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 33529 members Mstep: Class 13 contains 18900 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4528 members Mstep: Class 16 contains 30087 members Mstep: Class 20 contains 254005 members Mstep: Class 21 contains 1178 members Entering Unmasked Estep ConsiderDeletion Score: -15547264.000000 Penalty: 10499.424805 Iteration 91Q: 19 clusters Score -1.554726e+07 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 1100 members Mstep: Class 3 contains 1808 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 301 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 15330 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 508 members Mstep: Class 10 contains 3799 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 33526 members Mstep: Class 13 contains 18948 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4526 members Mstep: Class 16 contains 30083 members Mstep: Class 20 contains 253975 members Mstep: Class 21 contains 1180 members Entering Unmasked Estep ConsiderDeletion Score: -15547284.000000 Penalty: 10499.424805 Iteration 92Q: 19 clusters Score -1.554728e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 1100 members Mstep: Class 3 contains 1808 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 301 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 15323 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 508 members Mstep: Class 10 contains 3798 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 33524 members Mstep: Class 13 contains 18982 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4522 members Mstep: Class 16 contains 30080 members Mstep: Class 20 contains 253958 members Mstep: Class 21 contains 1180 members Entering Unmasked Estep ConsiderDeletion Score: -15547277.000000 Penalty: 10499.424805 Iteration 93Q: 19 clusters Score -1.554728e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 1100 members Mstep: Class 3 contains 1807 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 301 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 15315 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 508 members Mstep: Class 10 contains 3797 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 33523 members Mstep: Class 13 contains 19005 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4520 members Mstep: Class 16 contains 30076 members Mstep: Class 20 contains 253952 members Mstep: Class 21 contains 1180 members Entering Unmasked Estep ConsiderDeletion Score: -15547285.000000 Penalty: 10499.424805 Iteration 94Q: 19 clusters Score -1.554728e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 1100 members Mstep: Class 3 contains 1807 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 301 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 15306 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 508 members Mstep: Class 10 contains 3796 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 33524 members Mstep: Class 13 contains 19030 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4516 members Mstep: Class 16 contains 30070 members Mstep: Class 20 contains 253944 members Mstep: Class 21 contains 1181 members Entering Unmasked Estep ConsiderDeletion Score: -15547290.000000 Penalty: 10499.424805 Iteration 95Q: 19 clusters Score -1.554729e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 1100 members Mstep: Class 3 contains 1809 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 301 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 15299 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 508 members Mstep: Class 10 contains 3796 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 33523 members Mstep: Class 13 contains 19054 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4512 members Mstep: Class 16 contains 30065 members Mstep: Class 20 contains 253935 members Mstep: Class 21 contains 1182 members Entering Unmasked Estep ConsiderDeletion Score: -15547279.000000 Penalty: 10499.424805 Iteration 96Q: 19 clusters Score -1.554728e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 1100 members Mstep: Class 3 contains 1809 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 301 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 15289 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 508 members Mstep: Class 10 contains 3796 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 33523 members Mstep: Class 13 contains 19076 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4508 members Mstep: Class 16 contains 30063 members Mstep: Class 20 contains 253930 members Mstep: Class 21 contains 1182 members Entering Unmasked Estep ConsiderDeletion Score: -15547299.000000 Penalty: 10499.424805 Iteration 97Q: 19 clusters Score -1.55473e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 1100 members Mstep: Class 3 contains 1809 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 301 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 15277 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 508 members Mstep: Class 10 contains 3796 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 33524 members Mstep: Class 13 contains 19098 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4507 members Mstep: Class 16 contains 30059 members Mstep: Class 20 contains 253925 members Mstep: Class 21 contains 1182 members Entering Unmasked Estep ConsiderDeletion Score: -15547307.000000 Penalty: 10499.424805 Iteration 98Q: 19 clusters Score -1.554731e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1315 members Mstep: Class 2 contains 1100 members Mstep: Class 3 contains 1809 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 301 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 15265 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 508 members Mstep: Class 10 contains 3796 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 33523 members Mstep: Class 13 contains 19119 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4507 members Mstep: Class 16 contains 30057 members Mstep: Class 20 contains 253921 members Mstep: Class 21 contains 1182 members Entering Unmasked Estep ConsiderDeletion Score: -15547324.000000 Penalty: 10499.424805 Iteration 99Q: 19 clusters Score -1.554732e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1315 members Mstep: Class 2 contains 1100 members Mstep: Class 3 contains 1809 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 301 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 15257 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 508 members Mstep: Class 10 contains 3796 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 33520 members Mstep: Class 13 contains 19136 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4507 members Mstep: Class 16 contains 30056 members Mstep: Class 20 contains 253916 members Mstep: Class 21 contains 1182 members Entering Unmasked Estep ConsiderDeletion Score: -15547330.000000 Penalty: 10499.424805 Iteration 100F: 19 clusters Score -1.554733e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1315 members Mstep: Class 2 contains 1100 members Mstep: Class 3 contains 1809 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 301 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 15252 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 508 members Mstep: Class 10 contains 3796 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 33516 members Mstep: Class 13 contains 19161 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4507 members Mstep: Class 16 contains 30054 members Mstep: Class 20 contains 253902 members Mstep: Class 21 contains 1182 members Entering Unmasked Estep ConsiderDeletion Score: -15547323.000000 Penalty: 10499.424805 Iteration 101Q: 19 clusters Score -1.554732e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1315 members Mstep: Class 2 contains 1100 members Mstep: Class 3 contains 1809 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 301 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 15243 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 508 members Mstep: Class 10 contains 3796 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 33511 members Mstep: Class 13 contains 19189 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4507 members Mstep: Class 16 contains 30052 members Mstep: Class 20 contains 253890 members Mstep: Class 21 contains 1182 members Entering Unmasked Estep ConsiderDeletion Score: -15547328.000000 Penalty: 10499.424805 Iteration 102Q: 19 clusters Score -1.554733e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1315 members Mstep: Class 2 contains 1100 members Mstep: Class 3 contains 1810 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 301 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 15232 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 508 members Mstep: Class 10 contains 3796 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 33505 members Mstep: Class 13 contains 19216 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4507 members Mstep: Class 16 contains 30052 members Mstep: Class 20 contains 253879 members Mstep: Class 21 contains 1182 members Entering Unmasked Estep ConsiderDeletion Score: -15547329.000000 Penalty: 10499.424805 Iteration 103Q: 19 clusters Score -1.554733e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1315 members Mstep: Class 2 contains 1100 members Mstep: Class 3 contains 1810 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 301 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 15226 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 508 members Mstep: Class 10 contains 3796 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 33498 members Mstep: Class 13 contains 19249 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4507 members Mstep: Class 16 contains 30052 members Mstep: Class 20 contains 253859 members Mstep: Class 21 contains 1182 members Entering Unmasked Estep ConsiderDeletion Score: -15547327.000000 Penalty: 10499.424805 Iteration 104Q: 19 clusters Score -1.554733e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1315 members Mstep: Class 2 contains 1100 members Mstep: Class 3 contains 1810 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 301 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 15224 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 508 members Mstep: Class 10 contains 3796 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 33490 members Mstep: Class 13 contains 19287 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4507 members Mstep: Class 16 contains 30052 members Mstep: Class 20 contains 253831 members Mstep: Class 21 contains 1182 members Entering Unmasked Estep ConsiderDeletion Score: -15547339.000000 Penalty: 10499.424805 Iteration 105Q: 19 clusters Score -1.554734e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1315 members Mstep: Class 2 contains 1100 members Mstep: Class 3 contains 1810 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 301 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 15224 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 508 members Mstep: Class 10 contains 3796 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 33485 members Mstep: Class 13 contains 19331 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4505 members Mstep: Class 16 contains 30052 members Mstep: Class 20 contains 253794 members Mstep: Class 21 contains 1182 members Entering Unmasked Estep ConsiderDeletion Score: -15547346.000000 Penalty: 10499.424805 Iteration 106Q: 19 clusters Score -1.554735e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1315 members Mstep: Class 2 contains 1100 members Mstep: Class 3 contains 1812 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 301 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 15224 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 508 members Mstep: Class 10 contains 3796 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 33477 members Mstep: Class 13 contains 19372 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4503 members Mstep: Class 16 contains 30052 members Mstep: Class 20 contains 253762 members Mstep: Class 21 contains 1181 members Entering Unmasked Estep ConsiderDeletion Score: -15547378.000000 Penalty: 10499.424805 Iteration 107Q: 19 clusters Score -1.554738e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1315 members Mstep: Class 2 contains 1100 members Mstep: Class 3 contains 1813 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 301 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 15224 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 508 members Mstep: Class 10 contains 3796 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 33471 members Mstep: Class 13 contains 19405 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4500 members Mstep: Class 16 contains 30051 members Mstep: Class 20 contains 253738 members Mstep: Class 21 contains 1181 members Entering Unmasked Estep ConsiderDeletion Score: -15547384.000000 Penalty: 10499.424805 Iteration 108Q: 19 clusters Score -1.554738e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1315 members Mstep: Class 2 contains 1100 members Mstep: Class 3 contains 1814 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 301 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 15225 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 508 members Mstep: Class 10 contains 3796 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 33471 members Mstep: Class 13 contains 19429 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4494 members Mstep: Class 16 contains 30051 members Mstep: Class 20 contains 253718 members Mstep: Class 21 contains 1181 members Entering Unmasked Estep ConsiderDeletion Score: -15547406.000000 Penalty: 10499.424805 Iteration 109Q: 19 clusters Score -1.554741e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1315 members Mstep: Class 2 contains 1100 members Mstep: Class 3 contains 1814 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 301 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 15225 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 508 members Mstep: Class 10 contains 3796 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 33471 members Mstep: Class 13 contains 19451 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4487 members Mstep: Class 16 contains 30051 members Mstep: Class 20 contains 253703 members Mstep: Class 21 contains 1181 members Entering Unmasked Estep ConsiderDeletion Score: -15547425.000000 Penalty: 10499.424805 Iteration 110Q: 19 clusters Score -1.554742e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1315 members Mstep: Class 2 contains 1100 members Mstep: Class 3 contains 1814 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 301 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 15225 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 508 members Mstep: Class 10 contains 3796 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 33470 members Mstep: Class 13 contains 19477 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4480 members Mstep: Class 16 contains 30051 members Mstep: Class 20 contains 253685 members Mstep: Class 21 contains 1181 members Entering Unmasked Estep ConsiderDeletion Score: -15547430.000000 Penalty: 10499.424805 Iteration 111Q: 19 clusters Score -1.554743e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1315 members Mstep: Class 2 contains 1100 members Mstep: Class 3 contains 1814 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 301 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 15226 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 508 members Mstep: Class 10 contains 3796 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 33471 members Mstep: Class 13 contains 19509 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4470 members Mstep: Class 16 contains 30048 members Mstep: Class 20 contains 253664 members Mstep: Class 21 contains 1181 members Entering Unmasked Estep ConsiderDeletion Score: -15547454.000000 Penalty: 10499.424805 Iteration 112Q: 19 clusters Score -1.554745e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1314 members Mstep: Class 2 contains 1100 members Mstep: Class 3 contains 1814 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 301 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 15226 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 508 members Mstep: Class 10 contains 3796 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 33478 members Mstep: Class 13 contains 19530 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4458 members Mstep: Class 16 contains 30044 members Mstep: Class 20 contains 253653 members Mstep: Class 21 contains 1181 members Entering Unmasked Estep ConsiderDeletion Score: -15547475.000000 Penalty: 10499.424805 Iteration 113Q: 19 clusters Score -1.554748e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1313 members Mstep: Class 2 contains 1100 members Mstep: Class 3 contains 1815 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 300 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 15226 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 508 members Mstep: Class 10 contains 3796 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 33485 members Mstep: Class 13 contains 19549 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4446 members Mstep: Class 16 contains 30043 members Mstep: Class 20 contains 253641 members Mstep: Class 21 contains 1181 members Entering Unmasked Estep ConsiderDeletion Score: -15547467.000000 Penalty: 10499.424805 Iteration 114Q: 19 clusters Score -1.554747e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1312 members Mstep: Class 2 contains 1100 members Mstep: Class 3 contains 1814 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 300 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 15224 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 508 members Mstep: Class 10 contains 3796 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 33480 members Mstep: Class 13 contains 19577 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4442 members Mstep: Class 16 contains 30044 members Mstep: Class 20 contains 253625 members Mstep: Class 21 contains 1181 members Entering Unmasked Estep ConsiderDeletion Score: -15547494.000000 Penalty: 10499.424805 Iteration 115Q: 19 clusters Score -1.554749e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 1100 members Mstep: Class 3 contains 1815 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 300 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 15222 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 508 members Mstep: Class 10 contains 3796 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 33478 members Mstep: Class 13 contains 19598 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4440 members Mstep: Class 16 contains 30043 members Mstep: Class 20 contains 253611 members Mstep: Class 21 contains 1181 members Entering Unmasked Estep ConsiderDeletion Score: -15547498.000000 Penalty: 10499.424805 Iteration 116Q: 19 clusters Score -1.55475e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 1100 members Mstep: Class 3 contains 1816 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 301 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 15221 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 508 members Mstep: Class 10 contains 3796 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 33474 members Mstep: Class 13 contains 19617 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4440 members Mstep: Class 16 contains 30043 members Mstep: Class 20 contains 253596 members Mstep: Class 21 contains 1180 members Entering Unmasked Estep ConsiderDeletion Score: -15547490.000000 Penalty: 10499.424805 Iteration 117Q: 19 clusters Score -1.554749e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 1100 members Mstep: Class 3 contains 1817 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 301 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 15220 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 508 members Mstep: Class 10 contains 3796 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 33471 members Mstep: Class 13 contains 19628 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4440 members Mstep: Class 16 contains 30044 members Mstep: Class 20 contains 253588 members Mstep: Class 21 contains 1179 members Entering Unmasked Estep ConsiderDeletion Score: -15547474.000000 Penalty: 10499.424805 Iteration 118Q: 19 clusters Score -1.554747e+07 nChanged 13 Entering ConstructFrom: Score: -15547474.000000 Penalty: 10499.424805 Entering ConstructFrom: Trying to split cluster 1 (1311 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1311 members Entering Unmasked Estep Score: -55847.820312 Penalty: 326.623810 Iteration 0F: 2 clusters Score -55847.82 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -54839.386719 Penalty: 653.247620 Iteration 0F: 3 clusters Score -54839.39 nChanged 559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -55135.640625 Penalty: 653.247620 Iteration 1F: 3 clusters Score -55135.64 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -55213.019531 Penalty: 653.247620 Iteration 2F: 3 clusters Score -55213.02 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -55271.988281 Penalty: 653.247620 Iteration 3F: 3 clusters Score -55271.99 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -55301.132812 Penalty: 653.247620 Iteration 4F: 3 clusters Score -55301.13 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -55318.921875 Penalty: 653.247620 Iteration 5Q: 3 clusters Score -55318.92 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -55332.003906 Penalty: 653.247620 Iteration 6Q: 3 clusters Score -55332 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -55340.273438 Penalty: 653.247620 Iteration 7Q: 3 clusters Score -55340.27 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -55349.304688 Penalty: 653.247620 Iteration 8Q: 3 clusters Score -55349.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -55364.238281 Penalty: 653.247620 Iteration 9Q: 3 clusters Score -55364.24 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -55376.117188 Penalty: 653.247620 Iteration 10Q: 3 clusters Score -55376.12 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -55387.207031 Penalty: 653.247620 Iteration 11Q: 3 clusters Score -55387.21 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -55402.878906 Penalty: 653.247620 Iteration 12Q: 3 clusters Score -55402.88 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -55422.941406 Penalty: 653.247620 Iteration 13Q: 3 clusters Score -55422.94 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -55441.261719 Penalty: 653.247620 Iteration 14Q: 3 clusters Score -55441.26 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -55464.578125 Penalty: 653.247620 Iteration 15Q: 3 clusters Score -55464.58 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -55484.402344 Penalty: 653.247620 Iteration 16Q: 3 clusters Score -55484.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -55503.988281 Penalty: 653.247620 Iteration 17Q: 3 clusters Score -55503.99 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -55519.699219 Penalty: 653.247620 Iteration 18Q: 3 clusters Score -55519.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -55529.875000 Penalty: 653.247620 Iteration 19Q: 3 clusters Score -55529.88 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -55536.816406 Penalty: 653.247620 Iteration 20F: 3 clusters Score -55536.82 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -55538.902344 Penalty: 653.247620 Iteration 21Q: 3 clusters Score -55538.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -55540.007812 Penalty: 653.247620 Iteration 22Q: 3 clusters Score -55540.01 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -55539.960938 Penalty: 653.247620 Iteration 23Q: 3 clusters Score -55539.96 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -55539.960938 Penalty: 653.247620 Iteration 24F: 3 clusters Score -55539.96 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (1100 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Entering Unmasked Estep Score: -50450.519531 Penalty: 318.639496 Iteration 0F: 2 clusters Score -50450.52 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -49548.324219 Penalty: 637.278992 Iteration 0F: 3 clusters Score -49548.32 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -49798.511719 Penalty: 637.278992 Iteration 1F: 3 clusters Score -49798.51 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -49846.246094 Penalty: 637.278992 Iteration 2F: 3 clusters Score -49846.25 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -49884.144531 Penalty: 637.278992 Iteration 3F: 3 clusters Score -49884.14 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -49907.843750 Penalty: 637.278992 Iteration 4Q: 3 clusters Score -49907.84 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -49928.078125 Penalty: 637.278992 Iteration 5Q: 3 clusters Score -49928.08 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -49952.601562 Penalty: 637.278992 Iteration 6Q: 3 clusters Score -49952.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -49973.644531 Penalty: 637.278992 Iteration 7Q: 3 clusters Score -49973.64 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -49989.468750 Penalty: 637.278992 Iteration 8Q: 3 clusters Score -49989.47 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -50001.093750 Penalty: 637.278992 Iteration 9Q: 3 clusters Score -50001.09 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -50012.335938 Penalty: 637.278992 Iteration 10Q: 3 clusters Score -50012.34 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -50019.164062 Penalty: 637.278992 Iteration 11Q: 3 clusters Score -50019.16 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -50024.019531 Penalty: 637.278992 Iteration 12Q: 3 clusters Score -50024.02 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -50030.722656 Penalty: 637.278992 Iteration 13Q: 3 clusters Score -50030.72 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -50033.390625 Penalty: 637.278992 Iteration 14Q: 3 clusters Score -50033.39 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -50037.484375 Penalty: 637.278992 Iteration 15Q: 3 clusters Score -50037.48 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -50041.402344 Penalty: 637.278992 Iteration 16Q: 3 clusters Score -50041.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -50046.046875 Penalty: 637.278992 Iteration 17Q: 3 clusters Score -50046.05 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -50051.132812 Penalty: 637.278992 Iteration 18Q: 3 clusters Score -50051.13 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -50053.039062 Penalty: 637.278992 Iteration 19Q: 3 clusters Score -50053.04 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -50055.902344 Penalty: 637.278992 Iteration 20F: 3 clusters Score -50055.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -50058.878906 Penalty: 637.278992 Iteration 21Q: 3 clusters Score -50058.88 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -50060.210938 Penalty: 637.278992 Iteration 22Q: 3 clusters Score -50060.21 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -50061.753906 Penalty: 637.278992 Iteration 23Q: 3 clusters Score -50061.75 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -50062.757812 Penalty: 637.278992 Iteration 24Q: 3 clusters Score -50062.76 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -50064.242188 Penalty: 637.278992 Iteration 25Q: 3 clusters Score -50064.24 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -50068.691406 Penalty: 637.278992 Iteration 26Q: 3 clusters Score -50068.69 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -50071.062500 Penalty: 637.278992 Iteration 27Q: 3 clusters Score -50071.06 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -50072.585938 Penalty: 637.278992 Iteration 28Q: 3 clusters Score -50072.59 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -50075.187500 Penalty: 637.278992 Iteration 29Q: 3 clusters Score -50075.19 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -50077.027344 Penalty: 637.278992 Iteration 30Q: 3 clusters Score -50077.03 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -50079.097656 Penalty: 637.278992 Iteration 31Q: 3 clusters Score -50079.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -50080.796875 Penalty: 637.278992 Iteration 32Q: 3 clusters Score -50080.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -50081.714844 Penalty: 637.278992 Iteration 33Q: 3 clusters Score -50081.71 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -50083.257812 Penalty: 637.278992 Iteration 34Q: 3 clusters Score -50083.26 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -50088.253906 Penalty: 637.278992 Iteration 35Q: 3 clusters Score -50088.25 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -50094.023438 Penalty: 637.278992 Iteration 36Q: 3 clusters Score -50094.02 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -50098.082031 Penalty: 637.278992 Iteration 37Q: 3 clusters Score -50098.08 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -50103.507812 Penalty: 637.278992 Iteration 38Q: 3 clusters Score -50103.51 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -50110.710938 Penalty: 637.278992 Iteration 39Q: 3 clusters Score -50110.71 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -50116.914062 Penalty: 637.278992 Iteration 40F: 3 clusters Score -50116.91 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -50120.429688 Penalty: 637.278992 Iteration 41Q: 3 clusters Score -50120.43 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -50123.453125 Penalty: 637.278992 Iteration 42Q: 3 clusters Score -50123.45 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -50125.183594 Penalty: 637.278992 Iteration 43Q: 3 clusters Score -50125.18 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -50127.589844 Penalty: 637.278992 Iteration 44Q: 3 clusters Score -50127.59 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -50129.019531 Penalty: 637.278992 Iteration 45Q: 3 clusters Score -50129.02 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -50129.152344 Penalty: 637.278992 Iteration 46Q: 3 clusters Score -50129.15 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -50129.312500 Penalty: 637.278992 Iteration 47Q: 3 clusters Score -50129.31 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -50129.781250 Penalty: 637.278992 Iteration 48Q: 3 clusters Score -50129.78 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -50129.964844 Penalty: 637.278992 Iteration 49Q: 3 clusters Score -50129.96 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -50129.964844 Penalty: 637.278992 Iteration 50F: 3 clusters Score -50129.96 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (1817 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1817 members Entering Unmasked Estep Score: -76856.328125 Penalty: 341.474854 Iteration 0F: 2 clusters Score -76856.33 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -75545.695312 Penalty: 682.949707 Iteration 0F: 3 clusters Score -75545.7 nChanged 747 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -75963.703125 Penalty: 682.949707 Iteration 1F: 3 clusters Score -75963.7 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -76027.718750 Penalty: 682.949707 Iteration 2F: 3 clusters Score -76027.72 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -76086.382812 Penalty: 682.949707 Iteration 3F: 3 clusters Score -76086.38 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -76140.406250 Penalty: 682.949707 Iteration 4F: 3 clusters Score -76140.41 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -76202.539062 Penalty: 682.949707 Iteration 5F: 3 clusters Score -76202.54 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -76269.734375 Penalty: 682.949707 Iteration 6Q: 3 clusters Score -76269.73 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1269 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -76321.757812 Penalty: 682.949707 Iteration 7Q: 3 clusters Score -76321.76 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1295 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -76365.359375 Penalty: 682.949707 Iteration 8Q: 3 clusters Score -76365.36 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1308 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -76400.578125 Penalty: 682.949707 Iteration 9Q: 3 clusters Score -76400.58 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -76430.062500 Penalty: 682.949707 Iteration 10Q: 3 clusters Score -76430.06 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1327 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -76447.257812 Penalty: 682.949707 Iteration 11Q: 3 clusters Score -76447.26 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -76465.398438 Penalty: 682.949707 Iteration 12Q: 3 clusters Score -76465.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -76481.546875 Penalty: 682.949707 Iteration 13Q: 3 clusters Score -76481.55 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -76492.453125 Penalty: 682.949707 Iteration 14Q: 3 clusters Score -76492.45 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1361 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -76501.312500 Penalty: 682.949707 Iteration 15Q: 3 clusters Score -76501.31 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -76511.726562 Penalty: 682.949707 Iteration 16Q: 3 clusters Score -76511.73 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1387 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -76521.289062 Penalty: 682.949707 Iteration 17Q: 3 clusters Score -76521.29 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1397 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -76529.406250 Penalty: 682.949707 Iteration 18Q: 3 clusters Score -76529.41 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1402 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -76533.328125 Penalty: 682.949707 Iteration 19Q: 3 clusters Score -76533.33 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -76537.710938 Penalty: 682.949707 Iteration 20F: 3 clusters Score -76537.71 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1414 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -76541.554688 Penalty: 682.949707 Iteration 21Q: 3 clusters Score -76541.55 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -76550.140625 Penalty: 682.949707 Iteration 22Q: 3 clusters Score -76550.14 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1432 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -76558.476562 Penalty: 682.949707 Iteration 23Q: 3 clusters Score -76558.48 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1442 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -76563.906250 Penalty: 682.949707 Iteration 24Q: 3 clusters Score -76563.91 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1449 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -76568.085938 Penalty: 682.949707 Iteration 25Q: 3 clusters Score -76568.09 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1453 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -76571.039062 Penalty: 682.949707 Iteration 26Q: 3 clusters Score -76571.04 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1457 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -76574.609375 Penalty: 682.949707 Iteration 27Q: 3 clusters Score -76574.61 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1460 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -76576.921875 Penalty: 682.949707 Iteration 28Q: 3 clusters Score -76576.92 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1464 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -76580.804688 Penalty: 682.949707 Iteration 29Q: 3 clusters Score -76580.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1467 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -76584.664062 Penalty: 682.949707 Iteration 30Q: 3 clusters Score -76584.66 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1468 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -76585.515625 Penalty: 682.949707 Iteration 31Q: 3 clusters Score -76585.52 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1471 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -76586.882812 Penalty: 682.949707 Iteration 32Q: 3 clusters Score -76586.88 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1473 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -76587.367188 Penalty: 682.949707 Iteration 33Q: 3 clusters Score -76587.37 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -76587.757812 Penalty: 682.949707 Iteration 34Q: 3 clusters Score -76587.76 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1473 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -76588.179688 Penalty: 682.949707 Iteration 35Q: 3 clusters Score -76588.18 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1473 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -76588.179688 Penalty: 682.949707 Iteration 36F: 3 clusters Score -76588.18 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (362 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Entering Unmasked Estep Score: -15229.041016 Penalty: 268.069794 Iteration 0F: 2 clusters Score -15229.04 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -14830.516602 Penalty: 536.139587 Iteration 0F: 3 clusters Score -14830.52 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -14910.712891 Penalty: 536.139587 Iteration 1F: 3 clusters Score -14910.71 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -14932.306641 Penalty: 536.139587 Iteration 2F: 3 clusters Score -14932.31 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -14948.356445 Penalty: 536.139587 Iteration 3Q: 3 clusters Score -14948.36 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -14968.910156 Penalty: 536.139587 Iteration 4F: 3 clusters Score -14968.91 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -14978.534180 Penalty: 536.139587 Iteration 5Q: 3 clusters Score -14978.53 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -14985.577148 Penalty: 536.139587 Iteration 6Q: 3 clusters Score -14985.58 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -14993.321289 Penalty: 536.139587 Iteration 7Q: 3 clusters Score -14993.32 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -15001.188477 Penalty: 536.139587 Iteration 8Q: 3 clusters Score -15001.19 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -15006.330078 Penalty: 536.139587 Iteration 9Q: 3 clusters Score -15006.33 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -15008.397461 Penalty: 536.139587 Iteration 10Q: 3 clusters Score -15008.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -15013.837891 Penalty: 536.139587 Iteration 11Q: 3 clusters Score -15013.84 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -15018.576172 Penalty: 536.139587 Iteration 12Q: 3 clusters Score -15018.58 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -15024.051758 Penalty: 536.139587 Iteration 13Q: 3 clusters Score -15024.05 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -15026.910156 Penalty: 536.139587 Iteration 14Q: 3 clusters Score -15026.91 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -15030.347656 Penalty: 536.139587 Iteration 15Q: 3 clusters Score -15030.35 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -15038.980469 Penalty: 536.139587 Iteration 16Q: 3 clusters Score -15038.98 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -15051.570312 Penalty: 536.139587 Iteration 17Q: 3 clusters Score -15051.57 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -15059.128906 Penalty: 536.139587 Iteration 18Q: 3 clusters Score -15059.13 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -15064.979492 Penalty: 536.139587 Iteration 19Q: 3 clusters Score -15064.98 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -15070.520508 Penalty: 536.139587 Iteration 20F: 3 clusters Score -15070.52 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -15074.416992 Penalty: 536.139587 Iteration 21Q: 3 clusters Score -15074.42 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -15076.177734 Penalty: 536.139587 Iteration 22Q: 3 clusters Score -15076.18 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -15076.177734 Penalty: 536.139587 Iteration 23F: 3 clusters Score -15076.18 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (301 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Entering Unmasked Estep Score: -11052.430664 Penalty: 259.673523 Iteration 0F: 2 clusters Score -11052.43 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 135 members Entering Unmasked Estep Score: -10681.961914 Penalty: 519.347046 Iteration 0F: 3 clusters Score -10681.96 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -10752.679688 Penalty: 519.347046 Iteration 1F: 3 clusters Score -10752.68 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -10768.478516 Penalty: 519.347046 Iteration 2F: 3 clusters Score -10768.48 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -10782.275391 Penalty: 519.347046 Iteration 3Q: 3 clusters Score -10782.28 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -10794.002930 Penalty: 519.347046 Iteration 4Q: 3 clusters Score -10794 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -10800.337891 Penalty: 519.347046 Iteration 5Q: 3 clusters Score -10800.34 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -10804.257812 Penalty: 519.347046 Iteration 6Q: 3 clusters Score -10804.26 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -10804.257812 Penalty: 519.347046 Iteration 7F: 3 clusters Score -10804.26 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (543 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Entering Unmasked Estep Score: -20222.287109 Penalty: 286.518463 Iteration 0F: 2 clusters Score -20222.29 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -19728.462891 Penalty: 573.036926 Iteration 0F: 3 clusters Score -19728.46 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -19883.007812 Penalty: 573.036926 Iteration 1F: 3 clusters Score -19883.01 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -19927.677734 Penalty: 573.036926 Iteration 2F: 3 clusters Score -19927.68 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -19963.837891 Penalty: 573.036926 Iteration 3F: 3 clusters Score -19963.84 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -19998.898438 Penalty: 573.036926 Iteration 4F: 3 clusters Score -19998.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -20025.791016 Penalty: 573.036926 Iteration 5Q: 3 clusters Score -20025.79 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -20050.740234 Penalty: 573.036926 Iteration 6Q: 3 clusters Score -20050.74 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -20079.273438 Penalty: 573.036926 Iteration 7Q: 3 clusters Score -20079.27 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -20114.785156 Penalty: 573.036926 Iteration 8Q: 3 clusters Score -20114.79 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -20126.880859 Penalty: 573.036926 Iteration 9Q: 3 clusters Score -20126.88 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -20129.658203 Penalty: 573.036926 Iteration 10Q: 3 clusters Score -20129.66 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -20132.582031 Penalty: 573.036926 Iteration 11Q: 3 clusters Score -20132.58 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -20140.003906 Penalty: 573.036926 Iteration 12Q: 3 clusters Score -20140 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -20141.851562 Penalty: 573.036926 Iteration 13Q: 3 clusters Score -20141.85 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -20144.111328 Penalty: 573.036926 Iteration 14Q: 3 clusters Score -20144.11 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -20144.371094 Penalty: 573.036926 Iteration 15Q: 3 clusters Score -20144.37 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -20144.558594 Penalty: 573.036926 Iteration 16Q: 3 clusters Score -20144.56 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -20144.558594 Penalty: 573.036926 Iteration 17F: 3 clusters Score -20144.56 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (15220 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15220 members Entering Unmasked Estep Score: -699947.562500 Penalty: 438.181610 Iteration 0F: 2 clusters Score -699947.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7587 members Mstep: Class 2 contains 7633 members Entering Unmasked Estep Score: -689771.750000 Penalty: 876.363220 Iteration 0F: 3 clusters Score -689771.8 nChanged 7072 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7245 members Mstep: Class 2 contains 7975 members Entering Unmasked Estep Score: -693873.375000 Penalty: 876.363220 Iteration 1F: 3 clusters Score -693873.4 nChanged 844 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6983 members Mstep: Class 2 contains 8237 members Entering Unmasked Estep Score: -694393.625000 Penalty: 876.363220 Iteration 2F: 3 clusters Score -694393.6 nChanged 1065 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6574 members Mstep: Class 2 contains 8646 members Entering Unmasked Estep Score: -695199.187500 Penalty: 876.363220 Iteration 3F: 3 clusters Score -695199.2 nChanged 1186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6014 members Mstep: Class 2 contains 9206 members Entering Unmasked Estep Score: -696263.062500 Penalty: 876.363220 Iteration 4F: 3 clusters Score -696263.1 nChanged 1174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5518 members Mstep: Class 2 contains 9702 members Entering Unmasked Estep Score: -697374.625000 Penalty: 876.363220 Iteration 5F: 3 clusters Score -697374.6 nChanged 959 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5185 members Mstep: Class 2 contains 10035 members Entering Unmasked Estep Score: -698165.812500 Penalty: 876.363220 Iteration 6F: 3 clusters Score -698165.8 nChanged 606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5001 members Mstep: Class 2 contains 10219 members Entering Unmasked Estep Score: -698435.187500 Penalty: 876.363220 Iteration 7Q: 3 clusters Score -698435.2 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4878 members Mstep: Class 2 contains 10342 members Entering Unmasked Estep Score: -698533.125000 Penalty: 876.363220 Iteration 8Q: 3 clusters Score -698533.1 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4777 members Mstep: Class 2 contains 10443 members Entering Unmasked Estep Score: -698577.375000 Penalty: 876.363220 Iteration 9Q: 3 clusters Score -698577.4 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4659 members Mstep: Class 2 contains 10561 members Entering Unmasked Estep Score: -698619.437500 Penalty: 876.363220 Iteration 10Q: 3 clusters Score -698619.4 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4565 members Mstep: Class 2 contains 10655 members Entering Unmasked Estep Score: -698644.250000 Penalty: 876.363220 Iteration 11Q: 3 clusters Score -698644.2 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4463 members Mstep: Class 2 contains 10757 members Entering Unmasked Estep Score: -698674.562500 Penalty: 876.363220 Iteration 12Q: 3 clusters Score -698674.6 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4353 members Mstep: Class 2 contains 10867 members Entering Unmasked Estep Score: -698707.500000 Penalty: 876.363220 Iteration 13Q: 3 clusters Score -698707.5 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4228 members Mstep: Class 2 contains 10992 members Entering Unmasked Estep Score: -698742.812500 Penalty: 876.363220 Iteration 14Q: 3 clusters Score -698742.8 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4099 members Mstep: Class 2 contains 11121 members Entering Unmasked Estep Score: -698778.250000 Penalty: 876.363220 Iteration 15Q: 3 clusters Score -698778.2 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3974 members Mstep: Class 2 contains 11246 members Entering Unmasked Estep Score: -698808.375000 Penalty: 876.363220 Iteration 16Q: 3 clusters Score -698808.4 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3845 members Mstep: Class 2 contains 11375 members Entering Unmasked Estep Score: -698833.500000 Penalty: 876.363220 Iteration 17Q: 3 clusters Score -698833.5 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3715 members Mstep: Class 2 contains 11505 members Entering Unmasked Estep Score: -698860.437500 Penalty: 876.363220 Iteration 18Q: 3 clusters Score -698860.4 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3600 members Mstep: Class 2 contains 11620 members Entering Unmasked Estep Score: -698881.062500 Penalty: 876.363220 Iteration 19Q: 3 clusters Score -698881.1 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3487 members Mstep: Class 2 contains 11733 members Entering Unmasked Estep Score: -698905.937500 Penalty: 876.363220 Iteration 20F: 3 clusters Score -698905.9 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3378 members Mstep: Class 2 contains 11842 members Entering Unmasked Estep Score: -698928.750000 Penalty: 876.363220 Iteration 21Q: 3 clusters Score -698928.8 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3284 members Mstep: Class 2 contains 11936 members Entering Unmasked Estep Score: -698945.312500 Penalty: 876.363220 Iteration 22Q: 3 clusters Score -698945.3 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3190 members Mstep: Class 2 contains 12030 members Entering Unmasked Estep Score: -698962.562500 Penalty: 876.363220 Iteration 23Q: 3 clusters Score -698962.6 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3098 members Mstep: Class 2 contains 12122 members Entering Unmasked Estep Score: -698975.375000 Penalty: 876.363220 Iteration 24Q: 3 clusters Score -698975.4 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3022 members Mstep: Class 2 contains 12198 members Entering Unmasked Estep Score: -698986.250000 Penalty: 876.363220 Iteration 25Q: 3 clusters Score -698986.2 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2935 members Mstep: Class 2 contains 12285 members Entering Unmasked Estep Score: -699003.000000 Penalty: 876.363220 Iteration 26Q: 3 clusters Score -699003 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2846 members Mstep: Class 2 contains 12374 members Entering Unmasked Estep Score: -699020.062500 Penalty: 876.363220 Iteration 27Q: 3 clusters Score -699020.1 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2755 members Mstep: Class 2 contains 12465 members Entering Unmasked Estep Score: -699038.062500 Penalty: 876.363220 Iteration 28Q: 3 clusters Score -699038.1 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2650 members Mstep: Class 2 contains 12570 members Entering Unmasked Estep Score: -699061.125000 Penalty: 876.363220 Iteration 29Q: 3 clusters Score -699061.1 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2544 members Mstep: Class 2 contains 12676 members Entering Unmasked Estep Score: -699083.937500 Penalty: 876.363220 Iteration 30Q: 3 clusters Score -699083.9 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2444 members Mstep: Class 2 contains 12776 members Entering Unmasked Estep Score: -699104.562500 Penalty: 876.363220 Iteration 31Q: 3 clusters Score -699104.6 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2355 members Mstep: Class 2 contains 12865 members Entering Unmasked Estep Score: -699126.562500 Penalty: 876.363220 Iteration 32Q: 3 clusters Score -699126.6 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2251 members Mstep: Class 2 contains 12969 members Entering Unmasked Estep Score: -699150.687500 Penalty: 876.363220 Iteration 33Q: 3 clusters Score -699150.7 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2163 members Mstep: Class 2 contains 13057 members Entering Unmasked Estep Score: -699169.312500 Penalty: 876.363220 Iteration 34Q: 3 clusters Score -699169.3 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2089 members Mstep: Class 2 contains 13131 members Entering Unmasked Estep Score: -699184.812500 Penalty: 876.363220 Iteration 35Q: 3 clusters Score -699184.8 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2024 members Mstep: Class 2 contains 13196 members Entering Unmasked Estep Score: -699198.437500 Penalty: 876.363220 Iteration 36Q: 3 clusters Score -699198.4 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1949 members Mstep: Class 2 contains 13271 members Entering Unmasked Estep Score: -699214.625000 Penalty: 876.363220 Iteration 37Q: 3 clusters Score -699214.6 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1863 members Mstep: Class 2 contains 13357 members Entering Unmasked Estep Score: -699232.750000 Penalty: 876.363220 Iteration 38Q: 3 clusters Score -699232.8 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1788 members Mstep: Class 2 contains 13432 members Entering Unmasked Estep Score: -699245.187500 Penalty: 876.363220 Iteration 39Q: 3 clusters Score -699245.2 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1724 members Mstep: Class 2 contains 13496 members Entering Unmasked Estep Score: -699258.437500 Penalty: 876.363220 Iteration 40F: 3 clusters Score -699258.4 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1643 members Mstep: Class 2 contains 13577 members Entering Unmasked Estep Score: -699279.187500 Penalty: 876.363220 Iteration 41Q: 3 clusters Score -699279.2 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1562 members Mstep: Class 2 contains 13658 members Entering Unmasked Estep Score: -699301.812500 Penalty: 876.363220 Iteration 42Q: 3 clusters Score -699301.8 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1474 members Mstep: Class 2 contains 13746 members Entering Unmasked Estep Score: -699324.687500 Penalty: 876.363220 Iteration 43Q: 3 clusters Score -699324.7 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1402 members Mstep: Class 2 contains 13818 members Entering Unmasked Estep Score: -699341.562500 Penalty: 876.363220 Iteration 44Q: 3 clusters Score -699341.6 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 13885 members Entering Unmasked Estep Score: -699359.250000 Penalty: 876.363220 Iteration 45Q: 3 clusters Score -699359.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 13940 members Entering Unmasked Estep Score: -699370.625000 Penalty: 876.363220 Iteration 46Q: 3 clusters Score -699370.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1232 members Mstep: Class 2 contains 13988 members Entering Unmasked Estep Score: -699379.062500 Penalty: 876.363220 Iteration 47Q: 3 clusters Score -699379.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Mstep: Class 2 contains 14027 members Entering Unmasked Estep Score: -699389.187500 Penalty: 876.363220 Iteration 48Q: 3 clusters Score -699389.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 14071 members Entering Unmasked Estep Score: -699397.875000 Penalty: 876.363220 Iteration 49Q: 3 clusters Score -699397.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Mstep: Class 2 contains 14104 members Entering Unmasked Estep Score: -699406.687500 Penalty: 876.363220 Iteration 50Q: 3 clusters Score -699406.7 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 14145 members Entering Unmasked Estep Score: -699420.375000 Penalty: 876.363220 Iteration 51Q: 3 clusters Score -699420.4 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 14197 members Entering Unmasked Estep Score: -699439.375000 Penalty: 876.363220 Iteration 52Q: 3 clusters Score -699439.4 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 14254 members Entering Unmasked Estep Score: -699463.875000 Penalty: 876.363220 Iteration 53Q: 3 clusters Score -699463.9 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 14308 members Entering Unmasked Estep Score: -699490.437500 Penalty: 876.363220 Iteration 54Q: 3 clusters Score -699490.4 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 14355 members Entering Unmasked Estep Score: -699515.875000 Penalty: 876.363220 Iteration 55Q: 3 clusters Score -699515.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 14400 members Entering Unmasked Estep Score: -699541.500000 Penalty: 876.363220 Iteration 56Q: 3 clusters Score -699541.5 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 14450 members Entering Unmasked Estep Score: -699580.250000 Penalty: 876.363220 Iteration 57Q: 3 clusters Score -699580.2 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 14498 members Entering Unmasked Estep Score: -699622.000000 Penalty: 876.363220 Iteration 58Q: 3 clusters Score -699622 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 14541 members Entering Unmasked Estep Score: -699645.500000 Penalty: 876.363220 Iteration 59Q: 3 clusters Score -699645.5 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 14573 members Entering Unmasked Estep Score: -699664.062500 Penalty: 876.363220 Iteration 60F: 3 clusters Score -699664.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 14596 members Entering Unmasked Estep Score: -699671.250000 Penalty: 876.363220 Iteration 61Q: 3 clusters Score -699671.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 14609 members Entering Unmasked Estep Score: -699676.500000 Penalty: 876.363220 Iteration 62Q: 3 clusters Score -699676.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 14616 members Entering Unmasked Estep Score: -699678.687500 Penalty: 876.363220 Iteration 63Q: 3 clusters Score -699678.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 14627 members Entering Unmasked Estep Score: -699681.687500 Penalty: 876.363220 Iteration 64Q: 3 clusters Score -699681.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 14640 members Entering Unmasked Estep Score: -699685.000000 Penalty: 876.363220 Iteration 65Q: 3 clusters Score -699685 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 14652 members Entering Unmasked Estep Score: -699687.062500 Penalty: 876.363220 Iteration 66Q: 3 clusters Score -699687.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 14658 members Entering Unmasked Estep Score: -699689.937500 Penalty: 876.363220 Iteration 67Q: 3 clusters Score -699689.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 14664 members Entering Unmasked Estep Score: -699691.375000 Penalty: 876.363220 Iteration 68Q: 3 clusters Score -699691.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 14671 members Entering Unmasked Estep Score: -699693.187500 Penalty: 876.363220 Iteration 69Q: 3 clusters Score -699693.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 14677 members Entering Unmasked Estep Score: -699695.312500 Penalty: 876.363220 Iteration 70Q: 3 clusters Score -699695.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 14683 members Entering Unmasked Estep Score: -699695.937500 Penalty: 876.363220 Iteration 71Q: 3 clusters Score -699695.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 14688 members Entering Unmasked Estep Score: -699697.562500 Penalty: 876.363220 Iteration 72Q: 3 clusters Score -699697.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 14690 members Entering Unmasked Estep Score: -699698.125000 Penalty: 876.363220 Iteration 73Q: 3 clusters Score -699698.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 14690 members Entering Unmasked Estep Score: -699698.125000 Penalty: 876.363220 Iteration 74F: 3 clusters Score -699698.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (883 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Entering Unmasked Estep Score: -34902.546875 Penalty: 308.641296 Iteration 0F: 2 clusters Score -34902.55 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -34181.011719 Penalty: 617.282593 Iteration 0F: 3 clusters Score -34181.01 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -34401.160156 Penalty: 617.282593 Iteration 1F: 3 clusters Score -34401.16 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -34464.816406 Penalty: 617.282593 Iteration 2F: 3 clusters Score -34464.82 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -34506.335938 Penalty: 617.282593 Iteration 3F: 3 clusters Score -34506.34 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -34529.121094 Penalty: 617.282593 Iteration 4F: 3 clusters Score -34529.12 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -34541.562500 Penalty: 617.282593 Iteration 5Q: 3 clusters Score -34541.56 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -34552.671875 Penalty: 617.282593 Iteration 6Q: 3 clusters Score -34552.67 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -34562.562500 Penalty: 617.282593 Iteration 7Q: 3 clusters Score -34562.56 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -34582.500000 Penalty: 617.282593 Iteration 8Q: 3 clusters Score -34582.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -34605.625000 Penalty: 617.282593 Iteration 9Q: 3 clusters Score -34605.62 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -34640.488281 Penalty: 617.282593 Iteration 10Q: 3 clusters Score -34640.49 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -34677.425781 Penalty: 617.282593 Iteration 11Q: 3 clusters Score -34677.43 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -34696.167969 Penalty: 617.282593 Iteration 12Q: 3 clusters Score -34696.17 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -34703.625000 Penalty: 617.282593 Iteration 13Q: 3 clusters Score -34703.62 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -34710.925781 Penalty: 617.282593 Iteration 14Q: 3 clusters Score -34710.93 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -34716.742188 Penalty: 617.282593 Iteration 15Q: 3 clusters Score -34716.74 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -34719.441406 Penalty: 617.282593 Iteration 16Q: 3 clusters Score -34719.44 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -34723.363281 Penalty: 617.282593 Iteration 17Q: 3 clusters Score -34723.36 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -34726.757812 Penalty: 617.282593 Iteration 18Q: 3 clusters Score -34726.76 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -34728.351562 Penalty: 617.282593 Iteration 19Q: 3 clusters Score -34728.35 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -34729.472656 Penalty: 617.282593 Iteration 20F: 3 clusters Score -34729.47 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -34731.320312 Penalty: 617.282593 Iteration 21Q: 3 clusters Score -34731.32 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -34734.128906 Penalty: 617.282593 Iteration 22Q: 3 clusters Score -34734.13 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -34738.351562 Penalty: 617.282593 Iteration 23Q: 3 clusters Score -34738.35 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -34742.148438 Penalty: 617.282593 Iteration 24Q: 3 clusters Score -34742.15 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -34743.515625 Penalty: 617.282593 Iteration 25Q: 3 clusters Score -34743.52 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -34746.726562 Penalty: 617.282593 Iteration 26Q: 3 clusters Score -34746.73 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -34750.929688 Penalty: 617.282593 Iteration 27Q: 3 clusters Score -34750.93 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -34756.085938 Penalty: 617.282593 Iteration 28Q: 3 clusters Score -34756.09 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -34768.914062 Penalty: 617.282593 Iteration 29Q: 3 clusters Score -34768.91 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -34787.839844 Penalty: 617.282593 Iteration 30Q: 3 clusters Score -34787.84 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -34803.246094 Penalty: 617.282593 Iteration 31Q: 3 clusters Score -34803.25 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -34814.355469 Penalty: 617.282593 Iteration 32Q: 3 clusters Score -34814.36 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -34820.132812 Penalty: 617.282593 Iteration 33Q: 3 clusters Score -34820.13 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -34831.871094 Penalty: 617.282593 Iteration 34Q: 3 clusters Score -34831.87 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -34835.285156 Penalty: 617.282593 Iteration 35Q: 3 clusters Score -34835.29 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -34839.066406 Penalty: 617.282593 Iteration 36Q: 3 clusters Score -34839.07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -34839.250000 Penalty: 617.282593 Iteration 37Q: 3 clusters Score -34839.25 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -34839.777344 Penalty: 617.282593 Iteration 38Q: 3 clusters Score -34839.78 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -34840.023438 Penalty: 617.282593 Iteration 39Q: 3 clusters Score -34840.02 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -34840.023438 Penalty: 617.282593 Iteration 40F: 3 clusters Score -34840.02 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (508 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Entering Unmasked Estep Score: -19452.957031 Penalty: 283.486908 Iteration 0F: 2 clusters Score -19452.96 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -18960.048828 Penalty: 566.973816 Iteration 0F: 3 clusters Score -18960.05 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -19128.113281 Penalty: 566.973816 Iteration 1F: 3 clusters Score -19128.11 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -19189.564453 Penalty: 566.973816 Iteration 2F: 3 clusters Score -19189.56 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -19228.603516 Penalty: 566.973816 Iteration 3F: 3 clusters Score -19228.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -19251.103516 Penalty: 566.973816 Iteration 4Q: 3 clusters Score -19251.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -19268.736328 Penalty: 566.973816 Iteration 5Q: 3 clusters Score -19268.74 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -19275.417969 Penalty: 566.973816 Iteration 6Q: 3 clusters Score -19275.42 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -19278.289062 Penalty: 566.973816 Iteration 7Q: 3 clusters Score -19278.29 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -19279.417969 Penalty: 566.973816 Iteration 8Q: 3 clusters Score -19279.42 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -19282.644531 Penalty: 566.973816 Iteration 9Q: 3 clusters Score -19282.64 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -19283.845703 Penalty: 566.973816 Iteration 10Q: 3 clusters Score -19283.85 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -19284.960938 Penalty: 566.973816 Iteration 11Q: 3 clusters Score -19284.96 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -19285.972656 Penalty: 566.973816 Iteration 12Q: 3 clusters Score -19285.97 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -19286.892578 Penalty: 566.973816 Iteration 13Q: 3 clusters Score -19286.89 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -19289.718750 Penalty: 566.973816 Iteration 14Q: 3 clusters Score -19289.72 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -19292.312500 Penalty: 566.973816 Iteration 15Q: 3 clusters Score -19292.31 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -19295.337891 Penalty: 566.973816 Iteration 16Q: 3 clusters Score -19295.34 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -19303.552734 Penalty: 566.973816 Iteration 17Q: 3 clusters Score -19303.55 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -19307.386719 Penalty: 566.973816 Iteration 18Q: 3 clusters Score -19307.39 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -19309.078125 Penalty: 566.973816 Iteration 19Q: 3 clusters Score -19309.08 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -19309.796875 Penalty: 566.973816 Iteration 20F: 3 clusters Score -19309.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -19310.185547 Penalty: 566.973816 Iteration 21Q: 3 clusters Score -19310.19 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -19310.507812 Penalty: 566.973816 Iteration 22Q: 3 clusters Score -19310.51 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -19310.507812 Penalty: 566.973816 Iteration 23F: 3 clusters Score -19310.51 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (3796 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3796 members Entering Unmasked Estep Score: -159316.156250 Penalty: 374.997498 Iteration 0F: 2 clusters Score -159316.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1869 members Mstep: Class 2 contains 1927 members Entering Unmasked Estep Score: -156795.515625 Penalty: 749.994995 Iteration 0F: 3 clusters Score -156795.5 nChanged 1624 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1935 members Mstep: Class 2 contains 1861 members Entering Unmasked Estep Score: -157738.671875 Penalty: 749.994995 Iteration 1F: 3 clusters Score -157738.7 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1967 members Mstep: Class 2 contains 1829 members Entering Unmasked Estep Score: -157900.687500 Penalty: 749.994995 Iteration 2F: 3 clusters Score -157900.7 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2020 members Mstep: Class 2 contains 1776 members Entering Unmasked Estep Score: -158074.812500 Penalty: 749.994995 Iteration 3F: 3 clusters Score -158074.8 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2067 members Mstep: Class 2 contains 1729 members Entering Unmasked Estep Score: -158230.984375 Penalty: 749.994995 Iteration 4F: 3 clusters Score -158231 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2093 members Mstep: Class 2 contains 1703 members Entering Unmasked Estep Score: -158349.671875 Penalty: 749.994995 Iteration 5F: 3 clusters Score -158349.7 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2129 members Mstep: Class 2 contains 1667 members Entering Unmasked Estep Score: -158450.953125 Penalty: 749.994995 Iteration 6Q: 3 clusters Score -158451 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2127 members Mstep: Class 2 contains 1669 members Entering Unmasked Estep Score: -158501.812500 Penalty: 749.994995 Iteration 7Q: 3 clusters Score -158501.8 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2111 members Mstep: Class 2 contains 1685 members Entering Unmasked Estep Score: -158531.375000 Penalty: 749.994995 Iteration 8Q: 3 clusters Score -158531.4 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2091 members Mstep: Class 2 contains 1705 members Entering Unmasked Estep Score: -158555.828125 Penalty: 749.994995 Iteration 9Q: 3 clusters Score -158555.8 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2067 members Mstep: Class 2 contains 1729 members Entering Unmasked Estep Score: -158590.859375 Penalty: 749.994995 Iteration 10Q: 3 clusters Score -158590.9 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2023 members Mstep: Class 2 contains 1773 members Entering Unmasked Estep Score: -158636.234375 Penalty: 749.994995 Iteration 11Q: 3 clusters Score -158636.2 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1964 members Mstep: Class 2 contains 1832 members Entering Unmasked Estep Score: -158681.281250 Penalty: 749.994995 Iteration 12Q: 3 clusters Score -158681.3 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1890 members Mstep: Class 2 contains 1906 members Entering Unmasked Estep Score: -158721.250000 Penalty: 749.994995 Iteration 13Q: 3 clusters Score -158721.2 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1818 members Mstep: Class 2 contains 1978 members Entering Unmasked Estep Score: -158754.750000 Penalty: 749.994995 Iteration 14Q: 3 clusters Score -158754.8 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1750 members Mstep: Class 2 contains 2046 members Entering Unmasked Estep Score: -158787.890625 Penalty: 749.994995 Iteration 15Q: 3 clusters Score -158787.9 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1682 members Mstep: Class 2 contains 2114 members Entering Unmasked Estep Score: -158813.609375 Penalty: 749.994995 Iteration 16Q: 3 clusters Score -158813.6 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1619 members Mstep: Class 2 contains 2177 members Entering Unmasked Estep Score: -158834.781250 Penalty: 749.994995 Iteration 17Q: 3 clusters Score -158834.8 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1565 members Mstep: Class 2 contains 2231 members Entering Unmasked Estep Score: -158850.812500 Penalty: 749.994995 Iteration 18Q: 3 clusters Score -158850.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1517 members Mstep: Class 2 contains 2279 members Entering Unmasked Estep Score: -158864.796875 Penalty: 749.994995 Iteration 19Q: 3 clusters Score -158864.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1479 members Mstep: Class 2 contains 2317 members Entering Unmasked Estep Score: -158874.718750 Penalty: 749.994995 Iteration 20F: 3 clusters Score -158874.7 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1437 members Mstep: Class 2 contains 2359 members Entering Unmasked Estep Score: -158886.125000 Penalty: 749.994995 Iteration 21Q: 3 clusters Score -158886.1 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1392 members Mstep: Class 2 contains 2404 members Entering Unmasked Estep Score: -158898.359375 Penalty: 749.994995 Iteration 22Q: 3 clusters Score -158898.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Mstep: Class 2 contains 2442 members Entering Unmasked Estep Score: -158909.546875 Penalty: 749.994995 Iteration 23Q: 3 clusters Score -158909.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1315 members Mstep: Class 2 contains 2481 members Entering Unmasked Estep Score: -158921.671875 Penalty: 749.994995 Iteration 24Q: 3 clusters Score -158921.7 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1265 members Mstep: Class 2 contains 2531 members Entering Unmasked Estep Score: -158935.937500 Penalty: 749.994995 Iteration 25Q: 3 clusters Score -158935.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 2569 members Entering Unmasked Estep Score: -158945.828125 Penalty: 749.994995 Iteration 26Q: 3 clusters Score -158945.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Mstep: Class 2 contains 2604 members Entering Unmasked Estep Score: -158953.218750 Penalty: 749.994995 Iteration 27Q: 3 clusters Score -158953.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 2636 members Entering Unmasked Estep Score: -158960.375000 Penalty: 749.994995 Iteration 28Q: 3 clusters Score -158960.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1139 members Mstep: Class 2 contains 2657 members Entering Unmasked Estep Score: -158964.734375 Penalty: 749.994995 Iteration 29Q: 3 clusters Score -158964.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Mstep: Class 2 contains 2680 members Entering Unmasked Estep Score: -158970.109375 Penalty: 749.994995 Iteration 30Q: 3 clusters Score -158970.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1090 members Mstep: Class 2 contains 2706 members Entering Unmasked Estep Score: -158976.156250 Penalty: 749.994995 Iteration 31Q: 3 clusters Score -158976.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 2733 members Entering Unmasked Estep Score: -158982.515625 Penalty: 749.994995 Iteration 32Q: 3 clusters Score -158982.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 2753 members Entering Unmasked Estep Score: -158986.906250 Penalty: 749.994995 Iteration 33Q: 3 clusters Score -158986.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 2773 members Entering Unmasked Estep Score: -158992.875000 Penalty: 749.994995 Iteration 34Q: 3 clusters Score -158992.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 2796 members Entering Unmasked Estep Score: -158999.187500 Penalty: 749.994995 Iteration 35Q: 3 clusters Score -158999.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 2822 members Entering Unmasked Estep Score: -159004.203125 Penalty: 749.994995 Iteration 36Q: 3 clusters Score -159004.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 2840 members Entering Unmasked Estep Score: -159007.562500 Penalty: 749.994995 Iteration 37Q: 3 clusters Score -159007.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 2859 members Entering Unmasked Estep Score: -159010.296875 Penalty: 749.994995 Iteration 38Q: 3 clusters Score -159010.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 2867 members Entering Unmasked Estep Score: -159011.296875 Penalty: 749.994995 Iteration 39Q: 3 clusters Score -159011.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 2873 members Entering Unmasked Estep Score: -159012.765625 Penalty: 749.994995 Iteration 40F: 3 clusters Score -159012.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 2877 members Entering Unmasked Estep Score: -159013.828125 Penalty: 749.994995 Iteration 41Q: 3 clusters Score -159013.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 2881 members Entering Unmasked Estep Score: -159013.937500 Penalty: 749.994995 Iteration 42Q: 3 clusters Score -159013.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 2886 members Entering Unmasked Estep Score: -159015.171875 Penalty: 749.994995 Iteration 43Q: 3 clusters Score -159015.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 2899 members Entering Unmasked Estep Score: -159018.343750 Penalty: 749.994995 Iteration 44Q: 3 clusters Score -159018.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 2913 members Entering Unmasked Estep Score: -159021.640625 Penalty: 749.994995 Iteration 45Q: 3 clusters Score -159021.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 2927 members Entering Unmasked Estep Score: -159026.859375 Penalty: 749.994995 Iteration 46Q: 3 clusters Score -159026.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 2942 members Entering Unmasked Estep Score: -159032.937500 Penalty: 749.994995 Iteration 47Q: 3 clusters Score -159032.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 2957 members Entering Unmasked Estep Score: -159037.562500 Penalty: 749.994995 Iteration 48Q: 3 clusters Score -159037.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 2965 members Entering Unmasked Estep Score: -159039.062500 Penalty: 749.994995 Iteration 49Q: 3 clusters Score -159039.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 2974 members Entering Unmasked Estep Score: -159040.703125 Penalty: 749.994995 Iteration 50Q: 3 clusters Score -159040.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 2983 members Entering Unmasked Estep Score: -159042.203125 Penalty: 749.994995 Iteration 51Q: 3 clusters Score -159042.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 2989 members Entering Unmasked Estep Score: -159043.328125 Penalty: 749.994995 Iteration 52Q: 3 clusters Score -159043.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 2994 members Entering Unmasked Estep Score: -159044.421875 Penalty: 749.994995 Iteration 53Q: 3 clusters Score -159044.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 3000 members Entering Unmasked Estep Score: -159044.875000 Penalty: 749.994995 Iteration 54Q: 3 clusters Score -159044.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 3003 members Entering Unmasked Estep Score: -159045.250000 Penalty: 749.994995 Iteration 55Q: 3 clusters Score -159045.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 3006 members Entering Unmasked Estep Score: -159045.531250 Penalty: 749.994995 Iteration 56Q: 3 clusters Score -159045.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 3008 members Entering Unmasked Estep Score: -159045.500000 Penalty: 749.994995 Iteration 57Q: 3 clusters Score -159045.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 3010 members Entering Unmasked Estep Score: -159045.953125 Penalty: 749.994995 Iteration 58Q: 3 clusters Score -159046 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 3013 members Entering Unmasked Estep Score: -159046.453125 Penalty: 749.994995 Iteration 59Q: 3 clusters Score -159046.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 3016 members Entering Unmasked Estep Score: -159046.828125 Penalty: 749.994995 Iteration 60F: 3 clusters Score -159046.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 3020 members Entering Unmasked Estep Score: -159048.093750 Penalty: 749.994995 Iteration 61Q: 3 clusters Score -159048.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 3023 members Entering Unmasked Estep Score: -159048.640625 Penalty: 749.994995 Iteration 62Q: 3 clusters Score -159048.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 3027 members Entering Unmasked Estep Score: -159050.171875 Penalty: 749.994995 Iteration 63Q: 3 clusters Score -159050.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 3035 members Entering Unmasked Estep Score: -159052.406250 Penalty: 749.994995 Iteration 64Q: 3 clusters Score -159052.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 3040 members Entering Unmasked Estep Score: -159054.062500 Penalty: 749.994995 Iteration 65Q: 3 clusters Score -159054.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 3049 members Entering Unmasked Estep Score: -159057.531250 Penalty: 749.994995 Iteration 66Q: 3 clusters Score -159057.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 3061 members Entering Unmasked Estep Score: -159062.656250 Penalty: 749.994995 Iteration 67Q: 3 clusters Score -159062.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 3068 members Entering Unmasked Estep Score: -159065.875000 Penalty: 749.994995 Iteration 68Q: 3 clusters Score -159065.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 3082 members Entering Unmasked Estep Score: -159070.343750 Penalty: 749.994995 Iteration 69Q: 3 clusters Score -159070.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 3098 members Entering Unmasked Estep Score: -159075.359375 Penalty: 749.994995 Iteration 70Q: 3 clusters Score -159075.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 3111 members Entering Unmasked Estep Score: -159078.671875 Penalty: 749.994995 Iteration 71Q: 3 clusters Score -159078.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 3119 members Entering Unmasked Estep Score: -159079.531250 Penalty: 749.994995 Iteration 72Q: 3 clusters Score -159079.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 3127 members Entering Unmasked Estep Score: -159080.656250 Penalty: 749.994995 Iteration 73Q: 3 clusters Score -159080.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 3134 members Entering Unmasked Estep Score: -159082.312500 Penalty: 749.994995 Iteration 74Q: 3 clusters Score -159082.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 3144 members Entering Unmasked Estep Score: -159083.437500 Penalty: 749.994995 Iteration 75Q: 3 clusters Score -159083.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 3152 members Entering Unmasked Estep Score: -159084.734375 Penalty: 749.994995 Iteration 76Q: 3 clusters Score -159084.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 3156 members Entering Unmasked Estep Score: -159085.703125 Penalty: 749.994995 Iteration 77Q: 3 clusters Score -159085.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 3159 members Entering Unmasked Estep Score: -159086.406250 Penalty: 749.994995 Iteration 78Q: 3 clusters Score -159086.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 3161 members Entering Unmasked Estep Score: -159086.875000 Penalty: 749.994995 Iteration 79Q: 3 clusters Score -159086.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 3167 members Entering Unmasked Estep Score: -159088.062500 Penalty: 749.994995 Iteration 80F: 3 clusters Score -159088.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 3171 members Entering Unmasked Estep Score: -159089.031250 Penalty: 749.994995 Iteration 81Q: 3 clusters Score -159089 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 3173 members Entering Unmasked Estep Score: -159089.578125 Penalty: 749.994995 Iteration 82Q: 3 clusters Score -159089.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 3174 members Entering Unmasked Estep Score: -159089.781250 Penalty: 749.994995 Iteration 83Q: 3 clusters Score -159089.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 3174 members Entering Unmasked Estep Score: -159089.781250 Penalty: 749.994995 Iteration 84F: 3 clusters Score -159089.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (749 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Entering Unmasked Estep Score: -29931.744141 Penalty: 301.152618 Iteration 0F: 2 clusters Score -29931.74 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 371 members Entering Unmasked Estep Score: -29299.261719 Penalty: 602.305237 Iteration 0F: 3 clusters Score -29299.26 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -29509.337891 Penalty: 602.305237 Iteration 1F: 3 clusters Score -29509.34 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -29568.892578 Penalty: 602.305237 Iteration 2F: 3 clusters Score -29568.89 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -29606.613281 Penalty: 602.305237 Iteration 3F: 3 clusters Score -29606.61 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -29638.000000 Penalty: 602.305237 Iteration 4F: 3 clusters Score -29638 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -29654.134766 Penalty: 602.305237 Iteration 5Q: 3 clusters Score -29654.13 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -29666.468750 Penalty: 602.305237 Iteration 6Q: 3 clusters Score -29666.47 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -29676.384766 Penalty: 602.305237 Iteration 7Q: 3 clusters Score -29676.38 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -29693.820312 Penalty: 602.305237 Iteration 8Q: 3 clusters Score -29693.82 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -29705.482422 Penalty: 602.305237 Iteration 9Q: 3 clusters Score -29705.48 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -29712.578125 Penalty: 602.305237 Iteration 10Q: 3 clusters Score -29712.58 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -29724.992188 Penalty: 602.305237 Iteration 11Q: 3 clusters Score -29724.99 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 69 members Entering Unmasked Estep Score: -29731.281250 Penalty: 602.305237 Iteration 12Q: 3 clusters Score -29731.28 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 65 members Entering Unmasked Estep Score: -29734.402344 Penalty: 602.305237 Iteration 13Q: 3 clusters Score -29734.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 60 members Entering Unmasked Estep Score: -29738.494141 Penalty: 602.305237 Iteration 14Q: 3 clusters Score -29738.49 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -29739.287109 Penalty: 602.305237 Iteration 15Q: 3 clusters Score -29739.29 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -29741.867188 Penalty: 602.305237 Iteration 16Q: 3 clusters Score -29741.87 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 56 members Entering Unmasked Estep Score: -29742.615234 Penalty: 602.305237 Iteration 17Q: 3 clusters Score -29742.62 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 55 members Entering Unmasked Estep Score: -29742.898438 Penalty: 602.305237 Iteration 18Q: 3 clusters Score -29742.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 54 members Entering Unmasked Estep Score: -29743.662109 Penalty: 602.305237 Iteration 19Q: 3 clusters Score -29743.66 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 52 members Entering Unmasked Estep Score: -29745.814453 Penalty: 602.305237 Iteration 20F: 3 clusters Score -29745.81 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 48 members Entering Unmasked Estep Score: -29750.021484 Penalty: 602.305237 Iteration 21Q: 3 clusters Score -29750.02 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 47 members Entering Unmasked Estep Score: -29753.671875 Penalty: 602.305237 Iteration 22Q: 3 clusters Score -29753.67 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 45 members Entering Unmasked Estep Score: -29755.498047 Penalty: 602.305237 Iteration 23Q: 3 clusters Score -29755.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 45 members Entering Unmasked Estep Score: -29755.498047 Penalty: 602.305237 Iteration 24F: 3 clusters Score -29755.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (33468 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33468 members Entering Unmasked Estep Score: -1389152.750000 Penalty: 474.034729 Iteration 0F: 2 clusters Score -1389153 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16765 members Mstep: Class 2 contains 16703 members Entering Unmasked Estep Score: -1366671.000000 Penalty: 948.069458 Iteration 0F: 3 clusters Score -1366671 nChanged 16223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17824 members Mstep: Class 2 contains 15644 members Entering Unmasked Estep Score: -1376340.875000 Penalty: 948.069458 Iteration 1F: 3 clusters Score -1376341 nChanged 1553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18379 members Mstep: Class 2 contains 15089 members Entering Unmasked Estep Score: -1376867.375000 Penalty: 948.069458 Iteration 2Q: 3 clusters Score -1376867 nChanged 1625 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19094 members Mstep: Class 2 contains 14374 members Entering Unmasked Estep Score: -1377525.750000 Penalty: 948.069458 Iteration 3Q: 3 clusters Score -1377526 nChanged 1790 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20082 members Mstep: Class 2 contains 13386 members Entering Unmasked Estep Score: -1378453.375000 Penalty: 948.069458 Iteration 4F: 3 clusters Score -1378453 nChanged 1996 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21428 members Mstep: Class 2 contains 12040 members Entering Unmasked Estep Score: -1379597.875000 Penalty: 948.069458 Iteration 5F: 3 clusters Score -1379598 nChanged 2038 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22944 members Mstep: Class 2 contains 10524 members Entering Unmasked Estep Score: -1380916.000000 Penalty: 948.069458 Iteration 6F: 3 clusters Score -1380916 nChanged 1924 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24502 members Mstep: Class 2 contains 8966 members Entering Unmasked Estep Score: -1382587.875000 Penalty: 948.069458 Iteration 7F: 3 clusters Score -1382588 nChanged 1695 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25903 members Mstep: Class 2 contains 7565 members Entering Unmasked Estep Score: -1384559.750000 Penalty: 948.069458 Iteration 8F: 3 clusters Score -1384560 nChanged 1331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26894 members Mstep: Class 2 contains 6574 members Entering Unmasked Estep Score: -1385756.250000 Penalty: 948.069458 Iteration 9Q: 3 clusters Score -1385756 nChanged 912 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27658 members Mstep: Class 2 contains 5810 members Entering Unmasked Estep Score: -1386304.500000 Penalty: 948.069458 Iteration 10Q: 3 clusters Score -1386304 nChanged 690 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28316 members Mstep: Class 2 contains 5152 members Entering Unmasked Estep Score: -1386658.750000 Penalty: 948.069458 Iteration 11Q: 3 clusters Score -1386659 nChanged 610 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28922 members Mstep: Class 2 contains 4546 members Entering Unmasked Estep Score: -1386951.750000 Penalty: 948.069458 Iteration 12Q: 3 clusters Score -1386952 nChanged 591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29511 members Mstep: Class 2 contains 3957 members Entering Unmasked Estep Score: -1387240.625000 Penalty: 948.069458 Iteration 13Q: 3 clusters Score -1387241 nChanged 508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30019 members Mstep: Class 2 contains 3449 members Entering Unmasked Estep Score: -1387488.625000 Penalty: 948.069458 Iteration 14Q: 3 clusters Score -1387489 nChanged 451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30470 members Mstep: Class 2 contains 2998 members Entering Unmasked Estep Score: -1387706.375000 Penalty: 948.069458 Iteration 15Q: 3 clusters Score -1387706 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30823 members Mstep: Class 2 contains 2645 members Entering Unmasked Estep Score: -1387872.625000 Penalty: 948.069458 Iteration 16Q: 3 clusters Score -1387873 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31147 members Mstep: Class 2 contains 2321 members Entering Unmasked Estep Score: -1388037.000000 Penalty: 948.069458 Iteration 17Q: 3 clusters Score -1388037 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31460 members Mstep: Class 2 contains 2008 members Entering Unmasked Estep Score: -1388189.250000 Penalty: 948.069458 Iteration 18Q: 3 clusters Score -1388189 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31718 members Mstep: Class 2 contains 1750 members Entering Unmasked Estep Score: -1388307.250000 Penalty: 948.069458 Iteration 19Q: 3 clusters Score -1388307 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31918 members Mstep: Class 2 contains 1550 members Entering Unmasked Estep Score: -1388371.000000 Penalty: 948.069458 Iteration 20F: 3 clusters Score -1388371 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32085 members Mstep: Class 2 contains 1383 members Entering Unmasked Estep Score: -1388440.375000 Penalty: 948.069458 Iteration 21Q: 3 clusters Score -1388440 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32228 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -1388492.250000 Penalty: 948.069458 Iteration 22Q: 3 clusters Score -1388492 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32343 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -1388536.375000 Penalty: 948.069458 Iteration 23Q: 3 clusters Score -1388536 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32461 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -1388584.250000 Penalty: 948.069458 Iteration 24Q: 3 clusters Score -1388584 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32566 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -1388630.875000 Penalty: 948.069458 Iteration 25Q: 3 clusters Score -1388631 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32641 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -1388661.750000 Penalty: 948.069458 Iteration 26Q: 3 clusters Score -1388662 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32709 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -1388688.125000 Penalty: 948.069458 Iteration 27Q: 3 clusters Score -1388688 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32763 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -1388706.625000 Penalty: 948.069458 Iteration 28Q: 3 clusters Score -1388707 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32802 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -1388721.500000 Penalty: 948.069458 Iteration 29Q: 3 clusters Score -1388722 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32832 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -1388734.250000 Penalty: 948.069458 Iteration 30Q: 3 clusters Score -1388734 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32859 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -1388743.625000 Penalty: 948.069458 Iteration 31Q: 3 clusters Score -1388744 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32883 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -1388745.125000 Penalty: 948.069458 Iteration 32Q: 3 clusters Score -1388745 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32901 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -1388750.250000 Penalty: 948.069458 Iteration 33Q: 3 clusters Score -1388750 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32926 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -1388762.375000 Penalty: 948.069458 Iteration 34Q: 3 clusters Score -1388762 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32945 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -1388766.125000 Penalty: 948.069458 Iteration 35Q: 3 clusters Score -1388766 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32958 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -1388771.875000 Penalty: 948.069458 Iteration 36Q: 3 clusters Score -1388772 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32975 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -1388776.500000 Penalty: 948.069458 Iteration 37Q: 3 clusters Score -1388776 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32988 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -1388783.125000 Penalty: 948.069458 Iteration 38Q: 3 clusters Score -1388783 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33005 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -1388786.750000 Penalty: 948.069458 Iteration 39Q: 3 clusters Score -1388787 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33018 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -1388795.250000 Penalty: 948.069458 Iteration 40F: 3 clusters Score -1388795 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33029 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -1388799.125000 Penalty: 948.069458 Iteration 41Q: 3 clusters Score -1388799 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33039 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -1388802.875000 Penalty: 948.069458 Iteration 42Q: 3 clusters Score -1388803 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33045 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -1388803.875000 Penalty: 948.069458 Iteration 43Q: 3 clusters Score -1388804 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33046 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -1388805.125000 Penalty: 948.069458 Iteration 44Q: 3 clusters Score -1388805 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33050 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -1388806.000000 Penalty: 948.069458 Iteration 45Q: 3 clusters Score -1388806 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33055 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -1388805.875000 Penalty: 948.069458 Iteration 46Q: 3 clusters Score -1388806 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33061 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -1388806.250000 Penalty: 948.069458 Iteration 47Q: 3 clusters Score -1388806 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33067 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -1388809.625000 Penalty: 948.069458 Iteration 48Q: 3 clusters Score -1388810 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33070 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -1388810.750000 Penalty: 948.069458 Iteration 49Q: 3 clusters Score -1388811 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33074 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -1388810.875000 Penalty: 948.069458 Iteration 50Q: 3 clusters Score -1388811 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33077 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -1388811.000000 Penalty: 948.069458 Iteration 51Q: 3 clusters Score -1388811 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33078 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -1388812.125000 Penalty: 948.069458 Iteration 52Q: 3 clusters Score -1388812 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33079 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -1388812.875000 Penalty: 948.069458 Iteration 53Q: 3 clusters Score -1388813 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33081 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -1388812.500000 Penalty: 948.069458 Iteration 54Q: 3 clusters Score -1388812 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33083 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -1388812.250000 Penalty: 948.069458 Iteration 55Q: 3 clusters Score -1388812 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33086 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -1388811.625000 Penalty: 948.069458 Iteration 56Q: 3 clusters Score -1388812 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33086 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -1388811.625000 Penalty: 948.069458 Iteration 57F: 3 clusters Score -1388812 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (19636 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19636 members Entering Unmasked Estep Score: -918983.937500 Penalty: 449.772949 Iteration 0F: 2 clusters Score -918983.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9809 members Mstep: Class 2 contains 9827 members Entering Unmasked Estep Score: -905934.812500 Penalty: 899.545898 Iteration 0F: 3 clusters Score -905934.8 nChanged 9345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9662 members Mstep: Class 2 contains 9974 members Entering Unmasked Estep Score: -911234.062500 Penalty: 899.545898 Iteration 1F: 3 clusters Score -911234.1 nChanged 862 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9636 members Mstep: Class 2 contains 10000 members Entering Unmasked Estep Score: -911586.312500 Penalty: 899.545898 Iteration 2Q: 3 clusters Score -911586.3 nChanged 1003 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9537 members Mstep: Class 2 contains 10099 members Entering Unmasked Estep Score: -912127.937500 Penalty: 899.545898 Iteration 3F: 3 clusters Score -912127.9 nChanged 1163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9378 members Mstep: Class 2 contains 10258 members Entering Unmasked Estep Score: -912969.250000 Penalty: 899.545898 Iteration 4F: 3 clusters Score -912969.2 nChanged 1325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9181 members Mstep: Class 2 contains 10455 members Entering Unmasked Estep Score: -914071.937500 Penalty: 899.545898 Iteration 5F: 3 clusters Score -914071.9 nChanged 1288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9015 members Mstep: Class 2 contains 10621 members Entering Unmasked Estep Score: -914984.625000 Penalty: 899.545898 Iteration 6F: 3 clusters Score -914984.6 nChanged 970 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8935 members Mstep: Class 2 contains 10701 members Entering Unmasked Estep Score: -915400.437500 Penalty: 899.545898 Iteration 7Q: 3 clusters Score -915400.4 nChanged 588 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8839 members Mstep: Class 2 contains 10797 members Entering Unmasked Estep Score: -915560.375000 Penalty: 899.545898 Iteration 8Q: 3 clusters Score -915560.4 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8772 members Mstep: Class 2 contains 10864 members Entering Unmasked Estep Score: -915631.625000 Penalty: 899.545898 Iteration 9Q: 3 clusters Score -915631.6 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8704 members Mstep: Class 2 contains 10932 members Entering Unmasked Estep Score: -915680.250000 Penalty: 899.545898 Iteration 10Q: 3 clusters Score -915680.2 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8617 members Mstep: Class 2 contains 11019 members Entering Unmasked Estep Score: -915723.250000 Penalty: 899.545898 Iteration 11Q: 3 clusters Score -915723.2 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8520 members Mstep: Class 2 contains 11116 members Entering Unmasked Estep Score: -915762.250000 Penalty: 899.545898 Iteration 12Q: 3 clusters Score -915762.2 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8401 members Mstep: Class 2 contains 11235 members Entering Unmasked Estep Score: -915806.812500 Penalty: 899.545898 Iteration 13Q: 3 clusters Score -915806.8 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8290 members Mstep: Class 2 contains 11346 members Entering Unmasked Estep Score: -915845.562500 Penalty: 899.545898 Iteration 14Q: 3 clusters Score -915845.6 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8175 members Mstep: Class 2 contains 11461 members Entering Unmasked Estep Score: -915884.937500 Penalty: 899.545898 Iteration 15Q: 3 clusters Score -915884.9 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8049 members Mstep: Class 2 contains 11587 members Entering Unmasked Estep Score: -915926.312500 Penalty: 899.545898 Iteration 16Q: 3 clusters Score -915926.3 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7881 members Mstep: Class 2 contains 11755 members Entering Unmasked Estep Score: -915976.375000 Penalty: 899.545898 Iteration 17Q: 3 clusters Score -915976.4 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7707 members Mstep: Class 2 contains 11929 members Entering Unmasked Estep Score: -916031.937500 Penalty: 899.545898 Iteration 18Q: 3 clusters Score -916031.9 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7527 members Mstep: Class 2 contains 12109 members Entering Unmasked Estep Score: -916087.687500 Penalty: 899.545898 Iteration 19Q: 3 clusters Score -916087.7 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7329 members Mstep: Class 2 contains 12307 members Entering Unmasked Estep Score: -916149.500000 Penalty: 899.545898 Iteration 20F: 3 clusters Score -916149.5 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7119 members Mstep: Class 2 contains 12517 members Entering Unmasked Estep Score: -916220.062500 Penalty: 899.545898 Iteration 21Q: 3 clusters Score -916220.1 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6904 members Mstep: Class 2 contains 12732 members Entering Unmasked Estep Score: -916277.562500 Penalty: 899.545898 Iteration 22Q: 3 clusters Score -916277.6 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6671 members Mstep: Class 2 contains 12965 members Entering Unmasked Estep Score: -916352.937500 Penalty: 899.545898 Iteration 23Q: 3 clusters Score -916352.9 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6405 members Mstep: Class 2 contains 13231 members Entering Unmasked Estep Score: -916433.375000 Penalty: 899.545898 Iteration 24Q: 3 clusters Score -916433.4 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6145 members Mstep: Class 2 contains 13491 members Entering Unmasked Estep Score: -916520.625000 Penalty: 899.545898 Iteration 25Q: 3 clusters Score -916520.6 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5862 members Mstep: Class 2 contains 13774 members Entering Unmasked Estep Score: -916602.500000 Penalty: 899.545898 Iteration 26Q: 3 clusters Score -916602.5 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5572 members Mstep: Class 2 contains 14064 members Entering Unmasked Estep Score: -916702.562500 Penalty: 899.545898 Iteration 27Q: 3 clusters Score -916702.6 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5264 members Mstep: Class 2 contains 14372 members Entering Unmasked Estep Score: -916820.312500 Penalty: 899.545898 Iteration 28Q: 3 clusters Score -916820.3 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4961 members Mstep: Class 2 contains 14675 members Entering Unmasked Estep Score: -916927.937500 Penalty: 899.545898 Iteration 29Q: 3 clusters Score -916927.9 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4676 members Mstep: Class 2 contains 14960 members Entering Unmasked Estep Score: -917027.500000 Penalty: 899.545898 Iteration 30Q: 3 clusters Score -917027.5 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4404 members Mstep: Class 2 contains 15232 members Entering Unmasked Estep Score: -917125.000000 Penalty: 899.545898 Iteration 31Q: 3 clusters Score -917125 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4110 members Mstep: Class 2 contains 15526 members Entering Unmasked Estep Score: -917240.625000 Penalty: 899.545898 Iteration 32Q: 3 clusters Score -917240.6 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3785 members Mstep: Class 2 contains 15851 members Entering Unmasked Estep Score: -917375.625000 Penalty: 899.545898 Iteration 33Q: 3 clusters Score -917375.6 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3480 members Mstep: Class 2 contains 16156 members Entering Unmasked Estep Score: -917500.125000 Penalty: 899.545898 Iteration 34Q: 3 clusters Score -917500.1 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3227 members Mstep: Class 2 contains 16409 members Entering Unmasked Estep Score: -917596.312500 Penalty: 899.545898 Iteration 35Q: 3 clusters Score -917596.3 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2967 members Mstep: Class 2 contains 16669 members Entering Unmasked Estep Score: -917707.250000 Penalty: 899.545898 Iteration 36Q: 3 clusters Score -917707.2 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2716 members Mstep: Class 2 contains 16920 members Entering Unmasked Estep Score: -917813.625000 Penalty: 899.545898 Iteration 37Q: 3 clusters Score -917813.6 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2471 members Mstep: Class 2 contains 17165 members Entering Unmasked Estep Score: -917917.062500 Penalty: 899.545898 Iteration 38Q: 3 clusters Score -917917.1 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2229 members Mstep: Class 2 contains 17407 members Entering Unmasked Estep Score: -918024.625000 Penalty: 899.545898 Iteration 39Q: 3 clusters Score -918024.6 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1982 members Mstep: Class 2 contains 17654 members Entering Unmasked Estep Score: -918131.125000 Penalty: 899.545898 Iteration 40F: 3 clusters Score -918131.1 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1788 members Mstep: Class 2 contains 17848 members Entering Unmasked Estep Score: -918209.687500 Penalty: 899.545898 Iteration 41Q: 3 clusters Score -918209.7 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1610 members Mstep: Class 2 contains 18026 members Entering Unmasked Estep Score: -918274.437500 Penalty: 899.545898 Iteration 42Q: 3 clusters Score -918274.4 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1474 members Mstep: Class 2 contains 18162 members Entering Unmasked Estep Score: -918320.187500 Penalty: 899.545898 Iteration 43Q: 3 clusters Score -918320.2 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1355 members Mstep: Class 2 contains 18281 members Entering Unmasked Estep Score: -918358.375000 Penalty: 899.545898 Iteration 44Q: 3 clusters Score -918358.4 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1252 members Mstep: Class 2 contains 18384 members Entering Unmasked Estep Score: -918388.625000 Penalty: 899.545898 Iteration 45Q: 3 clusters Score -918388.6 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 18470 members Entering Unmasked Estep Score: -918414.500000 Penalty: 899.545898 Iteration 46Q: 3 clusters Score -918414.5 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 18545 members Entering Unmasked Estep Score: -918439.125000 Penalty: 899.545898 Iteration 47Q: 3 clusters Score -918439.1 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 18623 members Entering Unmasked Estep Score: -918464.125000 Penalty: 899.545898 Iteration 48Q: 3 clusters Score -918464.1 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 18690 members Entering Unmasked Estep Score: -918486.812500 Penalty: 899.545898 Iteration 49Q: 3 clusters Score -918486.8 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 18759 members Entering Unmasked Estep Score: -918510.687500 Penalty: 899.545898 Iteration 50Q: 3 clusters Score -918510.7 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 18814 members Entering Unmasked Estep Score: -918528.875000 Penalty: 899.545898 Iteration 51Q: 3 clusters Score -918528.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 18860 members Entering Unmasked Estep Score: -918539.000000 Penalty: 899.545898 Iteration 52Q: 3 clusters Score -918539 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 18903 members Entering Unmasked Estep Score: -918557.562500 Penalty: 899.545898 Iteration 53Q: 3 clusters Score -918557.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 18944 members Entering Unmasked Estep Score: -918569.312500 Penalty: 899.545898 Iteration 54Q: 3 clusters Score -918569.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 18981 members Entering Unmasked Estep Score: -918582.500000 Penalty: 899.545898 Iteration 55Q: 3 clusters Score -918582.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 19012 members Entering Unmasked Estep Score: -918596.812500 Penalty: 899.545898 Iteration 56Q: 3 clusters Score -918596.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 19045 members Entering Unmasked Estep Score: -918607.250000 Penalty: 899.545898 Iteration 57Q: 3 clusters Score -918607.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 19071 members Entering Unmasked Estep Score: -918611.250000 Penalty: 899.545898 Iteration 58Q: 3 clusters Score -918611.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 19080 members Entering Unmasked Estep Score: -918615.437500 Penalty: 899.545898 Iteration 59Q: 3 clusters Score -918615.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 19090 members Entering Unmasked Estep Score: -918618.250000 Penalty: 899.545898 Iteration 60F: 3 clusters Score -918618.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 19097 members Entering Unmasked Estep Score: -918618.437500 Penalty: 899.545898 Iteration 61Q: 3 clusters Score -918618.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 19106 members Entering Unmasked Estep Score: -918622.937500 Penalty: 899.545898 Iteration 62Q: 3 clusters Score -918622.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 19116 members Entering Unmasked Estep Score: -918629.187500 Penalty: 899.545898 Iteration 63Q: 3 clusters Score -918629.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 19127 members Entering Unmasked Estep Score: -918633.125000 Penalty: 899.545898 Iteration 64Q: 3 clusters Score -918633.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 19140 members Entering Unmasked Estep Score: -918635.062500 Penalty: 899.545898 Iteration 65Q: 3 clusters Score -918635.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 19156 members Entering Unmasked Estep Score: -918643.562500 Penalty: 899.545898 Iteration 66Q: 3 clusters Score -918643.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 19171 members Entering Unmasked Estep Score: -918648.187500 Penalty: 899.545898 Iteration 67Q: 3 clusters Score -918648.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 19180 members Entering Unmasked Estep Score: -918650.062500 Penalty: 899.545898 Iteration 68Q: 3 clusters Score -918650.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 19188 members Entering Unmasked Estep Score: -918652.687500 Penalty: 899.545898 Iteration 69Q: 3 clusters Score -918652.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 19195 members Entering Unmasked Estep Score: -918655.562500 Penalty: 899.545898 Iteration 70Q: 3 clusters Score -918655.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 19200 members Entering Unmasked Estep Score: -918657.562500 Penalty: 899.545898 Iteration 71Q: 3 clusters Score -918657.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 19209 members Entering Unmasked Estep Score: -918657.437500 Penalty: 899.545898 Iteration 72Q: 3 clusters Score -918657.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 19214 members Entering Unmasked Estep Score: -918656.125000 Penalty: 899.545898 Iteration 73Q: 3 clusters Score -918656.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 19215 members Entering Unmasked Estep Score: -918657.250000 Penalty: 899.545898 Iteration 74Q: 3 clusters Score -918657.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 19216 members Entering Unmasked Estep Score: -918657.687500 Penalty: 899.545898 Iteration 75Q: 3 clusters Score -918657.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 19217 members Entering Unmasked Estep Score: -918657.250000 Penalty: 899.545898 Iteration 76Q: 3 clusters Score -918657.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 19217 members Entering Unmasked Estep Score: -918657.250000 Penalty: 899.545898 Iteration 77F: 3 clusters Score -918657.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (517 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Entering Unmasked Estep Score: -19468.314453 Penalty: 284.285950 Iteration 0F: 2 clusters Score -19468.31 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -19000.921875 Penalty: 568.571899 Iteration 0F: 3 clusters Score -19000.92 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -19278.599609 Penalty: 568.571899 Iteration 1F: 3 clusters Score -19278.6 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -19436.255859 Penalty: 568.571899 Iteration 2F: 3 clusters Score -19436.26 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -19489.371094 Penalty: 568.571899 Iteration 3F: 3 clusters Score -19489.37 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -19509.087891 Penalty: 568.571899 Iteration 4Q: 3 clusters Score -19509.09 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -19528.472656 Penalty: 568.571899 Iteration 5Q: 3 clusters Score -19528.47 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -19539.287109 Penalty: 568.571899 Iteration 6Q: 3 clusters Score -19539.29 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -19541.056641 Penalty: 568.571899 Iteration 7Q: 3 clusters Score -19541.06 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -19542.021484 Penalty: 568.571899 Iteration 8Q: 3 clusters Score -19542.02 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -19542.021484 Penalty: 568.571899 Iteration 9F: 3 clusters Score -19542.02 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 1100 members Mstep: Class 3 contains 1817 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 301 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 15220 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 508 members Mstep: Class 10 contains 3796 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 33468 members Mstep: Class 13 contains 19636 members Mstep: Class 14 contains 172 members Mstep: Class 15 contains 4440 members Mstep: Class 16 contains 30043 members Mstep: Class 17 contains 345 members Mstep: Class 20 contains 253582 members Mstep: Class 21 contains 1181 members Entering Unmasked Estep Score: -15547252.000000 Penalty: 11082.726562 Splitting cluster 14 changes total score from -15547474.000000 to -15547252.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 15 (4440 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4440 members Entering Unmasked Estep Score: -178535.078125 Penalty: 382.127655 Iteration 0F: 2 clusters Score -178535.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2181 members Mstep: Class 2 contains 2259 members Entering Unmasked Estep Score: -175506.156250 Penalty: 764.255310 Iteration 0F: 3 clusters Score -175506.2 nChanged 2010 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2033 members Mstep: Class 2 contains 2407 members Entering Unmasked Estep Score: -176592.203125 Penalty: 764.255310 Iteration 1F: 3 clusters Score -176592.2 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1934 members Mstep: Class 2 contains 2506 members Entering Unmasked Estep Score: -176744.484375 Penalty: 764.255310 Iteration 2F: 3 clusters Score -176744.5 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1779 members Mstep: Class 2 contains 2661 members Entering Unmasked Estep Score: -176913.593750 Penalty: 764.255310 Iteration 3F: 3 clusters Score -176913.6 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1592 members Mstep: Class 2 contains 2848 members Entering Unmasked Estep Score: -177106.390625 Penalty: 764.255310 Iteration 4F: 3 clusters Score -177106.4 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1394 members Mstep: Class 2 contains 3046 members Entering Unmasked Estep Score: -177292.718750 Penalty: 764.255310 Iteration 5F: 3 clusters Score -177292.7 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 3228 members Entering Unmasked Estep Score: -177467.765625 Penalty: 764.255310 Iteration 6F: 3 clusters Score -177467.8 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 3371 members Entering Unmasked Estep Score: -177613.625000 Penalty: 764.255310 Iteration 7Q: 3 clusters Score -177613.6 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 3480 members Entering Unmasked Estep Score: -177706.421875 Penalty: 764.255310 Iteration 8Q: 3 clusters Score -177706.4 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 3558 members Entering Unmasked Estep Score: -177791.500000 Penalty: 764.255310 Iteration 9Q: 3 clusters Score -177791.5 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 3613 members Entering Unmasked Estep Score: -177851.062500 Penalty: 764.255310 Iteration 10Q: 3 clusters Score -177851.1 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 3675 members Entering Unmasked Estep Score: -177913.828125 Penalty: 764.255310 Iteration 11Q: 3 clusters Score -177913.8 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 3724 members Entering Unmasked Estep Score: -177986.625000 Penalty: 764.255310 Iteration 12Q: 3 clusters Score -177986.6 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 3759 members Entering Unmasked Estep Score: -178068.437500 Penalty: 764.255310 Iteration 13Q: 3 clusters Score -178068.4 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 3778 members Entering Unmasked Estep Score: -178154.468750 Penalty: 764.255310 Iteration 14Q: 3 clusters Score -178154.5 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 3789 members Entering Unmasked Estep Score: -178199.468750 Penalty: 764.255310 Iteration 15Q: 3 clusters Score -178199.5 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 3801 members Entering Unmasked Estep Score: -178225.687500 Penalty: 764.255310 Iteration 16Q: 3 clusters Score -178225.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 3800 members Entering Unmasked Estep Score: -178244.843750 Penalty: 764.255310 Iteration 17Q: 3 clusters Score -178244.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 3800 members Entering Unmasked Estep Score: -178257.406250 Penalty: 764.255310 Iteration 18Q: 3 clusters Score -178257.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 3801 members Entering Unmasked Estep Score: -178264.312500 Penalty: 764.255310 Iteration 19Q: 3 clusters Score -178264.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 3806 members Entering Unmasked Estep Score: -178274.296875 Penalty: 764.255310 Iteration 20F: 3 clusters Score -178274.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 3810 members Entering Unmasked Estep Score: -178279.687500 Penalty: 764.255310 Iteration 21Q: 3 clusters Score -178279.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 3810 members Entering Unmasked Estep Score: -178282.281250 Penalty: 764.255310 Iteration 22Q: 3 clusters Score -178282.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 3813 members Entering Unmasked Estep Score: -178283.140625 Penalty: 764.255310 Iteration 23Q: 3 clusters Score -178283.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 3814 members Entering Unmasked Estep Score: -178284.109375 Penalty: 764.255310 Iteration 24Q: 3 clusters Score -178284.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 3813 members Entering Unmasked Estep Score: -178283.937500 Penalty: 764.255310 Iteration 25Q: 3 clusters Score -178283.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 3813 members Entering Unmasked Estep Score: -178283.937500 Penalty: 764.255310 Iteration 26F: 3 clusters Score -178283.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (30043 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30043 members Entering Unmasked Estep Score: -1328751.625000 Penalty: 469.122498 Iteration 0F: 2 clusters Score -1328752 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15030 members Mstep: Class 2 contains 15013 members Entering Unmasked Estep Score: -1308671.625000 Penalty: 938.244995 Iteration 0F: 3 clusters Score -1308672 nChanged 14461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15805 members Mstep: Class 2 contains 14238 members Entering Unmasked Estep Score: -1317009.000000 Penalty: 938.244995 Iteration 1F: 3 clusters Score -1317009 nChanged 1151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16294 members Mstep: Class 2 contains 13749 members Entering Unmasked Estep Score: -1317311.875000 Penalty: 938.244995 Iteration 2Q: 3 clusters Score -1317312 nChanged 1227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17047 members Mstep: Class 2 contains 12996 members Entering Unmasked Estep Score: -1317726.250000 Penalty: 938.244995 Iteration 3Q: 3 clusters Score -1317726 nChanged 1488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18103 members Mstep: Class 2 contains 11940 members Entering Unmasked Estep Score: -1318366.375000 Penalty: 938.244995 Iteration 4Q: 3 clusters Score -1318366 nChanged 1805 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19544 members Mstep: Class 2 contains 10499 members Entering Unmasked Estep Score: -1319422.125000 Penalty: 938.244995 Iteration 5F: 3 clusters Score -1319422 nChanged 2036 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21286 members Mstep: Class 2 contains 8757 members Entering Unmasked Estep Score: -1320869.500000 Penalty: 938.244995 Iteration 6F: 3 clusters Score -1320870 nChanged 1986 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23036 members Mstep: Class 2 contains 7007 members Entering Unmasked Estep Score: -1322562.000000 Penalty: 938.244995 Iteration 7F: 3 clusters Score -1322562 nChanged 1667 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24493 members Mstep: Class 2 contains 5550 members Entering Unmasked Estep Score: -1324153.625000 Penalty: 938.244995 Iteration 8F: 3 clusters Score -1324154 nChanged 1268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25499 members Mstep: Class 2 contains 4544 members Entering Unmasked Estep Score: -1325440.000000 Penalty: 938.244995 Iteration 9Q: 3 clusters Score -1325440 nChanged 882 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26133 members Mstep: Class 2 contains 3910 members Entering Unmasked Estep Score: -1326247.125000 Penalty: 938.244995 Iteration 10Q: 3 clusters Score -1326247 nChanged 570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26561 members Mstep: Class 2 contains 3482 members Entering Unmasked Estep Score: -1326622.000000 Penalty: 938.244995 Iteration 11Q: 3 clusters Score -1326622 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26889 members Mstep: Class 2 contains 3154 members Entering Unmasked Estep Score: -1326827.500000 Penalty: 938.244995 Iteration 12Q: 3 clusters Score -1326828 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27197 members Mstep: Class 2 contains 2846 members Entering Unmasked Estep Score: -1326992.000000 Penalty: 938.244995 Iteration 13Q: 3 clusters Score -1326992 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27489 members Mstep: Class 2 contains 2554 members Entering Unmasked Estep Score: -1327127.250000 Penalty: 938.244995 Iteration 14Q: 3 clusters Score -1327127 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27729 members Mstep: Class 2 contains 2314 members Entering Unmasked Estep Score: -1327245.000000 Penalty: 938.244995 Iteration 15Q: 3 clusters Score -1327245 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27969 members Mstep: Class 2 contains 2074 members Entering Unmasked Estep Score: -1327360.250000 Penalty: 938.244995 Iteration 16Q: 3 clusters Score -1327360 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28193 members Mstep: Class 2 contains 1850 members Entering Unmasked Estep Score: -1327463.500000 Penalty: 938.244995 Iteration 17Q: 3 clusters Score -1327464 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28393 members Mstep: Class 2 contains 1650 members Entering Unmasked Estep Score: -1327556.625000 Penalty: 938.244995 Iteration 18Q: 3 clusters Score -1327557 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28588 members Mstep: Class 2 contains 1455 members Entering Unmasked Estep Score: -1327661.375000 Penalty: 938.244995 Iteration 19Q: 3 clusters Score -1327661 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28762 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -1327747.875000 Penalty: 938.244995 Iteration 20F: 3 clusters Score -1327748 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28908 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -1327825.250000 Penalty: 938.244995 Iteration 21Q: 3 clusters Score -1327825 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29013 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -1327876.000000 Penalty: 938.244995 Iteration 22Q: 3 clusters Score -1327876 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29108 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -1327915.625000 Penalty: 938.244995 Iteration 23Q: 3 clusters Score -1327916 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29205 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -1327957.750000 Penalty: 938.244995 Iteration 24Q: 3 clusters Score -1327958 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29287 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -1328003.000000 Penalty: 938.244995 Iteration 25Q: 3 clusters Score -1328003 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29382 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -1328057.625000 Penalty: 938.244995 Iteration 26Q: 3 clusters Score -1328058 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29455 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -1328090.250000 Penalty: 938.244995 Iteration 27Q: 3 clusters Score -1328090 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29519 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -1328120.000000 Penalty: 938.244995 Iteration 28Q: 3 clusters Score -1328120 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29577 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -1328148.500000 Penalty: 938.244995 Iteration 29Q: 3 clusters Score -1328148 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29631 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -1328168.125000 Penalty: 938.244995 Iteration 30Q: 3 clusters Score -1328168 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29669 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -1328184.000000 Penalty: 938.244995 Iteration 31Q: 3 clusters Score -1328184 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29709 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -1328204.375000 Penalty: 938.244995 Iteration 32Q: 3 clusters Score -1328204 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29742 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -1328226.625000 Penalty: 938.244995 Iteration 33Q: 3 clusters Score -1328227 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29777 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -1328257.250000 Penalty: 938.244995 Iteration 34Q: 3 clusters Score -1328257 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29794 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -1328272.625000 Penalty: 938.244995 Iteration 35Q: 3 clusters Score -1328273 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29813 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -1328286.500000 Penalty: 938.244995 Iteration 36Q: 3 clusters Score -1328286 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29832 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -1328302.250000 Penalty: 938.244995 Iteration 37Q: 3 clusters Score -1328302 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29846 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -1328308.000000 Penalty: 938.244995 Iteration 38Q: 3 clusters Score -1328308 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29855 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -1328314.500000 Penalty: 938.244995 Iteration 39Q: 3 clusters Score -1328314 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29862 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -1328315.875000 Penalty: 938.244995 Iteration 40F: 3 clusters Score -1328316 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29866 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -1328317.875000 Penalty: 938.244995 Iteration 41Q: 3 clusters Score -1328318 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29874 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -1328321.875000 Penalty: 938.244995 Iteration 42Q: 3 clusters Score -1328322 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29880 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -1328326.125000 Penalty: 938.244995 Iteration 43Q: 3 clusters Score -1328326 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29884 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -1328329.875000 Penalty: 938.244995 Iteration 44Q: 3 clusters Score -1328330 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29886 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -1328332.000000 Penalty: 938.244995 Iteration 45Q: 3 clusters Score -1328332 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29887 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -1328334.000000 Penalty: 938.244995 Iteration 46Q: 3 clusters Score -1328334 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29894 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -1328340.750000 Penalty: 938.244995 Iteration 47Q: 3 clusters Score -1328341 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29900 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -1328341.125000 Penalty: 938.244995 Iteration 48Q: 3 clusters Score -1328341 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29904 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -1328342.250000 Penalty: 938.244995 Iteration 49Q: 3 clusters Score -1328342 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29906 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -1328345.000000 Penalty: 938.244995 Iteration 50Q: 3 clusters Score -1328345 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29905 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -1328347.375000 Penalty: 938.244995 Iteration 51Q: 3 clusters Score -1328347 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29905 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -1328347.375000 Penalty: 938.244995 Iteration 52F: 3 clusters Score -1328347 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (253582 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253582 members Entering Unmasked Estep Score: -10937331.000000 Penalty: 566.176636 Iteration 0F: 2 clusters Score -1.093733e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126646 members Mstep: Class 2 contains 126936 members Entering Unmasked Estep Score: -10772040.000000 Penalty: 1132.353271 Iteration 0F: 3 clusters Score -1.077204e+07 nChanged 125189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113527 members Mstep: Class 2 contains 140055 members Entering Unmasked Estep Score: -10851956.000000 Penalty: 1132.353271 Iteration 1F: 3 clusters Score -1.085196e+07 nChanged 13398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105287 members Mstep: Class 2 contains 148295 members Entering Unmasked Estep Score: -10857438.000000 Penalty: 1132.353271 Iteration 2F: 3 clusters Score -1.085744e+07 nChanged 14797 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94786 members Mstep: Class 2 contains 158796 members Entering Unmasked Estep Score: -10865058.000000 Penalty: 1132.353271 Iteration 3F: 3 clusters Score -1.086506e+07 nChanged 16049 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82707 members Mstep: Class 2 contains 170875 members Entering Unmasked Estep Score: -10876010.000000 Penalty: 1132.353271 Iteration 4F: 3 clusters Score -1.087601e+07 nChanged 16187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70404 members Mstep: Class 2 contains 183178 members Entering Unmasked Estep Score: -10889645.000000 Penalty: 1132.353271 Iteration 5F: 3 clusters Score -1.088964e+07 nChanged 14331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60829 members Mstep: Class 2 contains 192753 members Entering Unmasked Estep Score: -10903110.000000 Penalty: 1132.353271 Iteration 6F: 3 clusters Score -1.090311e+07 nChanged 10900 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54655 members Mstep: Class 2 contains 198927 members Entering Unmasked Estep Score: -10911445.000000 Penalty: 1132.353271 Iteration 7Q: 3 clusters Score -1.091144e+07 nChanged 7073 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50194 members Mstep: Class 2 contains 203388 members Entering Unmasked Estep Score: -10914850.000000 Penalty: 1132.353271 Iteration 8Q: 3 clusters Score -1.091485e+07 nChanged 4700 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46068 members Mstep: Class 2 contains 207514 members Entering Unmasked Estep Score: -10916948.000000 Penalty: 1132.353271 Iteration 9Q: 3 clusters Score -1.091695e+07 nChanged 4183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41959 members Mstep: Class 2 contains 211623 members Entering Unmasked Estep Score: -10918741.000000 Penalty: 1132.353271 Iteration 10Q: 3 clusters Score -1.091874e+07 nChanged 3908 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38069 members Mstep: Class 2 contains 215513 members Entering Unmasked Estep Score: -10920404.000000 Penalty: 1132.353271 Iteration 11Q: 3 clusters Score -1.09204e+07 nChanged 3767 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34336 members Mstep: Class 2 contains 219246 members Entering Unmasked Estep Score: -10922009.000000 Penalty: 1132.353271 Iteration 12Q: 3 clusters Score -1.092201e+07 nChanged 3668 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30692 members Mstep: Class 2 contains 222890 members Entering Unmasked Estep Score: -10923515.000000 Penalty: 1132.353271 Iteration 13Q: 3 clusters Score -1.092352e+07 nChanged 3560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27146 members Mstep: Class 2 contains 226436 members Entering Unmasked Estep Score: -10925051.000000 Penalty: 1132.353271 Iteration 14Q: 3 clusters Score -1.092505e+07 nChanged 3397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23767 members Mstep: Class 2 contains 229815 members Entering Unmasked Estep Score: -10926474.000000 Penalty: 1132.353271 Iteration 15Q: 3 clusters Score -1.092647e+07 nChanged 3233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20536 members Mstep: Class 2 contains 233046 members Entering Unmasked Estep Score: -10927851.000000 Penalty: 1132.353271 Iteration 16Q: 3 clusters Score -1.092785e+07 nChanged 3138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17406 members Mstep: Class 2 contains 236176 members Entering Unmasked Estep Score: -10929289.000000 Penalty: 1132.353271 Iteration 17Q: 3 clusters Score -1.092929e+07 nChanged 2851 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14557 members Mstep: Class 2 contains 239025 members Entering Unmasked Estep Score: -10930537.000000 Penalty: 1132.353271 Iteration 18Q: 3 clusters Score -1.093054e+07 nChanged 2611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11950 members Mstep: Class 2 contains 241632 members Entering Unmasked Estep Score: -10931722.000000 Penalty: 1132.353271 Iteration 19Q: 3 clusters Score -1.093172e+07 nChanged 2278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9674 members Mstep: Class 2 contains 243908 members Entering Unmasked Estep Score: -10932862.000000 Penalty: 1132.353271 Iteration 20F: 3 clusters Score -1.093286e+07 nChanged 2031 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7643 members Mstep: Class 2 contains 245939 members Entering Unmasked Estep Score: -10933883.000000 Penalty: 1132.353271 Iteration 21Q: 3 clusters Score -1.093388e+07 nChanged 1734 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5909 members Mstep: Class 2 contains 247673 members Entering Unmasked Estep Score: -10934749.000000 Penalty: 1132.353271 Iteration 22Q: 3 clusters Score -1.093475e+07 nChanged 1464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4447 members Mstep: Class 2 contains 249135 members Entering Unmasked Estep Score: -10935475.000000 Penalty: 1132.353271 Iteration 23Q: 3 clusters Score -1.093548e+07 nChanged 1111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3336 members Mstep: Class 2 contains 250246 members Entering Unmasked Estep Score: -10936006.000000 Penalty: 1132.353271 Iteration 24Q: 3 clusters Score -1.093601e+07 nChanged 808 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2528 members Mstep: Class 2 contains 251054 members Entering Unmasked Estep Score: -10936347.000000 Penalty: 1132.353271 Iteration 25Q: 3 clusters Score -1.093635e+07 nChanged 581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1947 members Mstep: Class 2 contains 251635 members Entering Unmasked Estep Score: -10936592.000000 Penalty: 1132.353271 Iteration 26Q: 3 clusters Score -1.093659e+07 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1544 members Mstep: Class 2 contains 252038 members Entering Unmasked Estep Score: -10936724.000000 Penalty: 1132.353271 Iteration 27Q: 3 clusters Score -1.093672e+07 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 252322 members Entering Unmasked Estep Score: -10936886.000000 Penalty: 1132.353271 Iteration 28Q: 3 clusters Score -1.093689e+07 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 252498 members Entering Unmasked Estep Score: -10937014.000000 Penalty: 1132.353271 Iteration 29Q: 3 clusters Score -1.093701e+07 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 252589 members Entering Unmasked Estep Score: -10937125.000000 Penalty: 1132.353271 Iteration 30Q: 3 clusters Score -1.093712e+07 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 252632 members Entering Unmasked Estep Score: -10937207.000000 Penalty: 1132.353271 Iteration 31Q: 3 clusters Score -1.093721e+07 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 252617 members Entering Unmasked Estep Score: -10937301.000000 Penalty: 1132.353271 Iteration 32Q: 3 clusters Score -1.09373e+07 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 252571 members Entering Unmasked Estep Score: -10937405.000000 Penalty: 1132.353271 Iteration 33Q: 3 clusters Score -1.09374e+07 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 252497 members Entering Unmasked Estep Score: -10937513.000000 Penalty: 1132.353271 Iteration 34Q: 3 clusters Score -1.093751e+07 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 252424 members Entering Unmasked Estep Score: -10937572.000000 Penalty: 1132.353271 Iteration 35Q: 3 clusters Score -1.093757e+07 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 252367 members Entering Unmasked Estep Score: -10937594.000000 Penalty: 1132.353271 Iteration 36Q: 3 clusters Score -1.093759e+07 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1267 members Mstep: Class 2 contains 252315 members Entering Unmasked Estep Score: -10937618.000000 Penalty: 1132.353271 Iteration 37Q: 3 clusters Score -1.093762e+07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1307 members Mstep: Class 2 contains 252275 members Entering Unmasked Estep Score: -10937638.000000 Penalty: 1132.353271 Iteration 38Q: 3 clusters Score -1.093764e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 252238 members Entering Unmasked Estep Score: -10937660.000000 Penalty: 1132.353271 Iteration 39Q: 3 clusters Score -1.093766e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1379 members Mstep: Class 2 contains 252203 members Entering Unmasked Estep Score: -10937785.000000 Penalty: 1132.353271 Iteration 40F: 3 clusters Score -1.093778e+07 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1551 members Mstep: Class 2 contains 252031 members Entering Unmasked Estep Score: -10937975.000000 Penalty: 1132.353271 Iteration 41Q: 3 clusters Score -1.093798e+07 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1754 members Mstep: Class 2 contains 251828 members Entering Unmasked Estep Score: -10938211.000000 Penalty: 1132.353271 Iteration 42Q: 3 clusters Score -1.093821e+07 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1999 members Mstep: Class 2 contains 251583 members Entering Unmasked Estep Score: -10938441.000000 Penalty: 1132.353271 Iteration 43Q: 3 clusters Score -1.093844e+07 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2263 members Mstep: Class 2 contains 251319 members Entering Unmasked Estep Score: -10938699.000000 Penalty: 1132.353271 Iteration 44Q: 3 clusters Score -1.09387e+07 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2535 members Mstep: Class 2 contains 251047 members Entering Unmasked Estep Score: -10938927.000000 Penalty: 1132.353271 Iteration 45Q: 3 clusters Score -1.093893e+07 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2765 members Mstep: Class 2 contains 250817 members Entering Unmasked Estep Score: -10939057.000000 Penalty: 1132.353271 Iteration 46Q: 3 clusters Score -1.093906e+07 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2968 members Mstep: Class 2 contains 250614 members Entering Unmasked Estep Score: -10939167.000000 Penalty: 1132.353271 Iteration 47Q: 3 clusters Score -1.093917e+07 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3119 members Mstep: Class 2 contains 250463 members Entering Unmasked Estep Score: -10939261.000000 Penalty: 1132.353271 Iteration 48Q: 3 clusters Score -1.093926e+07 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3236 members Mstep: Class 2 contains 250346 members Entering Unmasked Estep Score: -10939318.000000 Penalty: 1132.353271 Iteration 49Q: 3 clusters Score -1.093932e+07 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3330 members Mstep: Class 2 contains 250252 members Entering Unmasked Estep Score: -10939340.000000 Penalty: 1132.353271 Iteration 50Q: 3 clusters Score -1.093934e+07 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3414 members Mstep: Class 2 contains 250168 members Entering Unmasked Estep Score: -10939344.000000 Penalty: 1132.353271 Iteration 51Q: 3 clusters Score -1.093934e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3470 members Mstep: Class 2 contains 250112 members Entering Unmasked Estep Score: -10939355.000000 Penalty: 1132.353271 Iteration 52Q: 3 clusters Score -1.093936e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3521 members Mstep: Class 2 contains 250061 members Entering Unmasked Estep Score: -10939376.000000 Penalty: 1132.353271 Iteration 53Q: 3 clusters Score -1.093938e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3568 members Mstep: Class 2 contains 250014 members Entering Unmasked Estep Score: -10939412.000000 Penalty: 1132.353271 Iteration 54Q: 3 clusters Score -1.093941e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3617 members Mstep: Class 2 contains 249965 members Entering Unmasked Estep Score: -10939429.000000 Penalty: 1132.353271 Iteration 55Q: 3 clusters Score -1.093943e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3654 members Mstep: Class 2 contains 249928 members Entering Unmasked Estep Score: -10939430.000000 Penalty: 1132.353271 Iteration 56Q: 3 clusters Score -1.093943e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3682 members Mstep: Class 2 contains 249900 members Entering Unmasked Estep Score: -10939447.000000 Penalty: 1132.353271 Iteration 57Q: 3 clusters Score -1.093945e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3704 members Mstep: Class 2 contains 249878 members Entering Unmasked Estep Score: -10939447.000000 Penalty: 1132.353271 Iteration 58Q: 3 clusters Score -1.093945e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3727 members Mstep: Class 2 contains 249855 members Entering Unmasked Estep Score: -10939455.000000 Penalty: 1132.353271 Iteration 59Q: 3 clusters Score -1.093946e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3738 members Mstep: Class 2 contains 249844 members Entering Unmasked Estep Score: -10939522.000000 Penalty: 1132.353271 Iteration 60F: 3 clusters Score -1.093952e+07 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3866 members Mstep: Class 2 contains 249716 members Entering Unmasked Estep Score: -10939574.000000 Penalty: 1132.353271 Iteration 61Q: 3 clusters Score -1.093957e+07 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3991 members Mstep: Class 2 contains 249591 members Entering Unmasked Estep Score: -10939644.000000 Penalty: 1132.353271 Iteration 62Q: 3 clusters Score -1.093964e+07 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4087 members Mstep: Class 2 contains 249495 members Entering Unmasked Estep Score: -10939690.000000 Penalty: 1132.353271 Iteration 63Q: 3 clusters Score -1.093969e+07 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4167 members Mstep: Class 2 contains 249415 members Entering Unmasked Estep Score: -10939717.000000 Penalty: 1132.353271 Iteration 64Q: 3 clusters Score -1.093972e+07 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4241 members Mstep: Class 2 contains 249341 members Entering Unmasked Estep Score: -10939746.000000 Penalty: 1132.353271 Iteration 65Q: 3 clusters Score -1.093975e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4296 members Mstep: Class 2 contains 249286 members Entering Unmasked Estep Score: -10939757.000000 Penalty: 1132.353271 Iteration 66Q: 3 clusters Score -1.093976e+07 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4356 members Mstep: Class 2 contains 249226 members Entering Unmasked Estep Score: -10939760.000000 Penalty: 1132.353271 Iteration 67Q: 3 clusters Score -1.093976e+07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4414 members Mstep: Class 2 contains 249168 members Entering Unmasked Estep Score: -10939771.000000 Penalty: 1132.353271 Iteration 68Q: 3 clusters Score -1.093977e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4470 members Mstep: Class 2 contains 249112 members Entering Unmasked Estep Score: -10939774.000000 Penalty: 1132.353271 Iteration 69Q: 3 clusters Score -1.093977e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4522 members Mstep: Class 2 contains 249060 members Entering Unmasked Estep Score: -10939800.000000 Penalty: 1132.353271 Iteration 70Q: 3 clusters Score -1.09398e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4566 members Mstep: Class 2 contains 249016 members Entering Unmasked Estep Score: -10939812.000000 Penalty: 1132.353271 Iteration 71Q: 3 clusters Score -1.093981e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4608 members Mstep: Class 2 contains 248974 members Entering Unmasked Estep Score: -10939806.000000 Penalty: 1132.353271 Iteration 72Q: 3 clusters Score -1.093981e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4647 members Mstep: Class 2 contains 248935 members Entering Unmasked Estep Score: -10939819.000000 Penalty: 1132.353271 Iteration 73Q: 3 clusters Score -1.093982e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4691 members Mstep: Class 2 contains 248891 members Entering Unmasked Estep Score: -10939858.000000 Penalty: 1132.353271 Iteration 74Q: 3 clusters Score -1.093986e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4725 members Mstep: Class 2 contains 248857 members Entering Unmasked Estep Score: -10939889.000000 Penalty: 1132.353271 Iteration 75Q: 3 clusters Score -1.093989e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4752 members Mstep: Class 2 contains 248830 members Entering Unmasked Estep Score: -10939914.000000 Penalty: 1132.353271 Iteration 76Q: 3 clusters Score -1.093991e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4778 members Mstep: Class 2 contains 248804 members Entering Unmasked Estep Score: -10939918.000000 Penalty: 1132.353271 Iteration 77Q: 3 clusters Score -1.093992e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4803 members Mstep: Class 2 contains 248779 members Entering Unmasked Estep Score: -10939923.000000 Penalty: 1132.353271 Iteration 78Q: 3 clusters Score -1.093992e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4819 members Mstep: Class 2 contains 248763 members Entering Unmasked Estep Score: -10939927.000000 Penalty: 1132.353271 Iteration 79Q: 3 clusters Score -1.093993e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4833 members Mstep: Class 2 contains 248749 members Entering Unmasked Estep Score: -10939918.000000 Penalty: 1132.353271 Iteration 80F: 3 clusters Score -1.093992e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4843 members Mstep: Class 2 contains 248739 members Entering Unmasked Estep Score: -10939911.000000 Penalty: 1132.353271 Iteration 81Q: 3 clusters Score -1.093991e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4855 members Mstep: Class 2 contains 248727 members Entering Unmasked Estep Score: -10939903.000000 Penalty: 1132.353271 Iteration 82Q: 3 clusters Score -1.09399e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4864 members Mstep: Class 2 contains 248718 members Entering Unmasked Estep Score: -10939906.000000 Penalty: 1132.353271 Iteration 83Q: 3 clusters Score -1.093991e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4867 members Mstep: Class 2 contains 248715 members Entering Unmasked Estep Score: -10939909.000000 Penalty: 1132.353271 Iteration 84Q: 3 clusters Score -1.093991e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4869 members Mstep: Class 2 contains 248713 members Entering Unmasked Estep Score: -10939904.000000 Penalty: 1132.353271 Iteration 85Q: 3 clusters Score -1.09399e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4870 members Mstep: Class 2 contains 248712 members Entering Unmasked Estep Score: -10939907.000000 Penalty: 1132.353271 Iteration 86Q: 3 clusters Score -1.093991e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4870 members Mstep: Class 2 contains 248712 members Entering Unmasked Estep Score: -10939907.000000 Penalty: 1132.353271 Iteration 87F: 3 clusters Score -1.093991e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 1100 members Mstep: Class 3 contains 1817 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 301 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 15220 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 508 members Mstep: Class 10 contains 3796 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 33468 members Mstep: Class 13 contains 19636 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4440 members Mstep: Class 16 contains 30043 members Mstep: Class 17 contains 248712 members Mstep: Class 20 contains 4870 members Mstep: Class 21 contains 1181 members Entering Unmasked Estep Score: -15550123.000000 Penalty: 11082.726562 Splitting cluster 20 changes total score from -15547474.000000 to -15550123.000000 So it's getting split into cluster 17. Entering ConstructFrom: Trying to split cluster 21 (1181 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Entering Unmasked Estep Score: -55610.218750 Penalty: 321.872314 Iteration 0F: 2 clusters Score -55610.22 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 577 members Entering Unmasked Estep Score: -54659.335938 Penalty: 643.744629 Iteration 0F: 3 clusters Score -54659.34 nChanged 474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -54925.855469 Penalty: 643.744629 Iteration 1F: 3 clusters Score -54925.86 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -54982.457031 Penalty: 643.744629 Iteration 2F: 3 clusters Score -54982.46 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -55019.742188 Penalty: 643.744629 Iteration 3Q: 3 clusters Score -55019.74 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -55052.882812 Penalty: 643.744629 Iteration 4Q: 3 clusters Score -55052.88 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -55082.453125 Penalty: 643.744629 Iteration 5Q: 3 clusters Score -55082.45 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -55125.859375 Penalty: 643.744629 Iteration 6Q: 3 clusters Score -55125.86 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -55155.468750 Penalty: 643.744629 Iteration 7Q: 3 clusters Score -55155.47 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -55187.652344 Penalty: 643.744629 Iteration 8Q: 3 clusters Score -55187.65 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -55221.667969 Penalty: 643.744629 Iteration 9Q: 3 clusters Score -55221.67 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -55241.234375 Penalty: 643.744629 Iteration 10Q: 3 clusters Score -55241.23 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -55250.078125 Penalty: 643.744629 Iteration 11Q: 3 clusters Score -55250.08 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -55261.636719 Penalty: 643.744629 Iteration 12Q: 3 clusters Score -55261.64 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -55271.859375 Penalty: 643.744629 Iteration 13Q: 3 clusters Score -55271.86 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -55283.722656 Penalty: 643.744629 Iteration 14Q: 3 clusters Score -55283.72 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -55295.058594 Penalty: 643.744629 Iteration 15Q: 3 clusters Score -55295.06 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -55300.808594 Penalty: 643.744629 Iteration 16Q: 3 clusters Score -55300.81 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -55302.925781 Penalty: 643.744629 Iteration 17Q: 3 clusters Score -55302.93 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -55303.613281 Penalty: 643.744629 Iteration 18Q: 3 clusters Score -55303.61 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -55304.234375 Penalty: 643.744629 Iteration 19Q: 3 clusters Score -55304.23 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -55304.734375 Penalty: 643.744629 Iteration 20F: 3 clusters Score -55304.73 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 1100 members Mstep: Class 3 contains 1817 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 301 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 15220 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 508 members Mstep: Class 10 contains 3796 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 33468 members Mstep: Class 13 contains 19636 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4440 members Mstep: Class 16 contains 30043 members Mstep: Class 20 contains 4870 members Mstep: Class 21 contains 1181 members Entering Unmasked Estep ConsiderDeletion Score: -15550148.000000 Penalty: 11082.726562 Iteration 119Q: 20 clusters Score -1.555015e+07 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 1101 members Mstep: Class 3 contains 1845 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 301 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 15267 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 508 members Mstep: Class 10 contains 3796 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 33530 members Mstep: Class 13 contains 19673 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4440 members Mstep: Class 16 contains 30078 members Mstep: Class 17 contains 248495 members Mstep: Class 20 contains 4875 members Mstep: Class 21 contains 1183 members Entering Unmasked Estep ConsiderDeletion Score: -15550204.000000 Penalty: 11082.726562 Iteration 120F: 20 clusters Score -1.55502e+07 nChanged 928 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1295 members Mstep: Class 2 contains 1101 members Mstep: Class 3 contains 1852 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 299 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 15193 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 508 members Mstep: Class 10 contains 3796 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 33146 members Mstep: Class 13 contains 19533 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4439 members Mstep: Class 16 contains 29939 members Mstep: Class 17 contains 249241 members Mstep: Class 20 contains 4884 members Mstep: Class 21 contains 1177 members Entering Unmasked Estep ConsiderDeletion Score: -15550170.000000 Penalty: 11082.726562 Iteration 121Q: 20 clusters Score -1.555017e+07 nChanged 604 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1282 members Mstep: Class 2 contains 1101 members Mstep: Class 3 contains 1854 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 297 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 15146 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 508 members Mstep: Class 10 contains 3793 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 32881 members Mstep: Class 13 contains 19423 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4433 members Mstep: Class 16 contains 29884 members Mstep: Class 17 contains 249720 members Mstep: Class 20 contains 4905 members Mstep: Class 21 contains 1176 members Entering Unmasked Estep ConsiderDeletion Score: -15550107.000000 Penalty: 11082.726562 Iteration 122Q: 20 clusters Score -1.555011e+07 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1269 members Mstep: Class 2 contains 1101 members Mstep: Class 3 contains 1853 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 297 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 15113 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 508 members Mstep: Class 10 contains 3787 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 32712 members Mstep: Class 13 contains 19343 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4420 members Mstep: Class 16 contains 29862 members Mstep: Class 17 contains 250027 members Mstep: Class 20 contains 4936 members Mstep: Class 21 contains 1175 members Entering Unmasked Estep ConsiderDeletion Score: -15550048.000000 Penalty: 11082.726562 Iteration 123Q: 20 clusters Score -1.555005e+07 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 1101 members Mstep: Class 3 contains 1854 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 297 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 15098 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 508 members Mstep: Class 10 contains 3782 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 32591 members Mstep: Class 13 contains 19272 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4409 members Mstep: Class 16 contains 29857 members Mstep: Class 17 contains 250231 members Mstep: Class 20 contains 4971 members Mstep: Class 21 contains 1175 members Entering Unmasked Estep ConsiderDeletion Score: -15550028.000000 Penalty: 11082.726562 Iteration 124Q: 20 clusters Score -1.555003e+07 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 1102 members Mstep: Class 3 contains 1856 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 297 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 15078 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 508 members Mstep: Class 10 contains 3777 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 32496 members Mstep: Class 13 contains 19212 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4398 members Mstep: Class 16 contains 29857 members Mstep: Class 17 contains 250397 members Mstep: Class 20 contains 5000 members Mstep: Class 21 contains 1175 members Entering Unmasked Estep ConsiderDeletion Score: -15550093.000000 Penalty: 11082.726562 Iteration 125Q: 20 clusters Score -1.555009e+07 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 1104 members Mstep: Class 3 contains 1856 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 296 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 15062 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 508 members Mstep: Class 10 contains 3775 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 32429 members Mstep: Class 13 contains 19169 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4384 members Mstep: Class 16 contains 29854 members Mstep: Class 17 contains 250524 members Mstep: Class 20 contains 5021 members Mstep: Class 21 contains 1178 members Entering Unmasked Estep ConsiderDeletion Score: -15550063.000000 Penalty: 11082.726562 Iteration 126Q: 20 clusters Score -1.555006e+07 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 1104 members Mstep: Class 3 contains 1857 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 296 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 15062 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 508 members Mstep: Class 10 contains 3774 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 32391 members Mstep: Class 13 contains 19128 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4367 members Mstep: Class 16 contains 29845 members Mstep: Class 17 contains 250614 members Mstep: Class 20 contains 5041 members Mstep: Class 21 contains 1181 members Entering Unmasked Estep ConsiderDeletion Score: -15550026.000000 Penalty: 11082.726562 Iteration 127Q: 20 clusters Score -1.555003e+07 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 1104 members Mstep: Class 3 contains 1858 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 296 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 15062 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 507 members Mstep: Class 10 contains 3772 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 32373 members Mstep: Class 13 contains 19093 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4352 members Mstep: Class 16 contains 29840 members Mstep: Class 17 contains 250670 members Mstep: Class 20 contains 5063 members Mstep: Class 21 contains 1187 members Entering Unmasked Estep ConsiderDeletion Score: -15550024.000000 Penalty: 11082.726562 Iteration 128Q: 20 clusters Score -1.555002e+07 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 1105 members Mstep: Class 3 contains 1858 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 296 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 15057 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 507 members Mstep: Class 10 contains 3771 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 32353 members Mstep: Class 13 contains 19059 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4330 members Mstep: Class 16 contains 29835 members Mstep: Class 17 contains 250749 members Mstep: Class 20 contains 5078 members Mstep: Class 21 contains 1191 members Entering Unmasked Estep ConsiderDeletion Score: -15550040.000000 Penalty: 11082.726562 Iteration 129Q: 20 clusters Score -1.555004e+07 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 1105 members Mstep: Class 3 contains 1858 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 296 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 15054 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 507 members Mstep: Class 10 contains 3772 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 32323 members Mstep: Class 13 contains 19022 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4309 members Mstep: Class 16 contains 29833 members Mstep: Class 17 contains 250839 members Mstep: Class 20 contains 5088 members Mstep: Class 21 contains 1192 members Entering Unmasked Estep ConsiderDeletion Score: -15549996.000000 Penalty: 11082.726562 Iteration 130Q: 20 clusters Score -1.555e+07 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 1105 members Mstep: Class 3 contains 1857 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 296 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 15049 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 507 members Mstep: Class 10 contains 3771 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 32305 members Mstep: Class 13 contains 18997 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4281 members Mstep: Class 16 contains 29837 members Mstep: Class 17 contains 250912 members Mstep: Class 20 contains 5095 members Mstep: Class 21 contains 1192 members Entering Unmasked Estep ConsiderDeletion Score: -15549979.000000 Penalty: 11082.726562 Iteration 131Q: 20 clusters Score -1.554998e+07 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 1105 members Mstep: Class 3 contains 1857 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 296 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 15047 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 507 members Mstep: Class 10 contains 3770 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 32274 members Mstep: Class 13 contains 18973 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4255 members Mstep: Class 16 contains 29839 members Mstep: Class 17 contains 250992 members Mstep: Class 20 contains 5099 members Mstep: Class 21 contains 1192 members Entering Unmasked Estep ConsiderDeletion Score: -15549974.000000 Penalty: 11082.726562 Iteration 132Q: 20 clusters Score -1.554997e+07 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 1105 members Mstep: Class 3 contains 1857 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 298 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 15045 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 507 members Mstep: Class 10 contains 3768 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 32249 members Mstep: Class 13 contains 18949 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4232 members Mstep: Class 16 contains 29841 members Mstep: Class 17 contains 251067 members Mstep: Class 20 contains 5102 members Mstep: Class 21 contains 1192 members Entering Unmasked Estep ConsiderDeletion Score: -15549965.000000 Penalty: 11082.726562 Iteration 133Q: 20 clusters Score -1.554996e+07 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 1105 members Mstep: Class 3 contains 1857 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 297 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 15044 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 508 members Mstep: Class 10 contains 3768 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 32238 members Mstep: Class 13 contains 18921 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4206 members Mstep: Class 16 contains 29844 members Mstep: Class 17 contains 251130 members Mstep: Class 20 contains 5105 members Mstep: Class 21 contains 1192 members Entering Unmasked Estep ConsiderDeletion Score: -15549973.000000 Penalty: 11082.726562 Iteration 134Q: 20 clusters Score -1.554997e+07 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1187 members Mstep: Class 2 contains 1105 members Mstep: Class 3 contains 1858 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 296 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 15044 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 508 members Mstep: Class 10 contains 3768 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 32239 members Mstep: Class 13 contains 18892 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4185 members Mstep: Class 16 contains 29846 members Mstep: Class 17 contains 251174 members Mstep: Class 20 contains 5109 members Mstep: Class 21 contains 1192 members Entering Unmasked Estep ConsiderDeletion Score: -15549958.000000 Penalty: 11082.726562 Iteration 135Q: 20 clusters Score -1.554996e+07 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 1105 members Mstep: Class 3 contains 1858 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 296 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 15044 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 508 members Mstep: Class 10 contains 3768 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 32234 members Mstep: Class 13 contains 18867 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4172 members Mstep: Class 16 contains 29849 members Mstep: Class 17 contains 251211 members Mstep: Class 20 contains 5114 members Mstep: Class 21 contains 1192 members Entering Unmasked Estep ConsiderDeletion Score: -15549951.000000 Penalty: 11082.726562 Iteration 136Q: 20 clusters Score -1.554995e+07 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1179 members Mstep: Class 2 contains 1105 members Mstep: Class 3 contains 1859 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 295 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 15044 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 508 members Mstep: Class 10 contains 3768 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 32235 members Mstep: Class 13 contains 18845 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4157 members Mstep: Class 16 contains 29849 members Mstep: Class 17 contains 251247 members Mstep: Class 20 contains 5120 members Mstep: Class 21 contains 1192 members Entering Unmasked Estep ConsiderDeletion Score: -15549968.000000 Penalty: 11082.726562 Iteration 137Q: 20 clusters Score -1.554997e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 1105 members Mstep: Class 3 contains 1859 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 295 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 15044 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 507 members Mstep: Class 10 contains 3768 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 32238 members Mstep: Class 13 contains 18824 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4145 members Mstep: Class 16 contains 29850 members Mstep: Class 17 contains 251278 members Mstep: Class 20 contains 5127 members Mstep: Class 21 contains 1192 members Entering Unmasked Estep ConsiderDeletion Score: -15549958.000000 Penalty: 11082.726562 Iteration 138Q: 20 clusters Score -1.554996e+07 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 1105 members Mstep: Class 3 contains 1859 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 295 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 15045 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 506 members Mstep: Class 10 contains 3768 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 32251 members Mstep: Class 13 contains 18803 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4131 members Mstep: Class 16 contains 29851 members Mstep: Class 17 contains 251296 members Mstep: Class 20 contains 5134 members Mstep: Class 21 contains 1192 members Entering Unmasked Estep ConsiderDeletion Score: -15549979.000000 Penalty: 11082.726562 Iteration 139Q: 20 clusters Score -1.554998e+07 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1164 members Mstep: Class 2 contains 1105 members Mstep: Class 3 contains 1861 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 295 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 15045 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 505 members Mstep: Class 10 contains 3768 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 32258 members Mstep: Class 13 contains 18778 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4121 members Mstep: Class 16 contains 29850 members Mstep: Class 17 contains 251320 members Mstep: Class 20 contains 5141 members Mstep: Class 21 contains 1192 members Entering Unmasked Estep ConsiderDeletion Score: -15549989.000000 Penalty: 11082.726562 Iteration 140F: 20 clusters Score -1.554999e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 1105 members Mstep: Class 3 contains 1860 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 295 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 15045 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 505 members Mstep: Class 10 contains 3768 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 32265 members Mstep: Class 13 contains 18762 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4111 members Mstep: Class 16 contains 29849 members Mstep: Class 17 contains 251336 members Mstep: Class 20 contains 5147 members Mstep: Class 21 contains 1192 members Entering Unmasked Estep ConsiderDeletion Score: -15549993.000000 Penalty: 11082.726562 Iteration 141Q: 20 clusters Score -1.554999e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 1105 members Mstep: Class 3 contains 1860 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 295 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 15045 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 505 members Mstep: Class 10 contains 3768 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 32264 members Mstep: Class 13 contains 18748 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4105 members Mstep: Class 16 contains 29849 members Mstep: Class 17 contains 251350 members Mstep: Class 20 contains 5152 members Mstep: Class 21 contains 1192 members Entering Unmasked Estep ConsiderDeletion Score: -15549974.000000 Penalty: 11082.726562 Iteration 142Q: 20 clusters Score -1.554997e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 1105 members Mstep: Class 3 contains 1860 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 295 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 15045 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 505 members Mstep: Class 10 contains 3768 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 32267 members Mstep: Class 13 contains 18738 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4097 members Mstep: Class 16 contains 29849 members Mstep: Class 17 contains 251362 members Mstep: Class 20 contains 5157 members Mstep: Class 21 contains 1192 members Entering Unmasked Estep ConsiderDeletion Score: -15549963.000000 Penalty: 11082.726562 Iteration 143Q: 20 clusters Score -1.554996e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 1105 members Mstep: Class 3 contains 1859 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 295 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 15045 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 504 members Mstep: Class 10 contains 3768 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 32269 members Mstep: Class 13 contains 18732 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4089 members Mstep: Class 16 contains 29849 members Mstep: Class 17 contains 251368 members Mstep: Class 20 contains 5165 members Mstep: Class 21 contains 1192 members Entering Unmasked Estep ConsiderDeletion Score: -15549959.000000 Penalty: 11082.726562 Iteration 144Q: 20 clusters Score -1.554996e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 1105 members Mstep: Class 3 contains 1859 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 295 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 15045 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 504 members Mstep: Class 10 contains 3768 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 32273 members Mstep: Class 13 contains 18730 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4080 members Mstep: Class 16 contains 29849 members Mstep: Class 17 contains 251367 members Mstep: Class 20 contains 5173 members Mstep: Class 21 contains 1192 members Entering Unmasked Estep ConsiderDeletion Score: -15549974.000000 Penalty: 11082.726562 Iteration 145Q: 20 clusters Score -1.554997e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 1105 members Mstep: Class 3 contains 1859 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 295 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 15045 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 504 members Mstep: Class 10 contains 3768 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 32274 members Mstep: Class 13 contains 18729 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4073 members Mstep: Class 16 contains 29850 members Mstep: Class 17 contains 251366 members Mstep: Class 20 contains 5180 members Mstep: Class 21 contains 1192 members Entering Unmasked Estep ConsiderDeletion Score: -15549984.000000 Penalty: 11082.726562 Iteration 146Q: 20 clusters Score -1.554998e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1162 members Mstep: Class 2 contains 1105 members Mstep: Class 3 contains 1859 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 295 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 15045 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 504 members Mstep: Class 10 contains 3768 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 32271 members Mstep: Class 13 contains 18727 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4069 members Mstep: Class 16 contains 29850 members Mstep: Class 17 contains 251369 members Mstep: Class 20 contains 5187 members Mstep: Class 21 contains 1192 members Entering Unmasked Estep ConsiderDeletion Score: -15549992.000000 Penalty: 11082.726562 Iteration 147Q: 20 clusters Score -1.554999e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 1105 members Mstep: Class 3 contains 1859 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 295 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 15045 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 504 members Mstep: Class 10 contains 3768 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 32267 members Mstep: Class 13 contains 18726 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4063 members Mstep: Class 16 contains 29852 members Mstep: Class 17 contains 251376 members Mstep: Class 20 contains 5190 members Mstep: Class 21 contains 1192 members Entering Unmasked Estep ConsiderDeletion Score: -15549984.000000 Penalty: 11082.726562 Iteration 148Q: 20 clusters Score -1.554998e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 1105 members Mstep: Class 3 contains 1859 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 295 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 15045 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 504 members Mstep: Class 10 contains 3769 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 32269 members Mstep: Class 13 contains 18726 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4053 members Mstep: Class 16 contains 29851 members Mstep: Class 17 contains 251379 members Mstep: Class 20 contains 5195 members Mstep: Class 21 contains 1192 members Entering Unmasked Estep ConsiderDeletion Score: -15549991.000000 Penalty: 11082.726562 Iteration 149Q: 20 clusters Score -1.554999e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 1105 members Mstep: Class 3 contains 1859 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 295 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 15045 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 503 members Mstep: Class 10 contains 3769 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 32268 members Mstep: Class 13 contains 18726 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4046 members Mstep: Class 16 contains 29851 members Mstep: Class 17 contains 251380 members Mstep: Class 20 contains 5203 members Mstep: Class 21 contains 1192 members Entering Unmasked Estep ConsiderDeletion Score: -15549984.000000 Penalty: 11082.726562 Iteration 150Q: 20 clusters Score -1.554998e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 1105 members Mstep: Class 3 contains 1859 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 295 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 15046 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 503 members Mstep: Class 10 contains 3769 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 32268 members Mstep: Class 13 contains 18726 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4039 members Mstep: Class 16 contains 29851 members Mstep: Class 17 contains 251378 members Mstep: Class 20 contains 5211 members Mstep: Class 21 contains 1192 members Entering Unmasked Estep ConsiderDeletion Score: -15549977.000000 Penalty: 11082.726562 Iteration 151Q: 20 clusters Score -1.554998e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 1105 members Mstep: Class 3 contains 1859 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 295 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 15047 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 503 members Mstep: Class 10 contains 3769 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 32267 members Mstep: Class 13 contains 18726 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4031 members Mstep: Class 16 contains 29850 members Mstep: Class 17 contains 251381 members Mstep: Class 20 contains 5217 members Mstep: Class 21 contains 1192 members Entering Unmasked Estep ConsiderDeletion Score: -15549984.000000 Penalty: 11082.726562 Iteration 152Q: 20 clusters Score -1.554998e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 1105 members Mstep: Class 3 contains 1859 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 295 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 15047 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 503 members Mstep: Class 10 contains 3769 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 32257 members Mstep: Class 13 contains 18726 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4027 members Mstep: Class 16 contains 29850 members Mstep: Class 17 contains 251390 members Mstep: Class 20 contains 5222 members Mstep: Class 21 contains 1192 members Entering Unmasked Estep ConsiderDeletion Score: -15549981.000000 Penalty: 11082.726562 Iteration 153Q: 20 clusters Score -1.554998e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 1105 members Mstep: Class 3 contains 1859 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 295 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 15048 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 503 members Mstep: Class 10 contains 3769 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 32247 members Mstep: Class 13 contains 18726 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4025 members Mstep: Class 16 contains 29850 members Mstep: Class 17 contains 251399 members Mstep: Class 20 contains 5224 members Mstep: Class 21 contains 1192 members Entering Unmasked Estep ConsiderDeletion Score: -15550000.000000 Penalty: 11082.726562 Iteration 154Q: 20 clusters Score -1.555e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 1105 members Mstep: Class 3 contains 1859 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 295 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 15049 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 503 members Mstep: Class 10 contains 3769 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 32242 members Mstep: Class 13 contains 18726 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4024 members Mstep: Class 16 contains 29849 members Mstep: Class 17 contains 251404 members Mstep: Class 20 contains 5225 members Mstep: Class 21 contains 1192 members Entering Unmasked Estep ConsiderDeletion Score: -15550009.000000 Penalty: 11082.726562 Iteration 155Q: 20 clusters Score -1.555001e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 1105 members Mstep: Class 3 contains 1859 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 295 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 15049 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 503 members Mstep: Class 10 contains 3769 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 32240 members Mstep: Class 13 contains 18726 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4023 members Mstep: Class 16 contains 29849 members Mstep: Class 17 contains 251404 members Mstep: Class 20 contains 5228 members Mstep: Class 21 contains 1192 members Entering Unmasked Estep ConsiderDeletion Score: -15550002.000000 Penalty: 11082.726562 Iteration 156Q: 20 clusters Score -1.555e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 1105 members Mstep: Class 3 contains 1859 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 295 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 15049 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 503 members Mstep: Class 10 contains 3769 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 32239 members Mstep: Class 13 contains 18726 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4023 members Mstep: Class 16 contains 29850 members Mstep: Class 17 contains 251401 members Mstep: Class 20 contains 5231 members Mstep: Class 21 contains 1192 members Entering Unmasked Estep ConsiderDeletion Score: -15550010.000000 Penalty: 11082.726562 Iteration 157Q: 20 clusters Score -1.555001e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 1105 members Mstep: Class 3 contains 1859 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 295 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 15049 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 503 members Mstep: Class 10 contains 3770 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 32238 members Mstep: Class 13 contains 18726 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4023 members Mstep: Class 16 contains 29850 members Mstep: Class 17 contains 251399 members Mstep: Class 20 contains 5233 members Mstep: Class 21 contains 1192 members Entering Unmasked Estep ConsiderDeletion Score: -15550011.000000 Penalty: 11082.726562 Iteration 158Q: 20 clusters Score -1.555001e+07 nChanged 3 Entering ConstructFrom: Score: -15550011.000000 Penalty: 11082.726562 Entering ConstructFrom: Trying to split cluster 1 (1161 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Entering Unmasked Estep Score: -49651.261719 Penalty: 321.095184 Iteration 0F: 2 clusters Score -49651.26 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -48741.515625 Penalty: 642.190369 Iteration 0F: 3 clusters Score -48741.52 nChanged 472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -49047.710938 Penalty: 642.190369 Iteration 1F: 3 clusters Score -49047.71 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -49138.128906 Penalty: 642.190369 Iteration 2F: 3 clusters Score -49138.13 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -49201.371094 Penalty: 642.190369 Iteration 3F: 3 clusters Score -49201.37 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -49273.156250 Penalty: 642.190369 Iteration 4F: 3 clusters Score -49273.16 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -49330.519531 Penalty: 642.190369 Iteration 5F: 3 clusters Score -49330.52 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -49364.785156 Penalty: 642.190369 Iteration 6Q: 3 clusters Score -49364.79 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -49381.808594 Penalty: 642.190369 Iteration 7Q: 3 clusters Score -49381.81 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -49388.984375 Penalty: 642.190369 Iteration 8Q: 3 clusters Score -49388.98 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -49396.386719 Penalty: 642.190369 Iteration 9Q: 3 clusters Score -49396.39 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -49400.453125 Penalty: 642.190369 Iteration 10Q: 3 clusters Score -49400.45 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -49402.574219 Penalty: 642.190369 Iteration 11Q: 3 clusters Score -49402.57 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -49402.828125 Penalty: 642.190369 Iteration 12Q: 3 clusters Score -49402.83 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -49402.828125 Penalty: 642.190369 Iteration 13F: 3 clusters Score -49402.83 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (1105 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Entering Unmasked Estep Score: -50665.089844 Penalty: 318.845825 Iteration 0F: 2 clusters Score -50665.09 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -49812.691406 Penalty: 637.691650 Iteration 0F: 3 clusters Score -49812.69 nChanged 443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -50071.964844 Penalty: 637.691650 Iteration 1F: 3 clusters Score -50071.96 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -50103.136719 Penalty: 637.691650 Iteration 2F: 3 clusters Score -50103.14 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -50128.449219 Penalty: 637.691650 Iteration 3Q: 3 clusters Score -50128.45 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -50145.671875 Penalty: 637.691650 Iteration 4Q: 3 clusters Score -50145.67 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -50160.707031 Penalty: 637.691650 Iteration 5Q: 3 clusters Score -50160.71 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -50178.777344 Penalty: 637.691650 Iteration 6Q: 3 clusters Score -50178.78 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -50197.812500 Penalty: 637.691650 Iteration 7Q: 3 clusters Score -50197.81 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -50218.414062 Penalty: 637.691650 Iteration 8Q: 3 clusters Score -50218.41 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -50249.035156 Penalty: 637.691650 Iteration 9Q: 3 clusters Score -50249.04 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -50277.417969 Penalty: 637.691650 Iteration 10Q: 3 clusters Score -50277.42 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -50315.457031 Penalty: 637.691650 Iteration 11Q: 3 clusters Score -50315.46 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -50343.960938 Penalty: 637.691650 Iteration 12Q: 3 clusters Score -50343.96 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -50361.976562 Penalty: 637.691650 Iteration 13Q: 3 clusters Score -50361.98 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -50375.671875 Penalty: 637.691650 Iteration 14Q: 3 clusters Score -50375.67 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -50382.371094 Penalty: 637.691650 Iteration 15Q: 3 clusters Score -50382.37 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -50390.710938 Penalty: 637.691650 Iteration 16Q: 3 clusters Score -50390.71 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -50396.414062 Penalty: 637.691650 Iteration 17Q: 3 clusters Score -50396.41 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -50397.976562 Penalty: 637.691650 Iteration 18Q: 3 clusters Score -50397.98 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -50399.203125 Penalty: 637.691650 Iteration 19Q: 3 clusters Score -50399.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -50400.347656 Penalty: 637.691650 Iteration 20F: 3 clusters Score -50400.35 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -50401.562500 Penalty: 637.691650 Iteration 21Q: 3 clusters Score -50401.56 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -50401.562500 Penalty: 637.691650 Iteration 22F: 3 clusters Score -50401.56 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (1859 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1859 members Entering Unmasked Estep Score: -78642.765625 Penalty: 342.514618 Iteration 0F: 2 clusters Score -78642.77 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -77289.023438 Penalty: 685.029236 Iteration 0F: 3 clusters Score -77289.02 nChanged 790 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -77746.593750 Penalty: 685.029236 Iteration 1F: 3 clusters Score -77746.59 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -77862.671875 Penalty: 685.029236 Iteration 2F: 3 clusters Score -77862.67 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 1246 members Entering Unmasked Estep Score: -77946.304688 Penalty: 685.029236 Iteration 3F: 3 clusters Score -77946.3 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -78017.789062 Penalty: 685.029236 Iteration 4F: 3 clusters Score -78017.79 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 1392 members Entering Unmasked Estep Score: -78070.328125 Penalty: 685.029236 Iteration 5Q: 3 clusters Score -78070.33 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 1451 members Entering Unmasked Estep Score: -78121.156250 Penalty: 685.029236 Iteration 6Q: 3 clusters Score -78121.16 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 1505 members Entering Unmasked Estep Score: -78157.015625 Penalty: 685.029236 Iteration 7Q: 3 clusters Score -78157.02 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 1542 members Entering Unmasked Estep Score: -78182.117188 Penalty: 685.029236 Iteration 8Q: 3 clusters Score -78182.12 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 1570 members Entering Unmasked Estep Score: -78200.210938 Penalty: 685.029236 Iteration 9Q: 3 clusters Score -78200.21 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 1595 members Entering Unmasked Estep Score: -78222.609375 Penalty: 685.029236 Iteration 10Q: 3 clusters Score -78222.61 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 1611 members Entering Unmasked Estep Score: -78240.289062 Penalty: 685.029236 Iteration 11Q: 3 clusters Score -78240.29 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 1621 members Entering Unmasked Estep Score: -78255.156250 Penalty: 685.029236 Iteration 12Q: 3 clusters Score -78255.16 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 1627 members Entering Unmasked Estep Score: -78266.117188 Penalty: 685.029236 Iteration 13Q: 3 clusters Score -78266.12 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 1636 members Entering Unmasked Estep Score: -78274.507812 Penalty: 685.029236 Iteration 14Q: 3 clusters Score -78274.51 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 1644 members Entering Unmasked Estep Score: -78286.078125 Penalty: 685.029236 Iteration 15Q: 3 clusters Score -78286.08 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 1653 members Entering Unmasked Estep Score: -78295.148438 Penalty: 685.029236 Iteration 16Q: 3 clusters Score -78295.15 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 1657 members Entering Unmasked Estep Score: -78300.437500 Penalty: 685.029236 Iteration 17Q: 3 clusters Score -78300.44 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 1659 members Entering Unmasked Estep Score: -78305.960938 Penalty: 685.029236 Iteration 18Q: 3 clusters Score -78305.96 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 1657 members Entering Unmasked Estep Score: -78310.078125 Penalty: 685.029236 Iteration 19Q: 3 clusters Score -78310.08 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 1659 members Entering Unmasked Estep Score: -78312.390625 Penalty: 685.029236 Iteration 20F: 3 clusters Score -78312.39 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 1660 members Entering Unmasked Estep Score: -78313.625000 Penalty: 685.029236 Iteration 21Q: 3 clusters Score -78313.62 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 1663 members Entering Unmasked Estep Score: -78317.007812 Penalty: 685.029236 Iteration 22Q: 3 clusters Score -78317.01 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 1667 members Entering Unmasked Estep Score: -78320.078125 Penalty: 685.029236 Iteration 23Q: 3 clusters Score -78320.08 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 1670 members Entering Unmasked Estep Score: -78322.304688 Penalty: 685.029236 Iteration 24Q: 3 clusters Score -78322.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 1672 members Entering Unmasked Estep Score: -78323.593750 Penalty: 685.029236 Iteration 25Q: 3 clusters Score -78323.59 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 1673 members Entering Unmasked Estep Score: -78323.882812 Penalty: 685.029236 Iteration 26Q: 3 clusters Score -78323.88 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 1673 members Entering Unmasked Estep Score: -78323.882812 Penalty: 685.029236 Iteration 27F: 3 clusters Score -78323.88 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (362 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Entering Unmasked Estep Score: -15229.041016 Penalty: 268.069794 Iteration 0F: 2 clusters Score -15229.04 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -14835.603516 Penalty: 536.139587 Iteration 0F: 3 clusters Score -14835.6 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -14970.942383 Penalty: 536.139587 Iteration 1F: 3 clusters Score -14970.94 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -14989.731445 Penalty: 536.139587 Iteration 2F: 3 clusters Score -14989.73 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -14995.061523 Penalty: 536.139587 Iteration 3Q: 3 clusters Score -14995.06 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -14998.217773 Penalty: 536.139587 Iteration 4Q: 3 clusters Score -14998.22 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -15003.230469 Penalty: 536.139587 Iteration 5Q: 3 clusters Score -15003.23 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -15006.640625 Penalty: 536.139587 Iteration 6Q: 3 clusters Score -15006.64 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -15009.821289 Penalty: 536.139587 Iteration 7Q: 3 clusters Score -15009.82 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -15012.021484 Penalty: 536.139587 Iteration 8Q: 3 clusters Score -15012.02 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -15017.777344 Penalty: 536.139587 Iteration 9Q: 3 clusters Score -15017.78 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -15020.154297 Penalty: 536.139587 Iteration 10Q: 3 clusters Score -15020.15 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -15020.398438 Penalty: 536.139587 Iteration 11Q: 3 clusters Score -15020.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -15020.398438 Penalty: 536.139587 Iteration 12F: 3 clusters Score -15020.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (295 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Entering Unmasked Estep Score: -10828.080078 Penalty: 258.757385 Iteration 0F: 2 clusters Score -10828.08 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -10473.306641 Penalty: 517.514771 Iteration 0F: 3 clusters Score -10473.31 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -10536.550781 Penalty: 517.514771 Iteration 1F: 3 clusters Score -10536.55 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -10562.021484 Penalty: 517.514771 Iteration 2F: 3 clusters Score -10562.02 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -10578.287109 Penalty: 517.514771 Iteration 3F: 3 clusters Score -10578.29 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -10586.666016 Penalty: 517.514771 Iteration 4Q: 3 clusters Score -10586.67 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -10590.232422 Penalty: 517.514771 Iteration 5Q: 3 clusters Score -10590.23 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -10590.582031 Penalty: 517.514771 Iteration 6Q: 3 clusters Score -10590.58 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -10590.582031 Penalty: 517.514771 Iteration 7F: 3 clusters Score -10590.58 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (543 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Entering Unmasked Estep Score: -20222.287109 Penalty: 286.518463 Iteration 0F: 2 clusters Score -20222.29 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -19719.847656 Penalty: 573.036926 Iteration 0F: 3 clusters Score -19719.85 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -19912.216797 Penalty: 573.036926 Iteration 1F: 3 clusters Score -19912.22 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -20018.941406 Penalty: 573.036926 Iteration 2F: 3 clusters Score -20018.94 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -20080.689453 Penalty: 573.036926 Iteration 3F: 3 clusters Score -20080.69 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -20127.787109 Penalty: 573.036926 Iteration 4F: 3 clusters Score -20127.79 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -20158.191406 Penalty: 573.036926 Iteration 5Q: 3 clusters Score -20158.19 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -20178.474609 Penalty: 573.036926 Iteration 6Q: 3 clusters Score -20178.47 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -20192.667969 Penalty: 573.036926 Iteration 7Q: 3 clusters Score -20192.67 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -20194.210938 Penalty: 573.036926 Iteration 8Q: 3 clusters Score -20194.21 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -20197.083984 Penalty: 573.036926 Iteration 9Q: 3 clusters Score -20197.08 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -20199.503906 Penalty: 573.036926 Iteration 10Q: 3 clusters Score -20199.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -20200.949219 Penalty: 573.036926 Iteration 11Q: 3 clusters Score -20200.95 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -20202.035156 Penalty: 573.036926 Iteration 12Q: 3 clusters Score -20202.04 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -20207.927734 Penalty: 573.036926 Iteration 13Q: 3 clusters Score -20207.93 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -20214.527344 Penalty: 573.036926 Iteration 14Q: 3 clusters Score -20214.53 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -20216.355469 Penalty: 573.036926 Iteration 15Q: 3 clusters Score -20216.36 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -20222.806641 Penalty: 573.036926 Iteration 16Q: 3 clusters Score -20222.81 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -20231.216797 Penalty: 573.036926 Iteration 17Q: 3 clusters Score -20231.22 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -20251.742188 Penalty: 573.036926 Iteration 18Q: 3 clusters Score -20251.74 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -20265.248047 Penalty: 573.036926 Iteration 19Q: 3 clusters Score -20265.25 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -20274.220703 Penalty: 573.036926 Iteration 20F: 3 clusters Score -20274.22 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -20290.978516 Penalty: 573.036926 Iteration 21Q: 3 clusters Score -20290.98 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -20309.023438 Penalty: 573.036926 Iteration 22Q: 3 clusters Score -20309.02 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -20330.330078 Penalty: 573.036926 Iteration 23Q: 3 clusters Score -20330.33 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -20337.027344 Penalty: 573.036926 Iteration 24Q: 3 clusters Score -20337.03 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -20344.011719 Penalty: 573.036926 Iteration 25Q: 3 clusters Score -20344.01 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -20346.208984 Penalty: 573.036926 Iteration 26Q: 3 clusters Score -20346.21 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -20347.164062 Penalty: 573.036926 Iteration 27Q: 3 clusters Score -20347.16 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -20353.960938 Penalty: 573.036926 Iteration 28Q: 3 clusters Score -20353.96 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -20357.728516 Penalty: 573.036926 Iteration 29Q: 3 clusters Score -20357.73 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -20360.802734 Penalty: 573.036926 Iteration 30Q: 3 clusters Score -20360.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -20361.033203 Penalty: 573.036926 Iteration 31F: 3 clusters Score -20361.03 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -20365.792969 Penalty: 573.036926 Iteration 32Q: 3 clusters Score -20365.79 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -20366.433594 Penalty: 573.036926 Iteration 33Q: 3 clusters Score -20366.43 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -20366.433594 Penalty: 573.036926 Iteration 34F: 3 clusters Score -20366.43 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 1105 members Mstep: Class 3 contains 1859 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 295 members Mstep: Class 6 contains 198 members Mstep: Class 7 contains 15049 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 503 members Mstep: Class 10 contains 3770 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 32238 members Mstep: Class 13 contains 18726 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4023 members Mstep: Class 16 contains 29850 members Mstep: Class 17 contains 251396 members Mstep: Class 18 contains 345 members Mstep: Class 20 contains 5236 members Mstep: Class 21 contains 1192 members Entering Unmasked Estep Score: -15549867.000000 Penalty: 11666.028320 Splitting cluster 6 changes total score from -15550011.000000 to -15549867.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 7 (15049 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15049 members Entering Unmasked Estep Score: -692346.562500 Penalty: 437.667572 Iteration 0F: 2 clusters Score -692346.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7507 members Mstep: Class 2 contains 7542 members Entering Unmasked Estep Score: -682268.625000 Penalty: 875.335144 Iteration 0F: 3 clusters Score -682268.6 nChanged 7161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7114 members Mstep: Class 2 contains 7935 members Entering Unmasked Estep Score: -686318.562500 Penalty: 875.335144 Iteration 1F: 3 clusters Score -686318.6 nChanged 808 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6842 members Mstep: Class 2 contains 8207 members Entering Unmasked Estep Score: -686674.187500 Penalty: 875.335144 Iteration 2F: 3 clusters Score -686674.2 nChanged 924 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6420 members Mstep: Class 2 contains 8629 members Entering Unmasked Estep Score: -687180.812500 Penalty: 875.335144 Iteration 3F: 3 clusters Score -687180.8 nChanged 1061 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5837 members Mstep: Class 2 contains 9212 members Entering Unmasked Estep Score: -687939.000000 Penalty: 875.335144 Iteration 4F: 3 clusters Score -687939 nChanged 1166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5115 members Mstep: Class 2 contains 9934 members Entering Unmasked Estep Score: -688970.375000 Penalty: 875.335144 Iteration 5F: 3 clusters Score -688970.4 nChanged 1033 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4466 members Mstep: Class 2 contains 10583 members Entering Unmasked Estep Score: -689994.625000 Penalty: 875.335144 Iteration 6F: 3 clusters Score -689994.6 nChanged 807 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4001 members Mstep: Class 2 contains 11048 members Entering Unmasked Estep Score: -690659.375000 Penalty: 875.335144 Iteration 7F: 3 clusters Score -690659.4 nChanged 560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3675 members Mstep: Class 2 contains 11374 members Entering Unmasked Estep Score: -690948.375000 Penalty: 875.335144 Iteration 8Q: 3 clusters Score -690948.4 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3423 members Mstep: Class 2 contains 11626 members Entering Unmasked Estep Score: -691086.062500 Penalty: 875.335144 Iteration 9Q: 3 clusters Score -691086.1 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3204 members Mstep: Class 2 contains 11845 members Entering Unmasked Estep Score: -691173.500000 Penalty: 875.335144 Iteration 10Q: 3 clusters Score -691173.5 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3000 members Mstep: Class 2 contains 12049 members Entering Unmasked Estep Score: -691247.437500 Penalty: 875.335144 Iteration 11Q: 3 clusters Score -691247.4 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2801 members Mstep: Class 2 contains 12248 members Entering Unmasked Estep Score: -691320.187500 Penalty: 875.335144 Iteration 12Q: 3 clusters Score -691320.2 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2627 members Mstep: Class 2 contains 12422 members Entering Unmasked Estep Score: -691374.437500 Penalty: 875.335144 Iteration 13Q: 3 clusters Score -691374.4 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2478 members Mstep: Class 2 contains 12571 members Entering Unmasked Estep Score: -691415.562500 Penalty: 875.335144 Iteration 14Q: 3 clusters Score -691415.6 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2349 members Mstep: Class 2 contains 12700 members Entering Unmasked Estep Score: -691451.250000 Penalty: 875.335144 Iteration 15Q: 3 clusters Score -691451.2 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2218 members Mstep: Class 2 contains 12831 members Entering Unmasked Estep Score: -691483.875000 Penalty: 875.335144 Iteration 16Q: 3 clusters Score -691483.9 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2096 members Mstep: Class 2 contains 12953 members Entering Unmasked Estep Score: -691513.875000 Penalty: 875.335144 Iteration 17Q: 3 clusters Score -691513.9 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1983 members Mstep: Class 2 contains 13066 members Entering Unmasked Estep Score: -691544.562500 Penalty: 875.335144 Iteration 18Q: 3 clusters Score -691544.6 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1860 members Mstep: Class 2 contains 13189 members Entering Unmasked Estep Score: -691578.125000 Penalty: 875.335144 Iteration 19Q: 3 clusters Score -691578.1 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1763 members Mstep: Class 2 contains 13286 members Entering Unmasked Estep Score: -691601.437500 Penalty: 875.335144 Iteration 20F: 3 clusters Score -691601.4 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1672 members Mstep: Class 2 contains 13377 members Entering Unmasked Estep Score: -691624.437500 Penalty: 875.335144 Iteration 21Q: 3 clusters Score -691624.4 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1586 members Mstep: Class 2 contains 13463 members Entering Unmasked Estep Score: -691644.062500 Penalty: 875.335144 Iteration 22Q: 3 clusters Score -691644.1 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1508 members Mstep: Class 2 contains 13541 members Entering Unmasked Estep Score: -691664.125000 Penalty: 875.335144 Iteration 23Q: 3 clusters Score -691664.1 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1445 members Mstep: Class 2 contains 13604 members Entering Unmasked Estep Score: -691680.562500 Penalty: 875.335144 Iteration 24Q: 3 clusters Score -691680.6 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1375 members Mstep: Class 2 contains 13674 members Entering Unmasked Estep Score: -691700.437500 Penalty: 875.335144 Iteration 25Q: 3 clusters Score -691700.4 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Mstep: Class 2 contains 13753 members Entering Unmasked Estep Score: -691718.500000 Penalty: 875.335144 Iteration 26Q: 3 clusters Score -691718.5 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 13825 members Entering Unmasked Estep Score: -691735.250000 Penalty: 875.335144 Iteration 27Q: 3 clusters Score -691735.2 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 13900 members Entering Unmasked Estep Score: -691756.062500 Penalty: 875.335144 Iteration 28Q: 3 clusters Score -691756.1 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 13966 members Entering Unmasked Estep Score: -691774.562500 Penalty: 875.335144 Iteration 29Q: 3 clusters Score -691774.6 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 14038 members Entering Unmasked Estep Score: -691799.750000 Penalty: 875.335144 Iteration 30Q: 3 clusters Score -691799.8 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 14108 members Entering Unmasked Estep Score: -691821.500000 Penalty: 875.335144 Iteration 31Q: 3 clusters Score -691821.5 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 14170 members Entering Unmasked Estep Score: -691838.000000 Penalty: 875.335144 Iteration 32Q: 3 clusters Score -691838 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 14228 members Entering Unmasked Estep Score: -691850.937500 Penalty: 875.335144 Iteration 33Q: 3 clusters Score -691850.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 14277 members Entering Unmasked Estep Score: -691861.625000 Penalty: 875.335144 Iteration 34Q: 3 clusters Score -691861.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 14314 members Entering Unmasked Estep Score: -691869.750000 Penalty: 875.335144 Iteration 35Q: 3 clusters Score -691869.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 14345 members Entering Unmasked Estep Score: -691881.875000 Penalty: 875.335144 Iteration 36Q: 3 clusters Score -691881.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 14375 members Entering Unmasked Estep Score: -691892.000000 Penalty: 875.335144 Iteration 37Q: 3 clusters Score -691892 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 14407 members Entering Unmasked Estep Score: -691904.500000 Penalty: 875.335144 Iteration 38Q: 3 clusters Score -691904.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 14429 members Entering Unmasked Estep Score: -691908.250000 Penalty: 875.335144 Iteration 39Q: 3 clusters Score -691908.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 14450 members Entering Unmasked Estep Score: -691916.000000 Penalty: 875.335144 Iteration 40F: 3 clusters Score -691916 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 14474 members Entering Unmasked Estep Score: -691920.937500 Penalty: 875.335144 Iteration 41Q: 3 clusters Score -691920.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 14492 members Entering Unmasked Estep Score: -691926.937500 Penalty: 875.335144 Iteration 42Q: 3 clusters Score -691926.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 14518 members Entering Unmasked Estep Score: -691941.812500 Penalty: 875.335144 Iteration 43Q: 3 clusters Score -691941.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 14553 members Entering Unmasked Estep Score: -691952.562500 Penalty: 875.335144 Iteration 44Q: 3 clusters Score -691952.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 14580 members Entering Unmasked Estep Score: -691962.062500 Penalty: 875.335144 Iteration 45Q: 3 clusters Score -691962.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 14599 members Entering Unmasked Estep Score: -691970.250000 Penalty: 875.335144 Iteration 46Q: 3 clusters Score -691970.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 14618 members Entering Unmasked Estep Score: -691975.625000 Penalty: 875.335144 Iteration 47Q: 3 clusters Score -691975.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 14627 members Entering Unmasked Estep Score: -691977.375000 Penalty: 875.335144 Iteration 48Q: 3 clusters Score -691977.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 14641 members Entering Unmasked Estep Score: -691983.812500 Penalty: 875.335144 Iteration 49Q: 3 clusters Score -691983.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 14653 members Entering Unmasked Estep Score: -691986.625000 Penalty: 875.335144 Iteration 50Q: 3 clusters Score -691986.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 14662 members Entering Unmasked Estep Score: -691989.812500 Penalty: 875.335144 Iteration 51Q: 3 clusters Score -691989.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 14666 members Entering Unmasked Estep Score: -691990.562500 Penalty: 875.335144 Iteration 52Q: 3 clusters Score -691990.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 14669 members Entering Unmasked Estep Score: -691992.937500 Penalty: 875.335144 Iteration 53Q: 3 clusters Score -691992.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 14672 members Entering Unmasked Estep Score: -691991.875000 Penalty: 875.335144 Iteration 54Q: 3 clusters Score -691991.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 14673 members Entering Unmasked Estep Score: -691992.812500 Penalty: 875.335144 Iteration 55Q: 3 clusters Score -691992.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 14675 members Entering Unmasked Estep Score: -691992.625000 Penalty: 875.335144 Iteration 56Q: 3 clusters Score -691992.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 14677 members Entering Unmasked Estep Score: -691994.187500 Penalty: 875.335144 Iteration 57Q: 3 clusters Score -691994.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 14679 members Entering Unmasked Estep Score: -691994.812500 Penalty: 875.335144 Iteration 58Q: 3 clusters Score -691994.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 14683 members Entering Unmasked Estep Score: -691998.000000 Penalty: 875.335144 Iteration 59Q: 3 clusters Score -691998 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 14688 members Entering Unmasked Estep Score: -691997.937500 Penalty: 875.335144 Iteration 60F: 3 clusters Score -691997.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 14688 members Entering Unmasked Estep Score: -691998.875000 Penalty: 875.335144 Iteration 61Q: 3 clusters Score -691998.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 14689 members Entering Unmasked Estep Score: -691999.437500 Penalty: 875.335144 Iteration 62Q: 3 clusters Score -691999.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 14690 members Entering Unmasked Estep Score: -691999.125000 Penalty: 875.335144 Iteration 63Q: 3 clusters Score -691999.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 14690 members Entering Unmasked Estep Score: -691999.125000 Penalty: 875.335144 Iteration 64F: 3 clusters Score -691999.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (883 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Entering Unmasked Estep Score: -34902.546875 Penalty: 308.641296 Iteration 0F: 2 clusters Score -34902.55 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -34147.554688 Penalty: 617.282593 Iteration 0F: 3 clusters Score -34147.55 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -34395.195312 Penalty: 617.282593 Iteration 1F: 3 clusters Score -34395.2 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -34498.074219 Penalty: 617.282593 Iteration 2F: 3 clusters Score -34498.07 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -34636.460938 Penalty: 617.282593 Iteration 3F: 3 clusters Score -34636.46 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -34770.195312 Penalty: 617.282593 Iteration 4F: 3 clusters Score -34770.2 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -34892.878906 Penalty: 617.282593 Iteration 5F: 3 clusters Score -34892.88 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -34936.546875 Penalty: 617.282593 Iteration 6F: 3 clusters Score -34936.55 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -34955.636719 Penalty: 617.282593 Iteration 7Q: 3 clusters Score -34955.64 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -34962.800781 Penalty: 617.282593 Iteration 8Q: 3 clusters Score -34962.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -34968.070312 Penalty: 617.282593 Iteration 9Q: 3 clusters Score -34968.07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -34971.617188 Penalty: 617.282593 Iteration 10Q: 3 clusters Score -34971.62 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -34974.148438 Penalty: 617.282593 Iteration 11Q: 3 clusters Score -34974.15 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -34975.906250 Penalty: 617.282593 Iteration 12Q: 3 clusters Score -34975.91 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -34976.828125 Penalty: 617.282593 Iteration 13Q: 3 clusters Score -34976.83 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -34978.121094 Penalty: 617.282593 Iteration 14Q: 3 clusters Score -34978.12 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -34979.050781 Penalty: 617.282593 Iteration 15Q: 3 clusters Score -34979.05 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -34979.457031 Penalty: 617.282593 Iteration 16Q: 3 clusters Score -34979.46 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -34980.343750 Penalty: 617.282593 Iteration 17Q: 3 clusters Score -34980.34 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -34980.664062 Penalty: 617.282593 Iteration 18Q: 3 clusters Score -34980.66 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -34981.261719 Penalty: 617.282593 Iteration 19Q: 3 clusters Score -34981.26 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -34981.843750 Penalty: 617.282593 Iteration 20F: 3 clusters Score -34981.84 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -34982.066406 Penalty: 617.282593 Iteration 21Q: 3 clusters Score -34982.07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -34982.390625 Penalty: 617.282593 Iteration 22Q: 3 clusters Score -34982.39 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -34983.839844 Penalty: 617.282593 Iteration 23Q: 3 clusters Score -34983.84 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -34985.000000 Penalty: 617.282593 Iteration 24Q: 3 clusters Score -34985 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -34986.308594 Penalty: 617.282593 Iteration 25Q: 3 clusters Score -34986.31 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -34986.984375 Penalty: 617.282593 Iteration 26Q: 3 clusters Score -34986.98 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -34987.195312 Penalty: 617.282593 Iteration 27Q: 3 clusters Score -34987.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -34987.195312 Penalty: 617.282593 Iteration 28F: 3 clusters Score -34987.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 1105 members Mstep: Class 3 contains 1859 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 295 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 15049 members Mstep: Class 8 contains 193 members Mstep: Class 9 contains 503 members Mstep: Class 10 contains 3770 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 32238 members Mstep: Class 13 contains 18726 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4023 members Mstep: Class 16 contains 29850 members Mstep: Class 17 contains 251396 members Mstep: Class 18 contains 690 members Mstep: Class 20 contains 5236 members Mstep: Class 21 contains 1192 members Entering Unmasked Estep Score: -15549818.000000 Penalty: 11666.028320 Splitting cluster 8 changes total score from -15550011.000000 to -15549818.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 9 (503 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Entering Unmasked Estep Score: -19256.058594 Penalty: 283.036865 Iteration 0F: 2 clusters Score -19256.06 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -18758.439453 Penalty: 566.073730 Iteration 0F: 3 clusters Score -18758.44 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -18882.392578 Penalty: 566.073730 Iteration 1F: 3 clusters Score -18882.39 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -18947.269531 Penalty: 566.073730 Iteration 2F: 3 clusters Score -18947.27 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -18992.611328 Penalty: 566.073730 Iteration 3F: 3 clusters Score -18992.61 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -19020.691406 Penalty: 566.073730 Iteration 4Q: 3 clusters Score -19020.69 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 71 members Entering Unmasked Estep Score: -19036.695312 Penalty: 566.073730 Iteration 5Q: 3 clusters Score -19036.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 69 members Entering Unmasked Estep Score: -19043.458984 Penalty: 566.073730 Iteration 6Q: 3 clusters Score -19043.46 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -19046.064453 Penalty: 566.073730 Iteration 7Q: 3 clusters Score -19046.06 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 63 members Entering Unmasked Estep Score: -19051.324219 Penalty: 566.073730 Iteration 8Q: 3 clusters Score -19051.32 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 61 members Entering Unmasked Estep Score: -19054.767578 Penalty: 566.073730 Iteration 9Q: 3 clusters Score -19054.77 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -19061.101562 Penalty: 566.073730 Iteration 10Q: 3 clusters Score -19061.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 56 members Entering Unmasked Estep Score: -19063.541016 Penalty: 566.073730 Iteration 11Q: 3 clusters Score -19063.54 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 56 members Entering Unmasked Estep Score: -19063.541016 Penalty: 566.073730 Iteration 12F: 3 clusters Score -19063.54 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (3770 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3770 members Entering Unmasked Estep Score: -158183.937500 Penalty: 374.684753 Iteration 0F: 2 clusters Score -158183.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1940 members Mstep: Class 2 contains 1830 members Entering Unmasked Estep Score: -155623.109375 Penalty: 749.369507 Iteration 0F: 3 clusters Score -155623.1 nChanged 1667 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2289 members Mstep: Class 2 contains 1481 members Entering Unmasked Estep Score: -156585.953125 Penalty: 749.369507 Iteration 1F: 3 clusters Score -156586 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2490 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -156757.562500 Penalty: 749.369507 Iteration 2F: 3 clusters Score -156757.6 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2747 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -156998.406250 Penalty: 749.369507 Iteration 3F: 3 clusters Score -156998.4 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3031 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -157273.187500 Penalty: 749.369507 Iteration 4F: 3 clusters Score -157273.2 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3301 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -157558.656250 Penalty: 749.369507 Iteration 5F: 3 clusters Score -157558.7 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3484 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -157749.000000 Penalty: 749.369507 Iteration 6F: 3 clusters Score -157749 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3577 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -157839.968750 Penalty: 749.369507 Iteration 7Q: 3 clusters Score -157840 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3621 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -157888.812500 Penalty: 749.369507 Iteration 8Q: 3 clusters Score -157888.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3640 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -157905.812500 Penalty: 749.369507 Iteration 9Q: 3 clusters Score -157905.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3652 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -157915.859375 Penalty: 749.369507 Iteration 10Q: 3 clusters Score -157915.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3660 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -157922.453125 Penalty: 749.369507 Iteration 11Q: 3 clusters Score -157922.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3669 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -157931.812500 Penalty: 749.369507 Iteration 12Q: 3 clusters Score -157931.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3675 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -157936.640625 Penalty: 749.369507 Iteration 13Q: 3 clusters Score -157936.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3678 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -157939.359375 Penalty: 749.369507 Iteration 14Q: 3 clusters Score -157939.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3683 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -157941.703125 Penalty: 749.369507 Iteration 15Q: 3 clusters Score -157941.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3686 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -157943.453125 Penalty: 749.369507 Iteration 16Q: 3 clusters Score -157943.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3688 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -157944.937500 Penalty: 749.369507 Iteration 17Q: 3 clusters Score -157944.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3688 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -157945.562500 Penalty: 749.369507 Iteration 18F: 3 clusters Score -157945.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3687 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -157949.000000 Penalty: 749.369507 Iteration 19Q: 3 clusters Score -157949 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3686 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -157951.718750 Penalty: 749.369507 Iteration 20F: 3 clusters Score -157951.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3687 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -157952.812500 Penalty: 749.369507 Iteration 21Q: 3 clusters Score -157952.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3687 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -157952.812500 Penalty: 749.369507 Iteration 22F: 3 clusters Score -157952.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (749 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Entering Unmasked Estep Score: -29931.744141 Penalty: 301.152618 Iteration 0F: 2 clusters Score -29931.74 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -29298.203125 Penalty: 602.305237 Iteration 0F: 3 clusters Score -29298.2 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -29470.882812 Penalty: 602.305237 Iteration 1F: 3 clusters Score -29470.88 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -29502.800781 Penalty: 602.305237 Iteration 2F: 3 clusters Score -29502.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -29530.269531 Penalty: 602.305237 Iteration 3Q: 3 clusters Score -29530.27 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -29547.730469 Penalty: 602.305237 Iteration 4Q: 3 clusters Score -29547.73 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -29559.187500 Penalty: 602.305237 Iteration 5Q: 3 clusters Score -29559.19 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -29565.480469 Penalty: 602.305237 Iteration 6Q: 3 clusters Score -29565.48 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -29570.953125 Penalty: 602.305237 Iteration 7Q: 3 clusters Score -29570.95 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -29574.009766 Penalty: 602.305237 Iteration 8Q: 3 clusters Score -29574.01 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -29576.664062 Penalty: 602.305237 Iteration 9Q: 3 clusters Score -29576.66 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -29579.019531 Penalty: 602.305237 Iteration 10Q: 3 clusters Score -29579.02 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -29583.181641 Penalty: 602.305237 Iteration 11Q: 3 clusters Score -29583.18 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -29585.355469 Penalty: 602.305237 Iteration 12Q: 3 clusters Score -29585.36 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -29587.767578 Penalty: 602.305237 Iteration 13Q: 3 clusters Score -29587.77 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -29590.925781 Penalty: 602.305237 Iteration 14Q: 3 clusters Score -29590.93 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -29593.800781 Penalty: 602.305237 Iteration 15Q: 3 clusters Score -29593.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -29596.556641 Penalty: 602.305237 Iteration 16Q: 3 clusters Score -29596.56 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -29600.609375 Penalty: 602.305237 Iteration 17Q: 3 clusters Score -29600.61 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -29603.498047 Penalty: 602.305237 Iteration 18Q: 3 clusters Score -29603.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -29607.560547 Penalty: 602.305237 Iteration 19Q: 3 clusters Score -29607.56 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -29609.162109 Penalty: 602.305237 Iteration 20F: 3 clusters Score -29609.16 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -29611.615234 Penalty: 602.305237 Iteration 21Q: 3 clusters Score -29611.62 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -29614.923828 Penalty: 602.305237 Iteration 22Q: 3 clusters Score -29614.92 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -29615.287109 Penalty: 602.305237 Iteration 23Q: 3 clusters Score -29615.29 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -29615.939453 Penalty: 602.305237 Iteration 24Q: 3 clusters Score -29615.94 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -29616.080078 Penalty: 602.305237 Iteration 25Q: 3 clusters Score -29616.08 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -29616.080078 Penalty: 602.305237 Iteration 26F: 3 clusters Score -29616.08 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (32238 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32238 members Entering Unmasked Estep Score: -1335518.375000 Penalty: 472.331024 Iteration 0F: 2 clusters Score -1335518 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16128 members Mstep: Class 2 contains 16110 members Entering Unmasked Estep Score: -1313959.625000 Penalty: 944.662048 Iteration 0F: 3 clusters Score -1313960 nChanged 15528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15932 members Mstep: Class 2 contains 16306 members Entering Unmasked Estep Score: -1323016.000000 Penalty: 944.662048 Iteration 1F: 3 clusters Score -1323016 nChanged 1155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15717 members Mstep: Class 2 contains 16521 members Entering Unmasked Estep Score: -1323368.750000 Penalty: 944.662048 Iteration 2Q: 3 clusters Score -1323369 nChanged 1316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15415 members Mstep: Class 2 contains 16823 members Entering Unmasked Estep Score: -1323835.000000 Penalty: 944.662048 Iteration 3Q: 3 clusters Score -1323835 nChanged 1378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14999 members Mstep: Class 2 contains 17239 members Entering Unmasked Estep Score: -1324398.250000 Penalty: 944.662048 Iteration 4Q: 3 clusters Score -1324398 nChanged 1507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14498 members Mstep: Class 2 contains 17740 members Entering Unmasked Estep Score: -1325179.250000 Penalty: 944.662048 Iteration 5Q: 3 clusters Score -1325179 nChanged 1613 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13957 members Mstep: Class 2 contains 18281 members Entering Unmasked Estep Score: -1326182.375000 Penalty: 944.662048 Iteration 6F: 3 clusters Score -1326182 nChanged 1723 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13390 members Mstep: Class 2 contains 18848 members Entering Unmasked Estep Score: -1327379.875000 Penalty: 944.662048 Iteration 7F: 3 clusters Score -1327380 nChanged 1663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12893 members Mstep: Class 2 contains 19345 members Entering Unmasked Estep Score: -1328582.000000 Penalty: 944.662048 Iteration 8F: 3 clusters Score -1328582 nChanged 1485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12404 members Mstep: Class 2 contains 19834 members Entering Unmasked Estep Score: -1329389.875000 Penalty: 944.662048 Iteration 9Q: 3 clusters Score -1329390 nChanged 1028 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11924 members Mstep: Class 2 contains 20314 members Entering Unmasked Estep Score: -1329734.000000 Penalty: 944.662048 Iteration 10Q: 3 clusters Score -1329734 nChanged 654 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11476 members Mstep: Class 2 contains 20762 members Entering Unmasked Estep Score: -1329892.875000 Penalty: 944.662048 Iteration 11Q: 3 clusters Score -1329893 nChanged 459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11061 members Mstep: Class 2 contains 21177 members Entering Unmasked Estep Score: -1329987.500000 Penalty: 944.662048 Iteration 12Q: 3 clusters Score -1329988 nChanged 443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10622 members Mstep: Class 2 contains 21616 members Entering Unmasked Estep Score: -1330099.250000 Penalty: 944.662048 Iteration 13Q: 3 clusters Score -1330099 nChanged 469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10157 members Mstep: Class 2 contains 22081 members Entering Unmasked Estep Score: -1330214.000000 Penalty: 944.662048 Iteration 14Q: 3 clusters Score -1330214 nChanged 506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9653 members Mstep: Class 2 contains 22585 members Entering Unmasked Estep Score: -1330341.125000 Penalty: 944.662048 Iteration 15Q: 3 clusters Score -1330341 nChanged 535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9118 members Mstep: Class 2 contains 23120 members Entering Unmasked Estep Score: -1330490.875000 Penalty: 944.662048 Iteration 16Q: 3 clusters Score -1330491 nChanged 572 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8546 members Mstep: Class 2 contains 23692 members Entering Unmasked Estep Score: -1330674.875000 Penalty: 944.662048 Iteration 17Q: 3 clusters Score -1330675 nChanged 586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7960 members Mstep: Class 2 contains 24278 members Entering Unmasked Estep Score: -1330864.000000 Penalty: 944.662048 Iteration 18Q: 3 clusters Score -1330864 nChanged 594 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7366 members Mstep: Class 2 contains 24872 members Entering Unmasked Estep Score: -1331081.625000 Penalty: 944.662048 Iteration 19Q: 3 clusters Score -1331082 nChanged 611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6755 members Mstep: Class 2 contains 25483 members Entering Unmasked Estep Score: -1331324.250000 Penalty: 944.662048 Iteration 20F: 3 clusters Score -1331324 nChanged 676 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6081 members Mstep: Class 2 contains 26157 members Entering Unmasked Estep Score: -1331631.250000 Penalty: 944.662048 Iteration 21Q: 3 clusters Score -1331631 nChanged 681 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5402 members Mstep: Class 2 contains 26836 members Entering Unmasked Estep Score: -1331963.875000 Penalty: 944.662048 Iteration 22Q: 3 clusters Score -1331964 nChanged 644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4764 members Mstep: Class 2 contains 27474 members Entering Unmasked Estep Score: -1332301.625000 Penalty: 944.662048 Iteration 23Q: 3 clusters Score -1332302 nChanged 622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4142 members Mstep: Class 2 contains 28096 members Entering Unmasked Estep Score: -1332655.125000 Penalty: 944.662048 Iteration 24Q: 3 clusters Score -1332655 nChanged 603 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3547 members Mstep: Class 2 contains 28691 members Entering Unmasked Estep Score: -1333017.500000 Penalty: 944.662048 Iteration 25Q: 3 clusters Score -1333018 nChanged 571 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2986 members Mstep: Class 2 contains 29252 members Entering Unmasked Estep Score: -1333384.000000 Penalty: 944.662048 Iteration 26Q: 3 clusters Score -1333384 nChanged 476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2512 members Mstep: Class 2 contains 29726 members Entering Unmasked Estep Score: -1333672.000000 Penalty: 944.662048 Iteration 27Q: 3 clusters Score -1333672 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2090 members Mstep: Class 2 contains 30148 members Entering Unmasked Estep Score: -1333952.875000 Penalty: 944.662048 Iteration 28Q: 3 clusters Score -1333953 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 30513 members Entering Unmasked Estep Score: -1334201.125000 Penalty: 944.662048 Iteration 29Q: 3 clusters Score -1334201 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1399 members Mstep: Class 2 contains 30839 members Entering Unmasked Estep Score: -1334405.625000 Penalty: 944.662048 Iteration 30Q: 3 clusters Score -1334406 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 31102 members Entering Unmasked Estep Score: -1334584.750000 Penalty: 944.662048 Iteration 31Q: 3 clusters Score -1334585 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 31323 members Entering Unmasked Estep Score: -1334745.750000 Penalty: 944.662048 Iteration 32Q: 3 clusters Score -1334746 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 31474 members Entering Unmasked Estep Score: -1334855.000000 Penalty: 944.662048 Iteration 33Q: 3 clusters Score -1334855 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 31579 members Entering Unmasked Estep Score: -1334923.125000 Penalty: 944.662048 Iteration 34Q: 3 clusters Score -1334923 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 31639 members Entering Unmasked Estep Score: -1334967.125000 Penalty: 944.662048 Iteration 35Q: 3 clusters Score -1334967 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 31699 members Entering Unmasked Estep Score: -1334996.125000 Penalty: 944.662048 Iteration 36Q: 3 clusters Score -1334996 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 31758 members Entering Unmasked Estep Score: -1335026.500000 Penalty: 944.662048 Iteration 37Q: 3 clusters Score -1335026 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 31802 members Entering Unmasked Estep Score: -1335049.625000 Penalty: 944.662048 Iteration 38Q: 3 clusters Score -1335050 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 31829 members Entering Unmasked Estep Score: -1335069.125000 Penalty: 944.662048 Iteration 39Q: 3 clusters Score -1335069 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 31849 members Entering Unmasked Estep Score: -1335081.500000 Penalty: 944.662048 Iteration 40F: 3 clusters Score -1335082 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 31869 members Entering Unmasked Estep Score: -1335090.000000 Penalty: 944.662048 Iteration 41Q: 3 clusters Score -1335090 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 31883 members Entering Unmasked Estep Score: -1335099.625000 Penalty: 944.662048 Iteration 42Q: 3 clusters Score -1335100 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 31899 members Entering Unmasked Estep Score: -1335108.750000 Penalty: 944.662048 Iteration 43Q: 3 clusters Score -1335109 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 31917 members Entering Unmasked Estep Score: -1335120.875000 Penalty: 944.662048 Iteration 44Q: 3 clusters Score -1335121 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 31933 members Entering Unmasked Estep Score: -1335123.750000 Penalty: 944.662048 Iteration 45Q: 3 clusters Score -1335124 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 31943 members Entering Unmasked Estep Score: -1335131.750000 Penalty: 944.662048 Iteration 46Q: 3 clusters Score -1335132 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 31952 members Entering Unmasked Estep Score: -1335139.875000 Penalty: 944.662048 Iteration 47Q: 3 clusters Score -1335140 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 31957 members Entering Unmasked Estep Score: -1335142.000000 Penalty: 944.662048 Iteration 48Q: 3 clusters Score -1335142 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 31963 members Entering Unmasked Estep Score: -1335145.000000 Penalty: 944.662048 Iteration 49Q: 3 clusters Score -1335145 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 31967 members Entering Unmasked Estep Score: -1335146.875000 Penalty: 944.662048 Iteration 50Q: 3 clusters Score -1335147 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 31969 members Entering Unmasked Estep Score: -1335147.625000 Penalty: 944.662048 Iteration 51Q: 3 clusters Score -1335148 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 31971 members Entering Unmasked Estep Score: -1335148.500000 Penalty: 944.662048 Iteration 52Q: 3 clusters Score -1335148 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 31972 members Entering Unmasked Estep Score: -1335149.500000 Penalty: 944.662048 Iteration 53Q: 3 clusters Score -1335150 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 31978 members Entering Unmasked Estep Score: -1335152.875000 Penalty: 944.662048 Iteration 54Q: 3 clusters Score -1335153 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 31979 members Entering Unmasked Estep Score: -1335154.000000 Penalty: 944.662048 Iteration 55Q: 3 clusters Score -1335154 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 31982 members Entering Unmasked Estep Score: -1335157.125000 Penalty: 944.662048 Iteration 56Q: 3 clusters Score -1335157 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 31984 members Entering Unmasked Estep Score: -1335159.750000 Penalty: 944.662048 Iteration 57Q: 3 clusters Score -1335160 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 31988 members Entering Unmasked Estep Score: -1335159.250000 Penalty: 944.662048 Iteration 58Q: 3 clusters Score -1335159 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 31993 members Entering Unmasked Estep Score: -1335160.375000 Penalty: 944.662048 Iteration 59Q: 3 clusters Score -1335160 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 31998 members Entering Unmasked Estep Score: -1335162.375000 Penalty: 944.662048 Iteration 60F: 3 clusters Score -1335162 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 32000 members Entering Unmasked Estep Score: -1335161.750000 Penalty: 944.662048 Iteration 61Q: 3 clusters Score -1335162 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 32001 members Entering Unmasked Estep Score: -1335161.125000 Penalty: 944.662048 Iteration 62Q: 3 clusters Score -1335161 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 32003 members Entering Unmasked Estep Score: -1335165.625000 Penalty: 944.662048 Iteration 63Q: 3 clusters Score -1335166 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 32003 members Entering Unmasked Estep Score: -1335165.125000 Penalty: 944.662048 Iteration 64Q: 3 clusters Score -1335165 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 32006 members Entering Unmasked Estep Score: -1335166.500000 Penalty: 944.662048 Iteration 65Q: 3 clusters Score -1335166 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 32008 members Entering Unmasked Estep Score: -1335167.250000 Penalty: 944.662048 Iteration 66Q: 3 clusters Score -1335167 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 32010 members Entering Unmasked Estep Score: -1335169.750000 Penalty: 944.662048 Iteration 67Q: 3 clusters Score -1335170 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 32014 members Entering Unmasked Estep Score: -1335173.000000 Penalty: 944.662048 Iteration 68Q: 3 clusters Score -1335173 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 32016 members Entering Unmasked Estep Score: -1335172.000000 Penalty: 944.662048 Iteration 69Q: 3 clusters Score -1335172 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 32017 members Entering Unmasked Estep Score: -1335173.875000 Penalty: 944.662048 Iteration 70Q: 3 clusters Score -1335174 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 32017 members Entering Unmasked Estep Score: -1335175.000000 Penalty: 944.662048 Iteration 71Q: 3 clusters Score -1335175 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 32020 members Entering Unmasked Estep Score: -1335177.000000 Penalty: 944.662048 Iteration 72Q: 3 clusters Score -1335177 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 32021 members Entering Unmasked Estep Score: -1335175.875000 Penalty: 944.662048 Iteration 73Q: 3 clusters Score -1335176 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 32024 members Entering Unmasked Estep Score: -1335177.375000 Penalty: 944.662048 Iteration 74Q: 3 clusters Score -1335177 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 32024 members Entering Unmasked Estep Score: -1335177.375000 Penalty: 944.662048 Iteration 75F: 3 clusters Score -1335177 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (18726 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18726 members Entering Unmasked Estep Score: -877944.437500 Penalty: 447.613922 Iteration 0F: 2 clusters Score -877944.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9431 members Mstep: Class 2 contains 9295 members Entering Unmasked Estep Score: -865460.125000 Penalty: 895.227844 Iteration 0F: 3 clusters Score -865460.1 nChanged 8890 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10817 members Mstep: Class 2 contains 7909 members Entering Unmasked Estep Score: -870934.062500 Penalty: 895.227844 Iteration 1F: 3 clusters Score -870934.1 nChanged 1217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11632 members Mstep: Class 2 contains 7094 members Entering Unmasked Estep Score: -871677.687500 Penalty: 895.227844 Iteration 2F: 3 clusters Score -871677.7 nChanged 1507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12683 members Mstep: Class 2 contains 6043 members Entering Unmasked Estep Score: -872855.437500 Penalty: 895.227844 Iteration 3F: 3 clusters Score -872855.4 nChanged 1579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13764 members Mstep: Class 2 contains 4962 members Entering Unmasked Estep Score: -874314.937500 Penalty: 895.227844 Iteration 4F: 3 clusters Score -874314.9 nChanged 1389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14643 members Mstep: Class 2 contains 4083 members Entering Unmasked Estep Score: -875713.750000 Penalty: 895.227844 Iteration 5F: 3 clusters Score -875713.8 nChanged 885 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15102 members Mstep: Class 2 contains 3624 members Entering Unmasked Estep Score: -876477.437500 Penalty: 895.227844 Iteration 6Q: 3 clusters Score -876477.4 nChanged 485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15341 members Mstep: Class 2 contains 3385 members Entering Unmasked Estep Score: -876718.500000 Penalty: 895.227844 Iteration 7Q: 3 clusters Score -876718.5 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15581 members Mstep: Class 2 contains 3145 members Entering Unmasked Estep Score: -876847.750000 Penalty: 895.227844 Iteration 8Q: 3 clusters Score -876847.8 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15773 members Mstep: Class 2 contains 2953 members Entering Unmasked Estep Score: -876926.375000 Penalty: 895.227844 Iteration 9Q: 3 clusters Score -876926.4 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15938 members Mstep: Class 2 contains 2788 members Entering Unmasked Estep Score: -876981.812500 Penalty: 895.227844 Iteration 10Q: 3 clusters Score -876981.8 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16081 members Mstep: Class 2 contains 2645 members Entering Unmasked Estep Score: -877028.187500 Penalty: 895.227844 Iteration 11Q: 3 clusters Score -877028.2 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16225 members Mstep: Class 2 contains 2501 members Entering Unmasked Estep Score: -877070.250000 Penalty: 895.227844 Iteration 12Q: 3 clusters Score -877070.2 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16360 members Mstep: Class 2 contains 2366 members Entering Unmasked Estep Score: -877105.500000 Penalty: 895.227844 Iteration 13Q: 3 clusters Score -877105.5 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16489 members Mstep: Class 2 contains 2237 members Entering Unmasked Estep Score: -877143.500000 Penalty: 895.227844 Iteration 14Q: 3 clusters Score -877143.5 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16616 members Mstep: Class 2 contains 2110 members Entering Unmasked Estep Score: -877180.312500 Penalty: 895.227844 Iteration 15Q: 3 clusters Score -877180.3 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16734 members Mstep: Class 2 contains 1992 members Entering Unmasked Estep Score: -877218.375000 Penalty: 895.227844 Iteration 16Q: 3 clusters Score -877218.4 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16850 members Mstep: Class 2 contains 1876 members Entering Unmasked Estep Score: -877253.312500 Penalty: 895.227844 Iteration 17Q: 3 clusters Score -877253.3 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16964 members Mstep: Class 2 contains 1762 members Entering Unmasked Estep Score: -877293.375000 Penalty: 895.227844 Iteration 18Q: 3 clusters Score -877293.4 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17084 members Mstep: Class 2 contains 1642 members Entering Unmasked Estep Score: -877329.562500 Penalty: 895.227844 Iteration 19Q: 3 clusters Score -877329.6 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17178 members Mstep: Class 2 contains 1548 members Entering Unmasked Estep Score: -877356.750000 Penalty: 895.227844 Iteration 20F: 3 clusters Score -877356.8 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17265 members Mstep: Class 2 contains 1461 members Entering Unmasked Estep Score: -877381.687500 Penalty: 895.227844 Iteration 21Q: 3 clusters Score -877381.7 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17362 members Mstep: Class 2 contains 1364 members Entering Unmasked Estep Score: -877411.812500 Penalty: 895.227844 Iteration 22Q: 3 clusters Score -877411.8 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17445 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -877436.687500 Penalty: 895.227844 Iteration 23Q: 3 clusters Score -877436.7 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17510 members Mstep: Class 2 contains 1216 members Entering Unmasked Estep Score: -877457.750000 Penalty: 895.227844 Iteration 24Q: 3 clusters Score -877457.8 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17565 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -877475.750000 Penalty: 895.227844 Iteration 25Q: 3 clusters Score -877475.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17618 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -877487.437500 Penalty: 895.227844 Iteration 26Q: 3 clusters Score -877487.4 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17659 members Mstep: Class 2 contains 1067 members Entering Unmasked Estep Score: -877496.500000 Penalty: 895.227844 Iteration 27Q: 3 clusters Score -877496.5 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17708 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -877510.062500 Penalty: 895.227844 Iteration 28Q: 3 clusters Score -877510.1 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17754 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -877521.687500 Penalty: 895.227844 Iteration 29Q: 3 clusters Score -877521.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17791 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -877532.125000 Penalty: 895.227844 Iteration 30Q: 3 clusters Score -877532.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17827 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -877541.000000 Penalty: 895.227844 Iteration 31Q: 3 clusters Score -877541 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17865 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -877549.250000 Penalty: 895.227844 Iteration 32Q: 3 clusters Score -877549.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17902 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -877561.062500 Penalty: 895.227844 Iteration 33Q: 3 clusters Score -877561.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17933 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -877572.000000 Penalty: 895.227844 Iteration 34Q: 3 clusters Score -877572 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17966 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -877577.937500 Penalty: 895.227844 Iteration 35Q: 3 clusters Score -877577.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17994 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -877583.250000 Penalty: 895.227844 Iteration 36Q: 3 clusters Score -877583.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18023 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -877592.375000 Penalty: 895.227844 Iteration 37Q: 3 clusters Score -877592.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18049 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -877598.250000 Penalty: 895.227844 Iteration 38Q: 3 clusters Score -877598.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18063 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -877600.812500 Penalty: 895.227844 Iteration 39Q: 3 clusters Score -877600.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18075 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -877604.312500 Penalty: 895.227844 Iteration 40F: 3 clusters Score -877604.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18090 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -877607.875000 Penalty: 895.227844 Iteration 41Q: 3 clusters Score -877607.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18095 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -877607.500000 Penalty: 895.227844 Iteration 42Q: 3 clusters Score -877607.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18103 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -877609.750000 Penalty: 895.227844 Iteration 43Q: 3 clusters Score -877609.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18115 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -877611.687500 Penalty: 895.227844 Iteration 44Q: 3 clusters Score -877611.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18124 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -877614.437500 Penalty: 895.227844 Iteration 45Q: 3 clusters Score -877614.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18130 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -877617.250000 Penalty: 895.227844 Iteration 46Q: 3 clusters Score -877617.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18132 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -877616.875000 Penalty: 895.227844 Iteration 47Q: 3 clusters Score -877616.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18132 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -877616.875000 Penalty: 895.227844 Iteration 48F: 3 clusters Score -877616.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (517 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Entering Unmasked Estep Score: -19468.314453 Penalty: 284.285950 Iteration 0F: 2 clusters Score -19468.31 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -18981.486328 Penalty: 568.571899 Iteration 0F: 3 clusters Score -18981.49 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -19119.289062 Penalty: 568.571899 Iteration 1F: 3 clusters Score -19119.29 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -19179.248047 Penalty: 568.571899 Iteration 2F: 3 clusters Score -19179.25 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -19270.009766 Penalty: 568.571899 Iteration 3F: 3 clusters Score -19270.01 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -19386.570312 Penalty: 568.571899 Iteration 4F: 3 clusters Score -19386.57 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -19465.580078 Penalty: 568.571899 Iteration 5F: 3 clusters Score -19465.58 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -19503.306641 Penalty: 568.571899 Iteration 6Q: 3 clusters Score -19503.31 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -19515.607422 Penalty: 568.571899 Iteration 7Q: 3 clusters Score -19515.61 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -19517.132812 Penalty: 568.571899 Iteration 8Q: 3 clusters Score -19517.13 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -19519.134766 Penalty: 568.571899 Iteration 9Q: 3 clusters Score -19519.13 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -19519.134766 Penalty: 568.571899 Iteration 10F: 3 clusters Score -19519.13 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 1105 members Mstep: Class 3 contains 1859 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 295 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 15049 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 503 members Mstep: Class 10 contains 3770 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 32238 members Mstep: Class 13 contains 18726 members Mstep: Class 14 contains 150 members Mstep: Class 15 contains 4023 members Mstep: Class 16 contains 29850 members Mstep: Class 17 contains 251396 members Mstep: Class 18 contains 367 members Mstep: Class 20 contains 5236 members Mstep: Class 21 contains 1192 members Entering Unmasked Estep Score: -15549763.000000 Penalty: 11666.028320 Splitting cluster 14 changes total score from -15550011.000000 to -15549763.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 15 (4023 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4023 members Entering Unmasked Estep Score: -161816.812500 Penalty: 377.640106 Iteration 0F: 2 clusters Score -161816.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1972 members Mstep: Class 2 contains 2051 members Entering Unmasked Estep Score: -159129.734375 Penalty: 755.280212 Iteration 0F: 3 clusters Score -159129.7 nChanged 1743 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1957 members Mstep: Class 2 contains 2066 members Entering Unmasked Estep Score: -160168.187500 Penalty: 755.280212 Iteration 1F: 3 clusters Score -160168.2 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1979 members Mstep: Class 2 contains 2044 members Entering Unmasked Estep Score: -160289.578125 Penalty: 755.280212 Iteration 2F: 3 clusters Score -160289.6 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1966 members Mstep: Class 2 contains 2057 members Entering Unmasked Estep Score: -160418.843750 Penalty: 755.280212 Iteration 3F: 3 clusters Score -160418.8 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1953 members Mstep: Class 2 contains 2070 members Entering Unmasked Estep Score: -160536.781250 Penalty: 755.280212 Iteration 4F: 3 clusters Score -160536.8 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1936 members Mstep: Class 2 contains 2087 members Entering Unmasked Estep Score: -160657.859375 Penalty: 755.280212 Iteration 5Q: 3 clusters Score -160657.9 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1913 members Mstep: Class 2 contains 2110 members Entering Unmasked Estep Score: -160810.500000 Penalty: 755.280212 Iteration 6F: 3 clusters Score -160810.5 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1876 members Mstep: Class 2 contains 2147 members Entering Unmasked Estep Score: -160931.890625 Penalty: 755.280212 Iteration 7Q: 3 clusters Score -160931.9 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1833 members Mstep: Class 2 contains 2190 members Entering Unmasked Estep Score: -161016.546875 Penalty: 755.280212 Iteration 8Q: 3 clusters Score -161016.5 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1794 members Mstep: Class 2 contains 2229 members Entering Unmasked Estep Score: -161086.468750 Penalty: 755.280212 Iteration 9Q: 3 clusters Score -161086.5 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1762 members Mstep: Class 2 contains 2261 members Entering Unmasked Estep Score: -161119.750000 Penalty: 755.280212 Iteration 10Q: 3 clusters Score -161119.8 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 2283 members Entering Unmasked Estep Score: -161140.375000 Penalty: 755.280212 Iteration 11Q: 3 clusters Score -161140.4 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1733 members Mstep: Class 2 contains 2290 members Entering Unmasked Estep Score: -161152.703125 Penalty: 755.280212 Iteration 12Q: 3 clusters Score -161152.7 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1728 members Mstep: Class 2 contains 2295 members Entering Unmasked Estep Score: -161158.593750 Penalty: 755.280212 Iteration 13Q: 3 clusters Score -161158.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1728 members Mstep: Class 2 contains 2295 members Entering Unmasked Estep Score: -161164.000000 Penalty: 755.280212 Iteration 14Q: 3 clusters Score -161164 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1723 members Mstep: Class 2 contains 2300 members Entering Unmasked Estep Score: -161167.000000 Penalty: 755.280212 Iteration 15Q: 3 clusters Score -161167 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1709 members Mstep: Class 2 contains 2314 members Entering Unmasked Estep Score: -161169.390625 Penalty: 755.280212 Iteration 16Q: 3 clusters Score -161169.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1706 members Mstep: Class 2 contains 2317 members Entering Unmasked Estep Score: -161170.906250 Penalty: 755.280212 Iteration 17Q: 3 clusters Score -161170.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1707 members Mstep: Class 2 contains 2316 members Entering Unmasked Estep Score: -161171.312500 Penalty: 755.280212 Iteration 18Q: 3 clusters Score -161171.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1709 members Mstep: Class 2 contains 2314 members Entering Unmasked Estep Score: -161171.718750 Penalty: 755.280212 Iteration 19Q: 3 clusters Score -161171.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1715 members Mstep: Class 2 contains 2308 members Entering Unmasked Estep Score: -161173.484375 Penalty: 755.280212 Iteration 20F: 3 clusters Score -161173.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1722 members Mstep: Class 2 contains 2301 members Entering Unmasked Estep Score: -161174.968750 Penalty: 755.280212 Iteration 21Q: 3 clusters Score -161175 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1727 members Mstep: Class 2 contains 2296 members Entering Unmasked Estep Score: -161175.937500 Penalty: 755.280212 Iteration 22Q: 3 clusters Score -161175.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1731 members Mstep: Class 2 contains 2292 members Entering Unmasked Estep Score: -161176.890625 Penalty: 755.280212 Iteration 23Q: 3 clusters Score -161176.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1737 members Mstep: Class 2 contains 2286 members Entering Unmasked Estep Score: -161177.687500 Penalty: 755.280212 Iteration 24Q: 3 clusters Score -161177.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1741 members Mstep: Class 2 contains 2282 members Entering Unmasked Estep Score: -161178.500000 Penalty: 755.280212 Iteration 25Q: 3 clusters Score -161178.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1748 members Mstep: Class 2 contains 2275 members Entering Unmasked Estep Score: -161179.218750 Penalty: 755.280212 Iteration 26Q: 3 clusters Score -161179.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1752 members Mstep: Class 2 contains 2271 members Entering Unmasked Estep Score: -161179.890625 Penalty: 755.280212 Iteration 27Q: 3 clusters Score -161179.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1751 members Mstep: Class 2 contains 2272 members Entering Unmasked Estep Score: -161180.062500 Penalty: 755.280212 Iteration 28Q: 3 clusters Score -161180.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1750 members Mstep: Class 2 contains 2273 members Entering Unmasked Estep Score: -161180.796875 Penalty: 755.280212 Iteration 29Q: 3 clusters Score -161180.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1751 members Mstep: Class 2 contains 2272 members Entering Unmasked Estep Score: -161180.843750 Penalty: 755.280212 Iteration 30Q: 3 clusters Score -161180.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1748 members Mstep: Class 2 contains 2275 members Entering Unmasked Estep Score: -161181.187500 Penalty: 755.280212 Iteration 31Q: 3 clusters Score -161181.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1749 members Mstep: Class 2 contains 2274 members Entering Unmasked Estep Score: -161181.234375 Penalty: 755.280212 Iteration 32Q: 3 clusters Score -161181.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1751 members Mstep: Class 2 contains 2272 members Entering Unmasked Estep Score: -161181.406250 Penalty: 755.280212 Iteration 33Q: 3 clusters Score -161181.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1751 members Mstep: Class 2 contains 2272 members Entering Unmasked Estep Score: -161181.406250 Penalty: 755.280212 Iteration 34F: 3 clusters Score -161181.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (29850 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29850 members Entering Unmasked Estep Score: -1320277.625000 Penalty: 468.829254 Iteration 0F: 2 clusters Score -1320278 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14841 members Mstep: Class 2 contains 15009 members Entering Unmasked Estep Score: -1300513.375000 Penalty: 937.658508 Iteration 0F: 3 clusters Score -1300513 nChanged 14257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14010 members Mstep: Class 2 contains 15840 members Entering Unmasked Estep Score: -1308970.625000 Penalty: 937.658508 Iteration 1F: 3 clusters Score -1308971 nChanged 1347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13477 members Mstep: Class 2 contains 16373 members Entering Unmasked Estep Score: -1309581.625000 Penalty: 937.658508 Iteration 2Q: 3 clusters Score -1309582 nChanged 1530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12745 members Mstep: Class 2 contains 17105 members Entering Unmasked Estep Score: -1310500.125000 Penalty: 937.658508 Iteration 3F: 3 clusters Score -1310500 nChanged 1737 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11848 members Mstep: Class 2 contains 18002 members Entering Unmasked Estep Score: -1311717.625000 Penalty: 937.658508 Iteration 4F: 3 clusters Score -1311718 nChanged 1805 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10999 members Mstep: Class 2 contains 18851 members Entering Unmasked Estep Score: -1313108.875000 Penalty: 937.658508 Iteration 5F: 3 clusters Score -1313109 nChanged 1680 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10283 members Mstep: Class 2 contains 19567 members Entering Unmasked Estep Score: -1314318.625000 Penalty: 937.658508 Iteration 6F: 3 clusters Score -1314319 nChanged 1387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9746 members Mstep: Class 2 contains 20104 members Entering Unmasked Estep Score: -1314985.500000 Penalty: 937.658508 Iteration 7Q: 3 clusters Score -1314986 nChanged 873 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9277 members Mstep: Class 2 contains 20573 members Entering Unmasked Estep Score: -1315264.875000 Penalty: 937.658508 Iteration 8Q: 3 clusters Score -1315265 nChanged 601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8794 members Mstep: Class 2 contains 21056 members Entering Unmasked Estep Score: -1315438.750000 Penalty: 937.658508 Iteration 9Q: 3 clusters Score -1315439 nChanged 507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8315 members Mstep: Class 2 contains 21535 members Entering Unmasked Estep Score: -1315588.875000 Penalty: 937.658508 Iteration 10Q: 3 clusters Score -1315589 nChanged 497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7820 members Mstep: Class 2 contains 22030 members Entering Unmasked Estep Score: -1315734.875000 Penalty: 937.658508 Iteration 11Q: 3 clusters Score -1315735 nChanged 515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7307 members Mstep: Class 2 contains 22543 members Entering Unmasked Estep Score: -1315905.625000 Penalty: 937.658508 Iteration 12Q: 3 clusters Score -1315906 nChanged 543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6764 members Mstep: Class 2 contains 23086 members Entering Unmasked Estep Score: -1316093.500000 Penalty: 937.658508 Iteration 13Q: 3 clusters Score -1316094 nChanged 574 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6190 members Mstep: Class 2 contains 23660 members Entering Unmasked Estep Score: -1316297.000000 Penalty: 937.658508 Iteration 14Q: 3 clusters Score -1316297 nChanged 559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5631 members Mstep: Class 2 contains 24219 members Entering Unmasked Estep Score: -1316523.625000 Penalty: 937.658508 Iteration 15Q: 3 clusters Score -1316524 nChanged 576 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5055 members Mstep: Class 2 contains 24795 members Entering Unmasked Estep Score: -1316768.625000 Penalty: 937.658508 Iteration 16Q: 3 clusters Score -1316769 nChanged 579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4476 members Mstep: Class 2 contains 25374 members Entering Unmasked Estep Score: -1317046.125000 Penalty: 937.658508 Iteration 17Q: 3 clusters Score -1317046 nChanged 573 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3903 members Mstep: Class 2 contains 25947 members Entering Unmasked Estep Score: -1317338.250000 Penalty: 937.658508 Iteration 18Q: 3 clusters Score -1317338 nChanged 574 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3329 members Mstep: Class 2 contains 26521 members Entering Unmasked Estep Score: -1317663.625000 Penalty: 937.658508 Iteration 19Q: 3 clusters Score -1317664 nChanged 558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2775 members Mstep: Class 2 contains 27075 members Entering Unmasked Estep Score: -1318013.250000 Penalty: 937.658508 Iteration 20F: 3 clusters Score -1318013 nChanged 525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2256 members Mstep: Class 2 contains 27594 members Entering Unmasked Estep Score: -1318359.000000 Penalty: 937.658508 Iteration 21Q: 3 clusters Score -1318359 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1801 members Mstep: Class 2 contains 28049 members Entering Unmasked Estep Score: -1318663.375000 Penalty: 937.658508 Iteration 22Q: 3 clusters Score -1318663 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1398 members Mstep: Class 2 contains 28452 members Entering Unmasked Estep Score: -1318927.875000 Penalty: 937.658508 Iteration 23Q: 3 clusters Score -1318928 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 28801 members Entering Unmasked Estep Score: -1319166.375000 Penalty: 937.658508 Iteration 24Q: 3 clusters Score -1319166 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 29094 members Entering Unmasked Estep Score: -1319379.875000 Penalty: 937.658508 Iteration 25Q: 3 clusters Score -1319380 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 29306 members Entering Unmasked Estep Score: -1319527.500000 Penalty: 937.658508 Iteration 26Q: 3 clusters Score -1319528 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 29460 members Entering Unmasked Estep Score: -1319633.500000 Penalty: 937.658508 Iteration 27Q: 3 clusters Score -1319634 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 29569 members Entering Unmasked Estep Score: -1319706.875000 Penalty: 937.658508 Iteration 28Q: 3 clusters Score -1319707 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 29646 members Entering Unmasked Estep Score: -1319769.250000 Penalty: 937.658508 Iteration 29Q: 3 clusters Score -1319769 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 29691 members Entering Unmasked Estep Score: -1319805.625000 Penalty: 937.658508 Iteration 30Q: 3 clusters Score -1319806 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 29722 members Entering Unmasked Estep Score: -1319827.125000 Penalty: 937.658508 Iteration 31Q: 3 clusters Score -1319827 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 29739 members Entering Unmasked Estep Score: -1319844.500000 Penalty: 937.658508 Iteration 32Q: 3 clusters Score -1319844 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 29746 members Entering Unmasked Estep Score: -1319853.250000 Penalty: 937.658508 Iteration 33Q: 3 clusters Score -1319853 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 29750 members Entering Unmasked Estep Score: -1319858.125000 Penalty: 937.658508 Iteration 34Q: 3 clusters Score -1319858 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 29754 members Entering Unmasked Estep Score: -1319867.625000 Penalty: 937.658508 Iteration 35Q: 3 clusters Score -1319868 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 29757 members Entering Unmasked Estep Score: -1319870.625000 Penalty: 937.658508 Iteration 36Q: 3 clusters Score -1319871 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 29758 members Entering Unmasked Estep Score: -1319872.500000 Penalty: 937.658508 Iteration 37Q: 3 clusters Score -1319872 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 29759 members Entering Unmasked Estep Score: -1319873.625000 Penalty: 937.658508 Iteration 38Q: 3 clusters Score -1319874 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 29760 members Entering Unmasked Estep Score: -1319877.250000 Penalty: 937.658508 Iteration 39Q: 3 clusters Score -1319877 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 29760 members Entering Unmasked Estep Score: -1319878.875000 Penalty: 937.658508 Iteration 40F: 3 clusters Score -1319879 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 29761 members Entering Unmasked Estep Score: -1319879.500000 Penalty: 937.658508 Iteration 41Q: 3 clusters Score -1319880 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 29761 members Entering Unmasked Estep Score: -1319879.500000 Penalty: 937.658508 Iteration 42F: 3 clusters Score -1319880 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (251396 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251396 members Entering Unmasked Estep Score: -10843699.000000 Penalty: 565.782715 Iteration 0F: 2 clusters Score -1.08437e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126406 members Mstep: Class 2 contains 124990 members Entering Unmasked Estep Score: -10679113.000000 Penalty: 1131.565430 Iteration 0F: 3 clusters Score -1.067911e+07 nChanged 123693 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154857 members Mstep: Class 2 contains 96539 members Entering Unmasked Estep Score: -10761519.000000 Penalty: 1131.565430 Iteration 1F: 3 clusters Score -1.076152e+07 nChanged 18211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172824 members Mstep: Class 2 contains 78572 members Entering Unmasked Estep Score: -10773393.000000 Penalty: 1131.565430 Iteration 2F: 3 clusters Score -1.077339e+07 nChanged 24237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197023 members Mstep: Class 2 contains 54373 members Entering Unmasked Estep Score: -10793928.000000 Penalty: 1131.565430 Iteration 3F: 3 clusters Score -1.079393e+07 nChanged 26002 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223021 members Mstep: Class 2 contains 28375 members Entering Unmasked Estep Score: -10819824.000000 Penalty: 1131.565430 Iteration 4F: 3 clusters Score -1.081982e+07 nChanged 19142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242163 members Mstep: Class 2 contains 9233 members Entering Unmasked Estep Score: -10836484.000000 Penalty: 1131.565430 Iteration 5F: 3 clusters Score -1.083648e+07 nChanged 7421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249584 members Mstep: Class 2 contains 1812 members Entering Unmasked Estep Score: -10841800.000000 Penalty: 1131.565430 Iteration 6Q: 3 clusters Score -1.08418e+07 nChanged 1559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251143 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -10842945.000000 Penalty: 1131.565430 Iteration 7Q: 3 clusters Score -1.084294e+07 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251350 members Mstep: Class 2 contains 46 members Entering Unmasked Estep Score: -10843124.000000 Penalty: 1131.565430 Iteration 8Q: 3 clusters Score -1.084312e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251373 members Mstep: Class 2 contains 23 members Entering Unmasked Estep Score: -10843173.000000 Penalty: 1131.565430 Iteration 9Q: 3 clusters Score -1.084317e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251372 members Mstep: Class 2 contains 24 members Entering Unmasked Estep Score: -10843179.000000 Penalty: 1131.565430 Iteration 10Q: 3 clusters Score -1.084318e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251371 members Mstep: Class 2 contains 25 members Entering Unmasked Estep Score: -10843179.000000 Penalty: 1131.565430 Iteration 11Q: 3 clusters Score -1.084318e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251371 members Mstep: Class 2 contains 25 members Entering Unmasked Estep Score: -10843179.000000 Penalty: 1131.565430 Iteration 12F: 3 clusters Score -1.084318e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (5236 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5236 members Entering Unmasked Estep Score: -246467.796875 Penalty: 389.630768 Iteration 0F: 2 clusters Score -246467.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2567 members Mstep: Class 2 contains 2669 members Entering Unmasked Estep Score: -242915.375000 Penalty: 779.261536 Iteration 0F: 3 clusters Score -242915.4 nChanged 2413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2278 members Mstep: Class 2 contains 2958 members Entering Unmasked Estep Score: -244247.828125 Penalty: 779.261536 Iteration 1F: 3 clusters Score -244247.8 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2128 members Mstep: Class 2 contains 3108 members Entering Unmasked Estep Score: -244435.765625 Penalty: 779.261536 Iteration 2F: 3 clusters Score -244435.8 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1933 members Mstep: Class 2 contains 3303 members Entering Unmasked Estep Score: -244738.437500 Penalty: 779.261536 Iteration 3F: 3 clusters Score -244738.4 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1713 members Mstep: Class 2 contains 3523 members Entering Unmasked Estep Score: -245049.625000 Penalty: 779.261536 Iteration 4F: 3 clusters Score -245049.6 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1495 members Mstep: Class 2 contains 3741 members Entering Unmasked Estep Score: -245322.921875 Penalty: 779.261536 Iteration 5F: 3 clusters Score -245322.9 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1313 members Mstep: Class 2 contains 3923 members Entering Unmasked Estep Score: -245544.031250 Penalty: 779.261536 Iteration 6F: 3 clusters Score -245544 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 4081 members Entering Unmasked Estep Score: -245711.375000 Penalty: 779.261536 Iteration 7Q: 3 clusters Score -245711.4 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 4180 members Entering Unmasked Estep Score: -245809.968750 Penalty: 779.261536 Iteration 8Q: 3 clusters Score -245810 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 4262 members Entering Unmasked Estep Score: -245865.953125 Penalty: 779.261536 Iteration 9Q: 3 clusters Score -245866 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 4335 members Entering Unmasked Estep Score: -245909.781250 Penalty: 779.261536 Iteration 10Q: 3 clusters Score -245909.8 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 4410 members Entering Unmasked Estep Score: -245950.656250 Penalty: 779.261536 Iteration 11Q: 3 clusters Score -245950.7 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 4473 members Entering Unmasked Estep Score: -245979.593750 Penalty: 779.261536 Iteration 12Q: 3 clusters Score -245979.6 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 4520 members Entering Unmasked Estep Score: -245999.625000 Penalty: 779.261536 Iteration 13Q: 3 clusters Score -245999.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 4557 members Entering Unmasked Estep Score: -246015.000000 Penalty: 779.261536 Iteration 14Q: 3 clusters Score -246015 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 4590 members Entering Unmasked Estep Score: -246027.218750 Penalty: 779.261536 Iteration 15Q: 3 clusters Score -246027.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 4615 members Entering Unmasked Estep Score: -246036.859375 Penalty: 779.261536 Iteration 16Q: 3 clusters Score -246036.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 4643 members Entering Unmasked Estep Score: -246048.062500 Penalty: 779.261536 Iteration 17Q: 3 clusters Score -246048.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 4664 members Entering Unmasked Estep Score: -246055.718750 Penalty: 779.261536 Iteration 18Q: 3 clusters Score -246055.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 4686 members Entering Unmasked Estep Score: -246065.000000 Penalty: 779.261536 Iteration 19Q: 3 clusters Score -246065 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 4714 members Entering Unmasked Estep Score: -246078.796875 Penalty: 779.261536 Iteration 20F: 3 clusters Score -246078.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 4740 members Entering Unmasked Estep Score: -246088.921875 Penalty: 779.261536 Iteration 21Q: 3 clusters Score -246088.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 4761 members Entering Unmasked Estep Score: -246098.796875 Penalty: 779.261536 Iteration 22Q: 3 clusters Score -246098.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 4777 members Entering Unmasked Estep Score: -246105.578125 Penalty: 779.261536 Iteration 23Q: 3 clusters Score -246105.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 4791 members Entering Unmasked Estep Score: -246110.312500 Penalty: 779.261536 Iteration 24Q: 3 clusters Score -246110.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 4802 members Entering Unmasked Estep Score: -246113.937500 Penalty: 779.261536 Iteration 25Q: 3 clusters Score -246113.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 4813 members Entering Unmasked Estep Score: -246116.937500 Penalty: 779.261536 Iteration 26Q: 3 clusters Score -246116.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 4825 members Entering Unmasked Estep Score: -246122.921875 Penalty: 779.261536 Iteration 27Q: 3 clusters Score -246122.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 4835 members Entering Unmasked Estep Score: -246127.703125 Penalty: 779.261536 Iteration 28Q: 3 clusters Score -246127.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 4845 members Entering Unmasked Estep Score: -246130.234375 Penalty: 779.261536 Iteration 29Q: 3 clusters Score -246130.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 4850 members Entering Unmasked Estep Score: -246131.562500 Penalty: 779.261536 Iteration 30Q: 3 clusters Score -246131.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 4856 members Entering Unmasked Estep Score: -246132.984375 Penalty: 779.261536 Iteration 31Q: 3 clusters Score -246133 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 4858 members Entering Unmasked Estep Score: -246133.890625 Penalty: 779.261536 Iteration 32Q: 3 clusters Score -246133.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 4862 members Entering Unmasked Estep Score: -246135.218750 Penalty: 779.261536 Iteration 33Q: 3 clusters Score -246135.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 4870 members Entering Unmasked Estep Score: -246137.171875 Penalty: 779.261536 Iteration 34Q: 3 clusters Score -246137.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 4876 members Entering Unmasked Estep Score: -246138.671875 Penalty: 779.261536 Iteration 35Q: 3 clusters Score -246138.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 4877 members Entering Unmasked Estep Score: -246138.406250 Penalty: 779.261536 Iteration 36Q: 3 clusters Score -246138.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 4877 members Entering Unmasked Estep Score: -246138.406250 Penalty: 779.261536 Iteration 37F: 3 clusters Score -246138.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (1192 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Entering Unmasked Estep Score: -56133.183594 Penalty: 322.294159 Iteration 0F: 2 clusters Score -56133.18 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -55207.023438 Penalty: 644.588318 Iteration 0F: 3 clusters Score -55207.02 nChanged 460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -55471.050781 Penalty: 644.588318 Iteration 1F: 3 clusters Score -55471.05 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -55510.109375 Penalty: 644.588318 Iteration 2F: 3 clusters Score -55510.11 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -55537.765625 Penalty: 644.588318 Iteration 3Q: 3 clusters Score -55537.77 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -55568.781250 Penalty: 644.588318 Iteration 4Q: 3 clusters Score -55568.78 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -55597.054688 Penalty: 644.588318 Iteration 5Q: 3 clusters Score -55597.05 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -55617.554688 Penalty: 644.588318 Iteration 6Q: 3 clusters Score -55617.55 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -55642.011719 Penalty: 644.588318 Iteration 7Q: 3 clusters Score -55642.01 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -55669.914062 Penalty: 644.588318 Iteration 8Q: 3 clusters Score -55669.91 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -55714.351562 Penalty: 644.588318 Iteration 9Q: 3 clusters Score -55714.35 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -55742.000000 Penalty: 644.588318 Iteration 10Q: 3 clusters Score -55742 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -55762.945312 Penalty: 644.588318 Iteration 11Q: 3 clusters Score -55762.95 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -55774.382812 Penalty: 644.588318 Iteration 12Q: 3 clusters Score -55774.38 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -55779.847656 Penalty: 644.588318 Iteration 13Q: 3 clusters Score -55779.85 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -55783.406250 Penalty: 644.588318 Iteration 14Q: 3 clusters Score -55783.41 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -55786.035156 Penalty: 644.588318 Iteration 15Q: 3 clusters Score -55786.04 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -55789.652344 Penalty: 644.588318 Iteration 16Q: 3 clusters Score -55789.65 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -55792.546875 Penalty: 644.588318 Iteration 17Q: 3 clusters Score -55792.55 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -55794.480469 Penalty: 644.588318 Iteration 18Q: 3 clusters Score -55794.48 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -55797.218750 Penalty: 644.588318 Iteration 19Q: 3 clusters Score -55797.22 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -55799.226562 Penalty: 644.588318 Iteration 20F: 3 clusters Score -55799.23 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -55800.710938 Penalty: 644.588318 Iteration 21Q: 3 clusters Score -55800.71 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -55800.863281 Penalty: 644.588318 Iteration 22Q: 3 clusters Score -55800.86 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -55800.863281 Penalty: 644.588318 Iteration 23F: 3 clusters Score -55800.86 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 1105 members Mstep: Class 3 contains 1859 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 295 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 15049 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 503 members Mstep: Class 10 contains 3770 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 32238 members Mstep: Class 13 contains 18726 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4023 members Mstep: Class 16 contains 29850 members Mstep: Class 17 contains 251396 members Mstep: Class 20 contains 5236 members Mstep: Class 21 contains 1192 members Entering Unmasked Estep ConsiderDeletion Score: -15550011.000000 Penalty: 11082.726562 Iteration 159Q: 20 clusters Score -1.555001e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 1105 members Mstep: Class 3 contains 1859 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 295 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 15049 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 503 members Mstep: Class 10 contains 3770 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 32238 members Mstep: Class 13 contains 18726 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4023 members Mstep: Class 16 contains 29850 members Mstep: Class 17 contains 251394 members Mstep: Class 20 contains 5238 members Mstep: Class 21 contains 1192 members Entering Unmasked Estep ConsiderDeletion Score: -15550023.000000 Penalty: 11082.726562 Iteration 160F: 20 clusters Score -1.555002e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 1105 members Mstep: Class 3 contains 1859 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 295 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 15050 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 503 members Mstep: Class 10 contains 3770 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 32238 members Mstep: Class 13 contains 18726 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4023 members Mstep: Class 16 contains 29850 members Mstep: Class 17 contains 251393 members Mstep: Class 20 contains 5238 members Mstep: Class 21 contains 1192 members Entering Unmasked Estep ConsiderDeletion Score: -15550015.000000 Penalty: 11082.726562 Iteration 161Q: 20 clusters Score -1.555002e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 1105 members Mstep: Class 3 contains 1860 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 295 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 15051 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 503 members Mstep: Class 10 contains 3770 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 32238 members Mstep: Class 13 contains 18726 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4023 members Mstep: Class 16 contains 29850 members Mstep: Class 17 contains 251391 members Mstep: Class 20 contains 5238 members Mstep: Class 21 contains 1192 members Entering Unmasked Estep ConsiderDeletion Score: -15550021.000000 Penalty: 11082.726562 Iteration 162Q: 20 clusters Score -1.555002e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 1105 members Mstep: Class 3 contains 1860 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 295 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 15051 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 503 members Mstep: Class 10 contains 3770 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 32238 members Mstep: Class 13 contains 18726 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4023 members Mstep: Class 16 contains 29850 members Mstep: Class 17 contains 251391 members Mstep: Class 20 contains 5238 members Mstep: Class 21 contains 1192 members Entering Unmasked Estep ConsiderDeletion Score: -15550021.000000 Penalty: 11082.726562 Iteration 163F: 20 clusters Score -1.555002e+07 nChanged 0 Entering ConstructFrom: Score: -15550021.000000 Penalty: 11082.726562 Entering ConstructFrom: Trying to split cluster 1 (1161 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Entering Unmasked Estep Score: -49651.261719 Penalty: 321.095184 Iteration 0F: 2 clusters Score -49651.26 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -48723.000000 Penalty: 642.190369 Iteration 0F: 3 clusters Score -48723 nChanged 462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -48979.351562 Penalty: 642.190369 Iteration 1F: 3 clusters Score -48979.35 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -49026.617188 Penalty: 642.190369 Iteration 2F: 3 clusters Score -49026.62 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -49063.300781 Penalty: 642.190369 Iteration 3F: 3 clusters Score -49063.3 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -49087.296875 Penalty: 642.190369 Iteration 4Q: 3 clusters Score -49087.3 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -49106.292969 Penalty: 642.190369 Iteration 5Q: 3 clusters Score -49106.29 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -49123.683594 Penalty: 642.190369 Iteration 6Q: 3 clusters Score -49123.68 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -49139.109375 Penalty: 642.190369 Iteration 7Q: 3 clusters Score -49139.11 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -49159.195312 Penalty: 642.190369 Iteration 8Q: 3 clusters Score -49159.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -49182.480469 Penalty: 642.190369 Iteration 9Q: 3 clusters Score -49182.48 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -49208.503906 Penalty: 642.190369 Iteration 10Q: 3 clusters Score -49208.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -49237.304688 Penalty: 642.190369 Iteration 11Q: 3 clusters Score -49237.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -49268.832031 Penalty: 642.190369 Iteration 12Q: 3 clusters Score -49268.83 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -49289.394531 Penalty: 642.190369 Iteration 13Q: 3 clusters Score -49289.39 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -49306.804688 Penalty: 642.190369 Iteration 14Q: 3 clusters Score -49306.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -49315.328125 Penalty: 642.190369 Iteration 15Q: 3 clusters Score -49315.33 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -49324.625000 Penalty: 642.190369 Iteration 16Q: 3 clusters Score -49324.62 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -49334.714844 Penalty: 642.190369 Iteration 17Q: 3 clusters Score -49334.71 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -49341.203125 Penalty: 642.190369 Iteration 18Q: 3 clusters Score -49341.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -49345.742188 Penalty: 642.190369 Iteration 19Q: 3 clusters Score -49345.74 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -49349.074219 Penalty: 642.190369 Iteration 20F: 3 clusters Score -49349.07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -49357.765625 Penalty: 642.190369 Iteration 21Q: 3 clusters Score -49357.77 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -49369.449219 Penalty: 642.190369 Iteration 22Q: 3 clusters Score -49369.45 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -49379.480469 Penalty: 642.190369 Iteration 23Q: 3 clusters Score -49379.48 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -49388.246094 Penalty: 642.190369 Iteration 24Q: 3 clusters Score -49388.25 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -49395.785156 Penalty: 642.190369 Iteration 25Q: 3 clusters Score -49395.79 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -49399.437500 Penalty: 642.190369 Iteration 26Q: 3 clusters Score -49399.44 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -49403.132812 Penalty: 642.190369 Iteration 27Q: 3 clusters Score -49403.13 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -49403.882812 Penalty: 642.190369 Iteration 28Q: 3 clusters Score -49403.88 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -49404.085938 Penalty: 642.190369 Iteration 29Q: 3 clusters Score -49404.09 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -49404.085938 Penalty: 642.190369 Iteration 30F: 3 clusters Score -49404.09 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (1105 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Entering Unmasked Estep Score: -50665.089844 Penalty: 318.845825 Iteration 0F: 2 clusters Score -50665.09 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -49814.222656 Penalty: 637.691650 Iteration 0F: 3 clusters Score -49814.22 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -50053.703125 Penalty: 637.691650 Iteration 1F: 3 clusters Score -50053.7 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -50118.093750 Penalty: 637.691650 Iteration 2F: 3 clusters Score -50118.09 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -50161.386719 Penalty: 637.691650 Iteration 3F: 3 clusters Score -50161.39 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -50193.550781 Penalty: 637.691650 Iteration 4F: 3 clusters Score -50193.55 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -50221.789062 Penalty: 637.691650 Iteration 5Q: 3 clusters Score -50221.79 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -50243.910156 Penalty: 637.691650 Iteration 6Q: 3 clusters Score -50243.91 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -50258.437500 Penalty: 637.691650 Iteration 7Q: 3 clusters Score -50258.44 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -50273.054688 Penalty: 637.691650 Iteration 8Q: 3 clusters Score -50273.05 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -50286.140625 Penalty: 637.691650 Iteration 9Q: 3 clusters Score -50286.14 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -50301.632812 Penalty: 637.691650 Iteration 10Q: 3 clusters Score -50301.63 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -50314.734375 Penalty: 637.691650 Iteration 11Q: 3 clusters Score -50314.73 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -50331.222656 Penalty: 637.691650 Iteration 12Q: 3 clusters Score -50331.22 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -50348.953125 Penalty: 637.691650 Iteration 13Q: 3 clusters Score -50348.95 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -50357.722656 Penalty: 637.691650 Iteration 14Q: 3 clusters Score -50357.72 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: -50360.835938 Penalty: 637.691650 Iteration 15Q: 3 clusters Score -50360.84 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -50364.902344 Penalty: 637.691650 Iteration 16Q: 3 clusters Score -50364.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -50368.933594 Penalty: 637.691650 Iteration 17Q: 3 clusters Score -50368.93 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -50374.375000 Penalty: 637.691650 Iteration 18Q: 3 clusters Score -50374.38 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -50378.062500 Penalty: 637.691650 Iteration 19Q: 3 clusters Score -50378.06 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -50382.390625 Penalty: 637.691650 Iteration 20F: 3 clusters Score -50382.39 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -50386.937500 Penalty: 637.691650 Iteration 21Q: 3 clusters Score -50386.94 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -50391.046875 Penalty: 637.691650 Iteration 22Q: 3 clusters Score -50391.05 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -50394.640625 Penalty: 637.691650 Iteration 23Q: 3 clusters Score -50394.64 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -50397.359375 Penalty: 637.691650 Iteration 24Q: 3 clusters Score -50397.36 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -50397.753906 Penalty: 637.691650 Iteration 25Q: 3 clusters Score -50397.75 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -50397.753906 Penalty: 637.691650 Iteration 26F: 3 clusters Score -50397.75 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (1860 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1860 members Entering Unmasked Estep Score: -78680.664062 Penalty: 342.539093 Iteration 0F: 2 clusters Score -78680.66 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -77334.054688 Penalty: 685.078186 Iteration 0F: 3 clusters Score -77334.05 nChanged 794 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -77757.656250 Penalty: 685.078186 Iteration 1F: 3 clusters Score -77757.66 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -77845.164062 Penalty: 685.078186 Iteration 2F: 3 clusters Score -77845.16 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 1211 members Entering Unmasked Estep Score: -77906.500000 Penalty: 685.078186 Iteration 3F: 3 clusters Score -77906.5 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 1274 members Entering Unmasked Estep Score: -77951.351562 Penalty: 685.078186 Iteration 4Q: 3 clusters Score -77951.35 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 1341 members Entering Unmasked Estep Score: -78000.125000 Penalty: 685.078186 Iteration 5Q: 3 clusters Score -78000.12 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 1402 members Entering Unmasked Estep Score: -78052.484375 Penalty: 685.078186 Iteration 6Q: 3 clusters Score -78052.48 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 1470 members Entering Unmasked Estep Score: -78115.578125 Penalty: 685.078186 Iteration 7Q: 3 clusters Score -78115.58 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 1534 members Entering Unmasked Estep Score: -78172.554688 Penalty: 685.078186 Iteration 8Q: 3 clusters Score -78172.55 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 1588 members Entering Unmasked Estep Score: -78223.265625 Penalty: 685.078186 Iteration 9Q: 3 clusters Score -78223.27 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 1621 members Entering Unmasked Estep Score: -78247.890625 Penalty: 685.078186 Iteration 10Q: 3 clusters Score -78247.89 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 1643 members Entering Unmasked Estep Score: -78266.320312 Penalty: 685.078186 Iteration 11Q: 3 clusters Score -78266.32 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 1668 members Entering Unmasked Estep Score: -78291.054688 Penalty: 685.078186 Iteration 12Q: 3 clusters Score -78291.05 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 1693 members Entering Unmasked Estep Score: -78313.898438 Penalty: 685.078186 Iteration 13Q: 3 clusters Score -78313.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 1712 members Entering Unmasked Estep Score: -78329.812500 Penalty: 685.078186 Iteration 14Q: 3 clusters Score -78329.81 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 1722 members Entering Unmasked Estep Score: -78342.195312 Penalty: 685.078186 Iteration 15Q: 3 clusters Score -78342.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 1729 members Entering Unmasked Estep Score: -78353.492188 Penalty: 685.078186 Iteration 16Q: 3 clusters Score -78353.49 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 1735 members Entering Unmasked Estep Score: -78362.453125 Penalty: 685.078186 Iteration 17Q: 3 clusters Score -78362.45 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 1744 members Entering Unmasked Estep Score: -78370.117188 Penalty: 685.078186 Iteration 18Q: 3 clusters Score -78370.12 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 1751 members Entering Unmasked Estep Score: -78374.687500 Penalty: 685.078186 Iteration 19Q: 3 clusters Score -78374.69 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 1754 members Entering Unmasked Estep Score: -78377.632812 Penalty: 685.078186 Iteration 20F: 3 clusters Score -78377.63 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 1759 members Entering Unmasked Estep Score: -78380.507812 Penalty: 685.078186 Iteration 21Q: 3 clusters Score -78380.51 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 1762 members Entering Unmasked Estep Score: -78382.101562 Penalty: 685.078186 Iteration 22Q: 3 clusters Score -78382.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 1765 members Entering Unmasked Estep Score: -78383.945312 Penalty: 685.078186 Iteration 23Q: 3 clusters Score -78383.95 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 1767 members Entering Unmasked Estep Score: -78385.585938 Penalty: 685.078186 Iteration 24Q: 3 clusters Score -78385.59 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 1767 members Entering Unmasked Estep Score: -78385.585938 Penalty: 685.078186 Iteration 25F: 3 clusters Score -78385.59 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (362 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Entering Unmasked Estep Score: -15229.041016 Penalty: 268.069794 Iteration 0F: 2 clusters Score -15229.04 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -14831.910156 Penalty: 536.139587 Iteration 0F: 3 clusters Score -14831.91 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -14960.935547 Penalty: 536.139587 Iteration 1F: 3 clusters Score -14960.94 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -14985.689453 Penalty: 536.139587 Iteration 2F: 3 clusters Score -14985.69 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -15005.408203 Penalty: 536.139587 Iteration 3Q: 3 clusters Score -15005.41 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -15011.213867 Penalty: 536.139587 Iteration 4Q: 3 clusters Score -15011.21 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -15014.681641 Penalty: 536.139587 Iteration 5Q: 3 clusters Score -15014.68 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -15016.298828 Penalty: 536.139587 Iteration 6Q: 3 clusters Score -15016.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -15017.417969 Penalty: 536.139587 Iteration 7Q: 3 clusters Score -15017.42 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -15018.296875 Penalty: 536.139587 Iteration 8Q: 3 clusters Score -15018.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -15019.691406 Penalty: 536.139587 Iteration 9Q: 3 clusters Score -15019.69 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -15020.510742 Penalty: 536.139587 Iteration 10Q: 3 clusters Score -15020.51 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -15021.798828 Penalty: 536.139587 Iteration 11Q: 3 clusters Score -15021.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -15025.863281 Penalty: 536.139587 Iteration 12Q: 3 clusters Score -15025.86 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -15026.916016 Penalty: 536.139587 Iteration 13Q: 3 clusters Score -15026.92 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -15028.070312 Penalty: 536.139587 Iteration 14Q: 3 clusters Score -15028.07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -15028.070312 Penalty: 536.139587 Iteration 15F: 3 clusters Score -15028.07 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (295 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Entering Unmasked Estep Score: -10828.080078 Penalty: 258.757385 Iteration 0F: 2 clusters Score -10828.08 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -10473.258789 Penalty: 517.514771 Iteration 0F: 3 clusters Score -10473.26 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -10541.336914 Penalty: 517.514771 Iteration 1F: 3 clusters Score -10541.34 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -10559.841797 Penalty: 517.514771 Iteration 2F: 3 clusters Score -10559.84 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -10565.449219 Penalty: 517.514771 Iteration 3Q: 3 clusters Score -10565.45 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -10569.156250 Penalty: 517.514771 Iteration 4Q: 3 clusters Score -10569.16 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -10574.357422 Penalty: 517.514771 Iteration 5Q: 3 clusters Score -10574.36 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -10584.895508 Penalty: 517.514771 Iteration 6Q: 3 clusters Score -10584.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -10595.467773 Penalty: 517.514771 Iteration 7Q: 3 clusters Score -10595.47 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -10604.875000 Penalty: 517.514771 Iteration 8Q: 3 clusters Score -10604.88 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -10608.650391 Penalty: 517.514771 Iteration 9Q: 3 clusters Score -10608.65 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -10612.299805 Penalty: 517.514771 Iteration 10Q: 3 clusters Score -10612.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -10619.405273 Penalty: 517.514771 Iteration 11Q: 3 clusters Score -10619.41 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -10628.595703 Penalty: 517.514771 Iteration 12Q: 3 clusters Score -10628.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -10628.969727 Penalty: 517.514771 Iteration 13Q: 3 clusters Score -10628.97 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -10630.693359 Penalty: 517.514771 Iteration 14Q: 3 clusters Score -10630.69 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -10632.452148 Penalty: 517.514771 Iteration 15Q: 3 clusters Score -10632.45 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -10632.452148 Penalty: 517.514771 Iteration 16F: 3 clusters Score -10632.45 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (543 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Entering Unmasked Estep Score: -20222.287109 Penalty: 286.518463 Iteration 0F: 2 clusters Score -20222.29 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -19731.710938 Penalty: 573.036926 Iteration 0F: 3 clusters Score -19731.71 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -19873.480469 Penalty: 573.036926 Iteration 1F: 3 clusters Score -19873.48 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -19947.037109 Penalty: 573.036926 Iteration 2F: 3 clusters Score -19947.04 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -19990.400391 Penalty: 573.036926 Iteration 3F: 3 clusters Score -19990.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -20026.619141 Penalty: 573.036926 Iteration 4Q: 3 clusters Score -20026.62 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -20054.742188 Penalty: 573.036926 Iteration 5Q: 3 clusters Score -20054.74 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -20068.814453 Penalty: 573.036926 Iteration 6Q: 3 clusters Score -20068.81 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -20087.785156 Penalty: 573.036926 Iteration 7Q: 3 clusters Score -20087.79 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -20101.777344 Penalty: 573.036926 Iteration 8Q: 3 clusters Score -20101.78 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -20107.363281 Penalty: 573.036926 Iteration 9Q: 3 clusters Score -20107.36 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -20109.568359 Penalty: 573.036926 Iteration 10Q: 3 clusters Score -20109.57 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -20111.306641 Penalty: 573.036926 Iteration 11Q: 3 clusters Score -20111.31 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -20112.552734 Penalty: 573.036926 Iteration 12Q: 3 clusters Score -20112.55 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -20113.994141 Penalty: 573.036926 Iteration 13Q: 3 clusters Score -20113.99 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -20116.039062 Penalty: 573.036926 Iteration 14Q: 3 clusters Score -20116.04 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -20117.765625 Penalty: 573.036926 Iteration 15Q: 3 clusters Score -20117.77 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -20124.279297 Penalty: 573.036926 Iteration 16Q: 3 clusters Score -20124.28 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -20128.683594 Penalty: 573.036926 Iteration 17Q: 3 clusters Score -20128.68 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -20130.599609 Penalty: 573.036926 Iteration 18Q: 3 clusters Score -20130.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -20132.673828 Penalty: 573.036926 Iteration 19Q: 3 clusters Score -20132.67 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -20135.781250 Penalty: 573.036926 Iteration 20F: 3 clusters Score -20135.78 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -20139.351562 Penalty: 573.036926 Iteration 21Q: 3 clusters Score -20139.35 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -20143.457031 Penalty: 573.036926 Iteration 22Q: 3 clusters Score -20143.46 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -20146.687500 Penalty: 573.036926 Iteration 23Q: 3 clusters Score -20146.69 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -20148.197266 Penalty: 573.036926 Iteration 24Q: 3 clusters Score -20148.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -20155.519531 Penalty: 573.036926 Iteration 25Q: 3 clusters Score -20155.52 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -20166.451172 Penalty: 573.036926 Iteration 26Q: 3 clusters Score -20166.45 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -20176.244141 Penalty: 573.036926 Iteration 27Q: 3 clusters Score -20176.24 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -20192.365234 Penalty: 573.036926 Iteration 28Q: 3 clusters Score -20192.37 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -20206.210938 Penalty: 573.036926 Iteration 29Q: 3 clusters Score -20206.21 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -20211.146484 Penalty: 573.036926 Iteration 30Q: 3 clusters Score -20211.15 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -20213.460938 Penalty: 573.036926 Iteration 31Q: 3 clusters Score -20213.46 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -20215.623047 Penalty: 573.036926 Iteration 32Q: 3 clusters Score -20215.62 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -20216.039062 Penalty: 573.036926 Iteration 33Q: 3 clusters Score -20216.04 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -20216.039062 Penalty: 573.036926 Iteration 34F: 3 clusters Score -20216.04 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (15051 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15051 members Entering Unmasked Estep Score: -692437.562500 Penalty: 437.673584 Iteration 0F: 2 clusters Score -692437.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7519 members Mstep: Class 2 contains 7532 members Entering Unmasked Estep Score: -682522.812500 Penalty: 875.347168 Iteration 0F: 3 clusters Score -682522.8 nChanged 7041 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7724 members Mstep: Class 2 contains 7327 members Entering Unmasked Estep Score: -686686.875000 Penalty: 875.347168 Iteration 1F: 3 clusters Score -686686.9 nChanged 865 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7789 members Mstep: Class 2 contains 7262 members Entering Unmasked Estep Score: -687169.750000 Penalty: 875.347168 Iteration 2F: 3 clusters Score -687169.8 nChanged 967 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7814 members Mstep: Class 2 contains 7237 members Entering Unmasked Estep Score: -687873.812500 Penalty: 875.347168 Iteration 3F: 3 clusters Score -687873.8 nChanged 1094 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7816 members Mstep: Class 2 contains 7235 members Entering Unmasked Estep Score: -688816.562500 Penalty: 875.347168 Iteration 4F: 3 clusters Score -688816.6 nChanged 1098 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7778 members Mstep: Class 2 contains 7273 members Entering Unmasked Estep Score: -689754.687500 Penalty: 875.347168 Iteration 5F: 3 clusters Score -689754.7 nChanged 943 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7775 members Mstep: Class 2 contains 7276 members Entering Unmasked Estep Score: -690319.500000 Penalty: 875.347168 Iteration 6F: 3 clusters Score -690319.5 nChanged 605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7796 members Mstep: Class 2 contains 7255 members Entering Unmasked Estep Score: -690529.312500 Penalty: 875.347168 Iteration 7Q: 3 clusters Score -690529.3 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7807 members Mstep: Class 2 contains 7244 members Entering Unmasked Estep Score: -690611.187500 Penalty: 875.347168 Iteration 8Q: 3 clusters Score -690611.2 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7814 members Mstep: Class 2 contains 7237 members Entering Unmasked Estep Score: -690657.687500 Penalty: 875.347168 Iteration 9Q: 3 clusters Score -690657.7 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7814 members Mstep: Class 2 contains 7237 members Entering Unmasked Estep Score: -690688.937500 Penalty: 875.347168 Iteration 10Q: 3 clusters Score -690688.9 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7836 members Mstep: Class 2 contains 7215 members Entering Unmasked Estep Score: -690712.187500 Penalty: 875.347168 Iteration 11Q: 3 clusters Score -690712.2 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7846 members Mstep: Class 2 contains 7205 members Entering Unmasked Estep Score: -690735.375000 Penalty: 875.347168 Iteration 12Q: 3 clusters Score -690735.4 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7872 members Mstep: Class 2 contains 7179 members Entering Unmasked Estep Score: -690751.500000 Penalty: 875.347168 Iteration 13Q: 3 clusters Score -690751.5 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7889 members Mstep: Class 2 contains 7162 members Entering Unmasked Estep Score: -690770.187500 Penalty: 875.347168 Iteration 14Q: 3 clusters Score -690770.2 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7907 members Mstep: Class 2 contains 7144 members Entering Unmasked Estep Score: -690789.250000 Penalty: 875.347168 Iteration 15Q: 3 clusters Score -690789.2 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7936 members Mstep: Class 2 contains 7115 members Entering Unmasked Estep Score: -690804.062500 Penalty: 875.347168 Iteration 16Q: 3 clusters Score -690804.1 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7977 members Mstep: Class 2 contains 7074 members Entering Unmasked Estep Score: -690817.750000 Penalty: 875.347168 Iteration 17Q: 3 clusters Score -690817.8 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8011 members Mstep: Class 2 contains 7040 members Entering Unmasked Estep Score: -690832.312500 Penalty: 875.347168 Iteration 18Q: 3 clusters Score -690832.3 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8045 members Mstep: Class 2 contains 7006 members Entering Unmasked Estep Score: -690846.562500 Penalty: 875.347168 Iteration 19Q: 3 clusters Score -690846.6 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8087 members Mstep: Class 2 contains 6964 members Entering Unmasked Estep Score: -690856.812500 Penalty: 875.347168 Iteration 20F: 3 clusters Score -690856.8 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8123 members Mstep: Class 2 contains 6928 members Entering Unmasked Estep Score: -690862.625000 Penalty: 875.347168 Iteration 21Q: 3 clusters Score -690862.6 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8160 members Mstep: Class 2 contains 6891 members Entering Unmasked Estep Score: -690869.062500 Penalty: 875.347168 Iteration 22Q: 3 clusters Score -690869.1 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8209 members Mstep: Class 2 contains 6842 members Entering Unmasked Estep Score: -690874.937500 Penalty: 875.347168 Iteration 23Q: 3 clusters Score -690874.9 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8243 members Mstep: Class 2 contains 6808 members Entering Unmasked Estep Score: -690879.875000 Penalty: 875.347168 Iteration 24Q: 3 clusters Score -690879.9 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8286 members Mstep: Class 2 contains 6765 members Entering Unmasked Estep Score: -690884.625000 Penalty: 875.347168 Iteration 25Q: 3 clusters Score -690884.6 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8335 members Mstep: Class 2 contains 6716 members Entering Unmasked Estep Score: -690893.562500 Penalty: 875.347168 Iteration 26Q: 3 clusters Score -690893.6 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8395 members Mstep: Class 2 contains 6656 members Entering Unmasked Estep Score: -690903.312500 Penalty: 875.347168 Iteration 27Q: 3 clusters Score -690903.3 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8448 members Mstep: Class 2 contains 6603 members Entering Unmasked Estep Score: -690912.312500 Penalty: 875.347168 Iteration 28Q: 3 clusters Score -690912.3 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8516 members Mstep: Class 2 contains 6535 members Entering Unmasked Estep Score: -690922.312500 Penalty: 875.347168 Iteration 29Q: 3 clusters Score -690922.3 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8576 members Mstep: Class 2 contains 6475 members Entering Unmasked Estep Score: -690932.312500 Penalty: 875.347168 Iteration 30Q: 3 clusters Score -690932.3 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8650 members Mstep: Class 2 contains 6401 members Entering Unmasked Estep Score: -690941.500000 Penalty: 875.347168 Iteration 31Q: 3 clusters Score -690941.5 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8727 members Mstep: Class 2 contains 6324 members Entering Unmasked Estep Score: -690953.812500 Penalty: 875.347168 Iteration 32Q: 3 clusters Score -690953.8 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8796 members Mstep: Class 2 contains 6255 members Entering Unmasked Estep Score: -690959.937500 Penalty: 875.347168 Iteration 33Q: 3 clusters Score -690959.9 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8874 members Mstep: Class 2 contains 6177 members Entering Unmasked Estep Score: -690973.375000 Penalty: 875.347168 Iteration 34Q: 3 clusters Score -690973.4 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8959 members Mstep: Class 2 contains 6092 members Entering Unmasked Estep Score: -690985.750000 Penalty: 875.347168 Iteration 35Q: 3 clusters Score -690985.8 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9048 members Mstep: Class 2 contains 6003 members Entering Unmasked Estep Score: -691000.125000 Penalty: 875.347168 Iteration 36Q: 3 clusters Score -691000.1 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9150 members Mstep: Class 2 contains 5901 members Entering Unmasked Estep Score: -691014.625000 Penalty: 875.347168 Iteration 37Q: 3 clusters Score -691014.6 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9251 members Mstep: Class 2 contains 5800 members Entering Unmasked Estep Score: -691030.562500 Penalty: 875.347168 Iteration 38Q: 3 clusters Score -691030.6 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9357 members Mstep: Class 2 contains 5694 members Entering Unmasked Estep Score: -691046.875000 Penalty: 875.347168 Iteration 39Q: 3 clusters Score -691046.9 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9475 members Mstep: Class 2 contains 5576 members Entering Unmasked Estep Score: -691070.562500 Penalty: 875.347168 Iteration 40F: 3 clusters Score -691070.6 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9603 members Mstep: Class 2 contains 5448 members Entering Unmasked Estep Score: -691089.125000 Penalty: 875.347168 Iteration 41Q: 3 clusters Score -691089.1 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9727 members Mstep: Class 2 contains 5324 members Entering Unmasked Estep Score: -691109.187500 Penalty: 875.347168 Iteration 42Q: 3 clusters Score -691109.2 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9837 members Mstep: Class 2 contains 5214 members Entering Unmasked Estep Score: -691123.000000 Penalty: 875.347168 Iteration 43Q: 3 clusters Score -691123 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9939 members Mstep: Class 2 contains 5112 members Entering Unmasked Estep Score: -691139.500000 Penalty: 875.347168 Iteration 44Q: 3 clusters Score -691139.5 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10032 members Mstep: Class 2 contains 5019 members Entering Unmasked Estep Score: -691148.875000 Penalty: 875.347168 Iteration 45Q: 3 clusters Score -691148.9 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10122 members Mstep: Class 2 contains 4929 members Entering Unmasked Estep Score: -691163.187500 Penalty: 875.347168 Iteration 46Q: 3 clusters Score -691163.2 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10230 members Mstep: Class 2 contains 4821 members Entering Unmasked Estep Score: -691179.125000 Penalty: 875.347168 Iteration 47Q: 3 clusters Score -691179.1 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10337 members Mstep: Class 2 contains 4714 members Entering Unmasked Estep Score: -691195.312500 Penalty: 875.347168 Iteration 48Q: 3 clusters Score -691195.3 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10454 members Mstep: Class 2 contains 4597 members Entering Unmasked Estep Score: -691215.312500 Penalty: 875.347168 Iteration 49Q: 3 clusters Score -691215.3 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10553 members Mstep: Class 2 contains 4498 members Entering Unmasked Estep Score: -691228.500000 Penalty: 875.347168 Iteration 50Q: 3 clusters Score -691228.5 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10650 members Mstep: Class 2 contains 4401 members Entering Unmasked Estep Score: -691246.437500 Penalty: 875.347168 Iteration 51Q: 3 clusters Score -691246.4 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10748 members Mstep: Class 2 contains 4303 members Entering Unmasked Estep Score: -691260.625000 Penalty: 875.347168 Iteration 52Q: 3 clusters Score -691260.6 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10847 members Mstep: Class 2 contains 4204 members Entering Unmasked Estep Score: -691274.500000 Penalty: 875.347168 Iteration 53Q: 3 clusters Score -691274.5 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10949 members Mstep: Class 2 contains 4102 members Entering Unmasked Estep Score: -691292.500000 Penalty: 875.347168 Iteration 54Q: 3 clusters Score -691292.5 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11069 members Mstep: Class 2 contains 3982 members Entering Unmasked Estep Score: -691312.187500 Penalty: 875.347168 Iteration 55Q: 3 clusters Score -691312.2 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11178 members Mstep: Class 2 contains 3873 members Entering Unmasked Estep Score: -691329.562500 Penalty: 875.347168 Iteration 56Q: 3 clusters Score -691329.6 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11277 members Mstep: Class 2 contains 3774 members Entering Unmasked Estep Score: -691347.187500 Penalty: 875.347168 Iteration 57Q: 3 clusters Score -691347.2 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11366 members Mstep: Class 2 contains 3685 members Entering Unmasked Estep Score: -691359.250000 Penalty: 875.347168 Iteration 58Q: 3 clusters Score -691359.2 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11448 members Mstep: Class 2 contains 3603 members Entering Unmasked Estep Score: -691372.062500 Penalty: 875.347168 Iteration 59Q: 3 clusters Score -691372.1 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11515 members Mstep: Class 2 contains 3536 members Entering Unmasked Estep Score: -691376.250000 Penalty: 875.347168 Iteration 60F: 3 clusters Score -691376.2 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11577 members Mstep: Class 2 contains 3474 members Entering Unmasked Estep Score: -691387.312500 Penalty: 875.347168 Iteration 61Q: 3 clusters Score -691387.3 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11661 members Mstep: Class 2 contains 3390 members Entering Unmasked Estep Score: -691401.312500 Penalty: 875.347168 Iteration 62Q: 3 clusters Score -691401.3 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11750 members Mstep: Class 2 contains 3301 members Entering Unmasked Estep Score: -691418.062500 Penalty: 875.347168 Iteration 63Q: 3 clusters Score -691418.1 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11825 members Mstep: Class 2 contains 3226 members Entering Unmasked Estep Score: -691428.250000 Penalty: 875.347168 Iteration 64Q: 3 clusters Score -691428.2 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11913 members Mstep: Class 2 contains 3138 members Entering Unmasked Estep Score: -691444.937500 Penalty: 875.347168 Iteration 65Q: 3 clusters Score -691444.9 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12005 members Mstep: Class 2 contains 3046 members Entering Unmasked Estep Score: -691462.312500 Penalty: 875.347168 Iteration 66Q: 3 clusters Score -691462.3 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12098 members Mstep: Class 2 contains 2953 members Entering Unmasked Estep Score: -691479.125000 Penalty: 875.347168 Iteration 67Q: 3 clusters Score -691479.1 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12192 members Mstep: Class 2 contains 2859 members Entering Unmasked Estep Score: -691503.562500 Penalty: 875.347168 Iteration 68Q: 3 clusters Score -691503.6 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12296 members Mstep: Class 2 contains 2755 members Entering Unmasked Estep Score: -691532.000000 Penalty: 875.347168 Iteration 69Q: 3 clusters Score -691532 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12405 members Mstep: Class 2 contains 2646 members Entering Unmasked Estep Score: -691556.250000 Penalty: 875.347168 Iteration 70Q: 3 clusters Score -691556.2 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12501 members Mstep: Class 2 contains 2550 members Entering Unmasked Estep Score: -691572.687500 Penalty: 875.347168 Iteration 71Q: 3 clusters Score -691572.7 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12592 members Mstep: Class 2 contains 2459 members Entering Unmasked Estep Score: -691595.687500 Penalty: 875.347168 Iteration 72Q: 3 clusters Score -691595.7 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12692 members Mstep: Class 2 contains 2359 members Entering Unmasked Estep Score: -691614.625000 Penalty: 875.347168 Iteration 73Q: 3 clusters Score -691614.6 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12780 members Mstep: Class 2 contains 2271 members Entering Unmasked Estep Score: -691628.875000 Penalty: 875.347168 Iteration 74Q: 3 clusters Score -691628.9 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12838 members Mstep: Class 2 contains 2213 members Entering Unmasked Estep Score: -691640.000000 Penalty: 875.347168 Iteration 75Q: 3 clusters Score -691640 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12893 members Mstep: Class 2 contains 2158 members Entering Unmasked Estep Score: -691646.562500 Penalty: 875.347168 Iteration 76Q: 3 clusters Score -691646.6 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12950 members Mstep: Class 2 contains 2101 members Entering Unmasked Estep Score: -691658.250000 Penalty: 875.347168 Iteration 77Q: 3 clusters Score -691658.2 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13009 members Mstep: Class 2 contains 2042 members Entering Unmasked Estep Score: -691667.312500 Penalty: 875.347168 Iteration 78Q: 3 clusters Score -691667.3 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13074 members Mstep: Class 2 contains 1977 members Entering Unmasked Estep Score: -691681.000000 Penalty: 875.347168 Iteration 79Q: 3 clusters Score -691681 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13142 members Mstep: Class 2 contains 1909 members Entering Unmasked Estep Score: -691693.500000 Penalty: 875.347168 Iteration 80F: 3 clusters Score -691693.5 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13217 members Mstep: Class 2 contains 1834 members Entering Unmasked Estep Score: -691708.500000 Penalty: 875.347168 Iteration 81Q: 3 clusters Score -691708.5 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13291 members Mstep: Class 2 contains 1760 members Entering Unmasked Estep Score: -691724.750000 Penalty: 875.347168 Iteration 82Q: 3 clusters Score -691724.8 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13362 members Mstep: Class 2 contains 1689 members Entering Unmasked Estep Score: -691733.750000 Penalty: 875.347168 Iteration 83Q: 3 clusters Score -691733.8 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13422 members Mstep: Class 2 contains 1629 members Entering Unmasked Estep Score: -691746.437500 Penalty: 875.347168 Iteration 84Q: 3 clusters Score -691746.4 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13481 members Mstep: Class 2 contains 1570 members Entering Unmasked Estep Score: -691756.437500 Penalty: 875.347168 Iteration 85Q: 3 clusters Score -691756.4 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13537 members Mstep: Class 2 contains 1514 members Entering Unmasked Estep Score: -691770.125000 Penalty: 875.347168 Iteration 86Q: 3 clusters Score -691770.1 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13598 members Mstep: Class 2 contains 1453 members Entering Unmasked Estep Score: -691782.000000 Penalty: 875.347168 Iteration 87Q: 3 clusters Score -691782 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13649 members Mstep: Class 2 contains 1402 members Entering Unmasked Estep Score: -691792.875000 Penalty: 875.347168 Iteration 88Q: 3 clusters Score -691792.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13693 members Mstep: Class 2 contains 1358 members Entering Unmasked Estep Score: -691797.812500 Penalty: 875.347168 Iteration 89Q: 3 clusters Score -691797.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13728 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -691804.937500 Penalty: 875.347168 Iteration 90Q: 3 clusters Score -691804.9 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13775 members Mstep: Class 2 contains 1276 members Entering Unmasked Estep Score: -691815.187500 Penalty: 875.347168 Iteration 91Q: 3 clusters Score -691815.2 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13827 members Mstep: Class 2 contains 1224 members Entering Unmasked Estep Score: -691827.937500 Penalty: 875.347168 Iteration 92Q: 3 clusters Score -691827.9 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13889 members Mstep: Class 2 contains 1162 members Entering Unmasked Estep Score: -691846.375000 Penalty: 875.347168 Iteration 93Q: 3 clusters Score -691846.4 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13953 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -691860.125000 Penalty: 875.347168 Iteration 94Q: 3 clusters Score -691860.1 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14007 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -691876.187500 Penalty: 875.347168 Iteration 95Q: 3 clusters Score -691876.2 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14057 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -691889.312500 Penalty: 875.347168 Iteration 96Q: 3 clusters Score -691889.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14093 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -691898.062500 Penalty: 875.347168 Iteration 97Q: 3 clusters Score -691898.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14129 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -691907.562500 Penalty: 875.347168 Iteration 98Q: 3 clusters Score -691907.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14166 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -691919.375000 Penalty: 875.347168 Iteration 99Q: 3 clusters Score -691919.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14199 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -691931.375000 Penalty: 875.347168 Iteration 100F: 3 clusters Score -691931.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14233 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -691942.375000 Penalty: 875.347168 Iteration 101Q: 3 clusters Score -691942.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14272 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -691953.312500 Penalty: 875.347168 Iteration 102Q: 3 clusters Score -691953.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14305 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -691963.125000 Penalty: 875.347168 Iteration 103Q: 3 clusters Score -691963.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14339 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -691976.375000 Penalty: 875.347168 Iteration 104Q: 3 clusters Score -691976.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14372 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -691991.812500 Penalty: 875.347168 Iteration 105Q: 3 clusters Score -691991.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14412 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -692011.062500 Penalty: 875.347168 Iteration 106Q: 3 clusters Score -692011.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14454 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -692028.187500 Penalty: 875.347168 Iteration 107Q: 3 clusters Score -692028.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14489 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -692047.125000 Penalty: 875.347168 Iteration 108Q: 3 clusters Score -692047.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14515 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -692067.812500 Penalty: 875.347168 Iteration 109Q: 3 clusters Score -692067.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14546 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -692094.562500 Penalty: 875.347168 Iteration 110Q: 3 clusters Score -692094.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14575 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -692124.312500 Penalty: 875.347168 Iteration 111Q: 3 clusters Score -692124.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14602 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -692145.500000 Penalty: 875.347168 Iteration 112Q: 3 clusters Score -692145.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14613 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -692153.625000 Penalty: 875.347168 Iteration 113Q: 3 clusters Score -692153.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14619 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -692157.750000 Penalty: 875.347168 Iteration 114Q: 3 clusters Score -692157.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14630 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -692158.625000 Penalty: 875.347168 Iteration 115Q: 3 clusters Score -692158.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14632 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -692160.625000 Penalty: 875.347168 Iteration 116Q: 3 clusters Score -692160.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14634 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -692159.937500 Penalty: 875.347168 Iteration 117Q: 3 clusters Score -692159.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14634 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -692160.375000 Penalty: 875.347168 Iteration 118Q: 3 clusters Score -692160.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14636 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -692161.500000 Penalty: 875.347168 Iteration 119Q: 3 clusters Score -692161.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14636 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -692161.500000 Penalty: 875.347168 Iteration 120F: 3 clusters Score -692161.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (883 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Entering Unmasked Estep Score: -34902.546875 Penalty: 308.641296 Iteration 0F: 2 clusters Score -34902.55 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -34201.917969 Penalty: 617.282593 Iteration 0F: 3 clusters Score -34201.92 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -34587.089844 Penalty: 617.282593 Iteration 1F: 3 clusters Score -34587.09 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -34709.878906 Penalty: 617.282593 Iteration 2F: 3 clusters Score -34709.88 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -34791.757812 Penalty: 617.282593 Iteration 3F: 3 clusters Score -34791.76 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -34851.226562 Penalty: 617.282593 Iteration 4F: 3 clusters Score -34851.23 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -34888.066406 Penalty: 617.282593 Iteration 5Q: 3 clusters Score -34888.07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -34910.800781 Penalty: 617.282593 Iteration 6Q: 3 clusters Score -34910.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -34936.992188 Penalty: 617.282593 Iteration 7Q: 3 clusters Score -34936.99 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -34967.691406 Penalty: 617.282593 Iteration 8Q: 3 clusters Score -34967.69 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -34985.652344 Penalty: 617.282593 Iteration 9Q: 3 clusters Score -34985.65 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -34995.917969 Penalty: 617.282593 Iteration 10Q: 3 clusters Score -34995.92 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -35004.105469 Penalty: 617.282593 Iteration 11Q: 3 clusters Score -35004.11 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -35012.402344 Penalty: 617.282593 Iteration 12Q: 3 clusters Score -35012.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -35021.316406 Penalty: 617.282593 Iteration 13Q: 3 clusters Score -35021.32 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -35036.296875 Penalty: 617.282593 Iteration 14Q: 3 clusters Score -35036.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -35040.992188 Penalty: 617.282593 Iteration 15Q: 3 clusters Score -35040.99 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -35040.992188 Penalty: 617.282593 Iteration 16F: 3 clusters Score -35040.99 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 1105 members Mstep: Class 3 contains 1860 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 295 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 15051 members Mstep: Class 8 contains 102 members Mstep: Class 9 contains 503 members Mstep: Class 10 contains 3770 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 32238 members Mstep: Class 13 contains 18726 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 4023 members Mstep: Class 16 contains 29850 members Mstep: Class 17 contains 251391 members Mstep: Class 18 contains 781 members Mstep: Class 20 contains 5238 members Mstep: Class 21 contains 1192 members Entering Unmasked Estep Score: -15549878.000000 Penalty: 11666.028320 Splitting cluster 8 changes total score from -15550021.000000 to -15549878.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 9 (503 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Entering Unmasked Estep Score: -19256.058594 Penalty: 283.036865 Iteration 0F: 2 clusters Score -19256.06 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -18752.392578 Penalty: 566.073730 Iteration 0F: 3 clusters Score -18752.39 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -18899.896484 Penalty: 566.073730 Iteration 1F: 3 clusters Score -18899.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -18936.501953 Penalty: 566.073730 Iteration 2F: 3 clusters Score -18936.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -18956.166016 Penalty: 566.073730 Iteration 3Q: 3 clusters Score -18956.17 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -18964.082031 Penalty: 566.073730 Iteration 4Q: 3 clusters Score -18964.08 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -18973.669922 Penalty: 566.073730 Iteration 5Q: 3 clusters Score -18973.67 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -18988.218750 Penalty: 566.073730 Iteration 6Q: 3 clusters Score -18988.22 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -19003.187500 Penalty: 566.073730 Iteration 7Q: 3 clusters Score -19003.19 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -19014.083984 Penalty: 566.073730 Iteration 8Q: 3 clusters Score -19014.08 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -19031.613281 Penalty: 566.073730 Iteration 9Q: 3 clusters Score -19031.61 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -19045.529297 Penalty: 566.073730 Iteration 10Q: 3 clusters Score -19045.53 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -19059.898438 Penalty: 566.073730 Iteration 11Q: 3 clusters Score -19059.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -19068.863281 Penalty: 566.073730 Iteration 12Q: 3 clusters Score -19068.86 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -19076.835938 Penalty: 566.073730 Iteration 13Q: 3 clusters Score -19076.84 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -19079.611328 Penalty: 566.073730 Iteration 14Q: 3 clusters Score -19079.61 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -19083.681641 Penalty: 566.073730 Iteration 15Q: 3 clusters Score -19083.68 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -19088.984375 Penalty: 566.073730 Iteration 16Q: 3 clusters Score -19088.98 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -19094.119141 Penalty: 566.073730 Iteration 17Q: 3 clusters Score -19094.12 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -19097.300781 Penalty: 566.073730 Iteration 18Q: 3 clusters Score -19097.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -19097.687500 Penalty: 566.073730 Iteration 19Q: 3 clusters Score -19097.69 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -19097.687500 Penalty: 566.073730 Iteration 20F: 3 clusters Score -19097.69 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (3770 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3770 members Entering Unmasked Estep Score: -158183.937500 Penalty: 374.684753 Iteration 0F: 2 clusters Score -158183.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1889 members Mstep: Class 2 contains 1881 members Entering Unmasked Estep Score: -155644.828125 Penalty: 749.369507 Iteration 0F: 3 clusters Score -155644.8 nChanged 1639 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1874 members Mstep: Class 2 contains 1896 members Entering Unmasked Estep Score: -156504.281250 Penalty: 749.369507 Iteration 1F: 3 clusters Score -156504.3 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1874 members Mstep: Class 2 contains 1896 members Entering Unmasked Estep Score: -156625.843750 Penalty: 749.369507 Iteration 2F: 3 clusters Score -156625.8 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1875 members Mstep: Class 2 contains 1895 members Entering Unmasked Estep Score: -156760.421875 Penalty: 749.369507 Iteration 3F: 3 clusters Score -156760.4 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1906 members Mstep: Class 2 contains 1864 members Entering Unmasked Estep Score: -156890.187500 Penalty: 749.369507 Iteration 4F: 3 clusters Score -156890.2 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1963 members Mstep: Class 2 contains 1807 members Entering Unmasked Estep Score: -157031.453125 Penalty: 749.369507 Iteration 5F: 3 clusters Score -157031.5 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2016 members Mstep: Class 2 contains 1754 members Entering Unmasked Estep Score: -157190.546875 Penalty: 749.369507 Iteration 6F: 3 clusters Score -157190.5 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2066 members Mstep: Class 2 contains 1704 members Entering Unmasked Estep Score: -157320.375000 Penalty: 749.369507 Iteration 7F: 3 clusters Score -157320.4 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2087 members Mstep: Class 2 contains 1683 members Entering Unmasked Estep Score: -157419.375000 Penalty: 749.369507 Iteration 8Q: 3 clusters Score -157419.4 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2084 members Mstep: Class 2 contains 1686 members Entering Unmasked Estep Score: -157467.609375 Penalty: 749.369507 Iteration 9Q: 3 clusters Score -157467.6 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2064 members Mstep: Class 2 contains 1706 members Entering Unmasked Estep Score: -157501.125000 Penalty: 749.369507 Iteration 10Q: 3 clusters Score -157501.1 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2029 members Mstep: Class 2 contains 1741 members Entering Unmasked Estep Score: -157525.250000 Penalty: 749.369507 Iteration 11Q: 3 clusters Score -157525.2 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1984 members Mstep: Class 2 contains 1786 members Entering Unmasked Estep Score: -157547.531250 Penalty: 749.369507 Iteration 12Q: 3 clusters Score -157547.5 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1935 members Mstep: Class 2 contains 1835 members Entering Unmasked Estep Score: -157572.859375 Penalty: 749.369507 Iteration 13Q: 3 clusters Score -157572.9 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1882 members Mstep: Class 2 contains 1888 members Entering Unmasked Estep Score: -157594.812500 Penalty: 749.369507 Iteration 14Q: 3 clusters Score -157594.8 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1828 members Mstep: Class 2 contains 1942 members Entering Unmasked Estep Score: -157614.500000 Penalty: 749.369507 Iteration 15Q: 3 clusters Score -157614.5 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1783 members Mstep: Class 2 contains 1987 members Entering Unmasked Estep Score: -157631.250000 Penalty: 749.369507 Iteration 16Q: 3 clusters Score -157631.2 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1728 members Mstep: Class 2 contains 2042 members Entering Unmasked Estep Score: -157651.828125 Penalty: 749.369507 Iteration 17Q: 3 clusters Score -157651.8 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1673 members Mstep: Class 2 contains 2097 members Entering Unmasked Estep Score: -157670.968750 Penalty: 749.369507 Iteration 18Q: 3 clusters Score -157671 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 2147 members Entering Unmasked Estep Score: -157686.640625 Penalty: 749.369507 Iteration 19Q: 3 clusters Score -157686.6 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1572 members Mstep: Class 2 contains 2198 members Entering Unmasked Estep Score: -157702.765625 Penalty: 749.369507 Iteration 20F: 3 clusters Score -157702.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1518 members Mstep: Class 2 contains 2252 members Entering Unmasked Estep Score: -157721.531250 Penalty: 749.369507 Iteration 21Q: 3 clusters Score -157721.5 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1465 members Mstep: Class 2 contains 2305 members Entering Unmasked Estep Score: -157744.359375 Penalty: 749.369507 Iteration 22Q: 3 clusters Score -157744.4 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1414 members Mstep: Class 2 contains 2356 members Entering Unmasked Estep Score: -157762.937500 Penalty: 749.369507 Iteration 23Q: 3 clusters Score -157762.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1372 members Mstep: Class 2 contains 2398 members Entering Unmasked Estep Score: -157776.328125 Penalty: 749.369507 Iteration 24Q: 3 clusters Score -157776.3 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 2438 members Entering Unmasked Estep Score: -157788.953125 Penalty: 749.369507 Iteration 25Q: 3 clusters Score -157789 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1294 members Mstep: Class 2 contains 2476 members Entering Unmasked Estep Score: -157798.515625 Penalty: 749.369507 Iteration 26Q: 3 clusters Score -157798.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1255 members Mstep: Class 2 contains 2515 members Entering Unmasked Estep Score: -157807.500000 Penalty: 749.369507 Iteration 27Q: 3 clusters Score -157807.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 2545 members Entering Unmasked Estep Score: -157813.734375 Penalty: 749.369507 Iteration 28Q: 3 clusters Score -157813.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 2570 members Entering Unmasked Estep Score: -157819.375000 Penalty: 749.369507 Iteration 29Q: 3 clusters Score -157819.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 2597 members Entering Unmasked Estep Score: -157826.125000 Penalty: 749.369507 Iteration 30Q: 3 clusters Score -157826.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 2622 members Entering Unmasked Estep Score: -157832.625000 Penalty: 749.369507 Iteration 31Q: 3 clusters Score -157832.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 2648 members Entering Unmasked Estep Score: -157837.484375 Penalty: 749.369507 Iteration 32Q: 3 clusters Score -157837.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 2669 members Entering Unmasked Estep Score: -157841.265625 Penalty: 749.369507 Iteration 33Q: 3 clusters Score -157841.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 2689 members Entering Unmasked Estep Score: -157847.468750 Penalty: 749.369507 Iteration 34Q: 3 clusters Score -157847.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 2722 members Entering Unmasked Estep Score: -157855.187500 Penalty: 749.369507 Iteration 35Q: 3 clusters Score -157855.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 2743 members Entering Unmasked Estep Score: -157860.343750 Penalty: 749.369507 Iteration 36Q: 3 clusters Score -157860.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 2766 members Entering Unmasked Estep Score: -157866.546875 Penalty: 749.369507 Iteration 37Q: 3 clusters Score -157866.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 2793 members Entering Unmasked Estep Score: -157873.531250 Penalty: 749.369507 Iteration 38Q: 3 clusters Score -157873.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 2812 members Entering Unmasked Estep Score: -157876.718750 Penalty: 749.369507 Iteration 39Q: 3 clusters Score -157876.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 2824 members Entering Unmasked Estep Score: -157878.281250 Penalty: 749.369507 Iteration 40F: 3 clusters Score -157878.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 2833 members Entering Unmasked Estep Score: -157879.281250 Penalty: 749.369507 Iteration 41Q: 3 clusters Score -157879.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 2837 members Entering Unmasked Estep Score: -157879.875000 Penalty: 749.369507 Iteration 42Q: 3 clusters Score -157879.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 2839 members Entering Unmasked Estep Score: -157879.859375 Penalty: 749.369507 Iteration 43Q: 3 clusters Score -157879.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 2841 members Entering Unmasked Estep Score: -157880.250000 Penalty: 749.369507 Iteration 44Q: 3 clusters Score -157880.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 2842 members Entering Unmasked Estep Score: -157880.406250 Penalty: 749.369507 Iteration 45Q: 3 clusters Score -157880.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 2843 members Entering Unmasked Estep Score: -157881.187500 Penalty: 749.369507 Iteration 46Q: 3 clusters Score -157881.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 2849 members Entering Unmasked Estep Score: -157882.218750 Penalty: 749.369507 Iteration 47Q: 3 clusters Score -157882.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 2856 members Entering Unmasked Estep Score: -157883.828125 Penalty: 749.369507 Iteration 48Q: 3 clusters Score -157883.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 2868 members Entering Unmasked Estep Score: -157887.234375 Penalty: 749.369507 Iteration 49Q: 3 clusters Score -157887.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 2880 members Entering Unmasked Estep Score: -157890.093750 Penalty: 749.369507 Iteration 50Q: 3 clusters Score -157890.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 2894 members Entering Unmasked Estep Score: -157894.265625 Penalty: 749.369507 Iteration 51Q: 3 clusters Score -157894.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 2909 members Entering Unmasked Estep Score: -157898.593750 Penalty: 749.369507 Iteration 52Q: 3 clusters Score -157898.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 2926 members Entering Unmasked Estep Score: -157903.125000 Penalty: 749.369507 Iteration 53Q: 3 clusters Score -157903.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 2939 members Entering Unmasked Estep Score: -157906.640625 Penalty: 749.369507 Iteration 54Q: 3 clusters Score -157906.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 2952 members Entering Unmasked Estep Score: -157909.750000 Penalty: 749.369507 Iteration 55Q: 3 clusters Score -157909.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 2964 members Entering Unmasked Estep Score: -157911.984375 Penalty: 749.369507 Iteration 56Q: 3 clusters Score -157912 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 2969 members Entering Unmasked Estep Score: -157912.734375 Penalty: 749.369507 Iteration 57Q: 3 clusters Score -157912.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 2973 members Entering Unmasked Estep Score: -157913.703125 Penalty: 749.369507 Iteration 58Q: 3 clusters Score -157913.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 2978 members Entering Unmasked Estep Score: -157914.437500 Penalty: 749.369507 Iteration 59Q: 3 clusters Score -157914.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 2984 members Entering Unmasked Estep Score: -157915.328125 Penalty: 749.369507 Iteration 60F: 3 clusters Score -157915.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 2987 members Entering Unmasked Estep Score: -157915.859375 Penalty: 749.369507 Iteration 61Q: 3 clusters Score -157915.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 2991 members Entering Unmasked Estep Score: -157916.984375 Penalty: 749.369507 Iteration 62Q: 3 clusters Score -157917 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 2997 members Entering Unmasked Estep Score: -157918.515625 Penalty: 749.369507 Iteration 63Q: 3 clusters Score -157918.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 3007 members Entering Unmasked Estep Score: -157920.796875 Penalty: 749.369507 Iteration 64Q: 3 clusters Score -157920.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 3017 members Entering Unmasked Estep Score: -157924.390625 Penalty: 749.369507 Iteration 65Q: 3 clusters Score -157924.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 3034 members Entering Unmasked Estep Score: -157929.718750 Penalty: 749.369507 Iteration 66Q: 3 clusters Score -157929.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 3047 members Entering Unmasked Estep Score: -157935.734375 Penalty: 749.369507 Iteration 67Q: 3 clusters Score -157935.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 3066 members Entering Unmasked Estep Score: -157942.437500 Penalty: 749.369507 Iteration 68Q: 3 clusters Score -157942.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 3078 members Entering Unmasked Estep Score: -157945.906250 Penalty: 749.369507 Iteration 69Q: 3 clusters Score -157945.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 3088 members Entering Unmasked Estep Score: -157948.109375 Penalty: 749.369507 Iteration 70Q: 3 clusters Score -157948.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 3095 members Entering Unmasked Estep Score: -157949.953125 Penalty: 749.369507 Iteration 71Q: 3 clusters Score -157950 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 3103 members Entering Unmasked Estep Score: -157951.062500 Penalty: 749.369507 Iteration 72Q: 3 clusters Score -157951.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 3110 members Entering Unmasked Estep Score: -157952.437500 Penalty: 749.369507 Iteration 73Q: 3 clusters Score -157952.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 3116 members Entering Unmasked Estep Score: -157952.890625 Penalty: 749.369507 Iteration 74Q: 3 clusters Score -157952.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 3120 members Entering Unmasked Estep Score: -157953.718750 Penalty: 749.369507 Iteration 75Q: 3 clusters Score -157953.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 3122 members Entering Unmasked Estep Score: -157953.890625 Penalty: 749.369507 Iteration 76Q: 3 clusters Score -157953.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 3128 members Entering Unmasked Estep Score: -157955.000000 Penalty: 749.369507 Iteration 77Q: 3 clusters Score -157955 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 3132 members Entering Unmasked Estep Score: -157955.921875 Penalty: 749.369507 Iteration 78Q: 3 clusters Score -157955.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 3134 members Entering Unmasked Estep Score: -157956.171875 Penalty: 749.369507 Iteration 79Q: 3 clusters Score -157956.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 3134 members Entering Unmasked Estep Score: -157956.171875 Penalty: 749.369507 Iteration 80F: 3 clusters Score -157956.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (749 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Entering Unmasked Estep Score: -29931.744141 Penalty: 301.152618 Iteration 0F: 2 clusters Score -29931.74 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -29289.072266 Penalty: 602.305237 Iteration 0F: 3 clusters Score -29289.07 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -29453.585938 Penalty: 602.305237 Iteration 1F: 3 clusters Score -29453.59 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -29502.240234 Penalty: 602.305237 Iteration 2F: 3 clusters Score -29502.24 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -29527.003906 Penalty: 602.305237 Iteration 3F: 3 clusters Score -29527 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -29537.205078 Penalty: 602.305237 Iteration 4Q: 3 clusters Score -29537.21 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -29544.812500 Penalty: 602.305237 Iteration 5Q: 3 clusters Score -29544.81 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -29548.951172 Penalty: 602.305237 Iteration 6Q: 3 clusters Score -29548.95 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -29553.013672 Penalty: 602.305237 Iteration 7Q: 3 clusters Score -29553.01 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -29555.335938 Penalty: 602.305237 Iteration 8Q: 3 clusters Score -29555.34 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -29557.027344 Penalty: 602.305237 Iteration 9Q: 3 clusters Score -29557.03 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -29559.189453 Penalty: 602.305237 Iteration 10Q: 3 clusters Score -29559.19 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -29560.542969 Penalty: 602.305237 Iteration 11Q: 3 clusters Score -29560.54 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -29560.955078 Penalty: 602.305237 Iteration 12Q: 3 clusters Score -29560.96 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -29562.177734 Penalty: 602.305237 Iteration 13Q: 3 clusters Score -29562.18 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -29564.068359 Penalty: 602.305237 Iteration 14Q: 3 clusters Score -29564.07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -29565.701172 Penalty: 602.305237 Iteration 15Q: 3 clusters Score -29565.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -29567.074219 Penalty: 602.305237 Iteration 16Q: 3 clusters Score -29567.07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -29568.582031 Penalty: 602.305237 Iteration 17Q: 3 clusters Score -29568.58 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -29569.730469 Penalty: 602.305237 Iteration 18Q: 3 clusters Score -29569.73 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -29572.138672 Penalty: 602.305237 Iteration 19Q: 3 clusters Score -29572.14 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -29575.189453 Penalty: 602.305237 Iteration 20F: 3 clusters Score -29575.19 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -29576.544922 Penalty: 602.305237 Iteration 21Q: 3 clusters Score -29576.54 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -29578.175781 Penalty: 602.305237 Iteration 22Q: 3 clusters Score -29578.18 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -29579.019531 Penalty: 602.305237 Iteration 23Q: 3 clusters Score -29579.02 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -29580.677734 Penalty: 602.305237 Iteration 24Q: 3 clusters Score -29580.68 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -29583.371094 Penalty: 602.305237 Iteration 25Q: 3 clusters Score -29583.37 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -29584.162109 Penalty: 602.305237 Iteration 26Q: 3 clusters Score -29584.16 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -29586.939453 Penalty: 602.305237 Iteration 27Q: 3 clusters Score -29586.94 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -29591.125000 Penalty: 602.305237 Iteration 28Q: 3 clusters Score -29591.12 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -29595.183594 Penalty: 602.305237 Iteration 29Q: 3 clusters Score -29595.18 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -29598.623047 Penalty: 602.305237 Iteration 30Q: 3 clusters Score -29598.62 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -29602.865234 Penalty: 602.305237 Iteration 31Q: 3 clusters Score -29602.87 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -29606.718750 Penalty: 602.305237 Iteration 32Q: 3 clusters Score -29606.72 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -29613.132812 Penalty: 602.305237 Iteration 33Q: 3 clusters Score -29613.13 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -29622.845703 Penalty: 602.305237 Iteration 34Q: 3 clusters Score -29622.85 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -29627.560547 Penalty: 602.305237 Iteration 35Q: 3 clusters Score -29627.56 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -29633.220703 Penalty: 602.305237 Iteration 36Q: 3 clusters Score -29633.22 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -29638.833984 Penalty: 602.305237 Iteration 37Q: 3 clusters Score -29638.83 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -29642.568359 Penalty: 602.305237 Iteration 38Q: 3 clusters Score -29642.57 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -29646.269531 Penalty: 602.305237 Iteration 39Q: 3 clusters Score -29646.27 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -29650.904297 Penalty: 602.305237 Iteration 40F: 3 clusters Score -29650.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -29656.896484 Penalty: 602.305237 Iteration 41Q: 3 clusters Score -29656.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -29675.347656 Penalty: 602.305237 Iteration 42Q: 3 clusters Score -29675.35 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -29685.943359 Penalty: 602.305237 Iteration 43Q: 3 clusters Score -29685.94 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -29693.507812 Penalty: 602.305237 Iteration 44Q: 3 clusters Score -29693.51 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -29700.648438 Penalty: 602.305237 Iteration 45Q: 3 clusters Score -29700.65 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -29708.921875 Penalty: 602.305237 Iteration 46Q: 3 clusters Score -29708.92 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -29712.919922 Penalty: 602.305237 Iteration 47Q: 3 clusters Score -29712.92 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -29714.763672 Penalty: 602.305237 Iteration 48Q: 3 clusters Score -29714.76 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -29716.640625 Penalty: 602.305237 Iteration 49Q: 3 clusters Score -29716.64 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -29721.080078 Penalty: 602.305237 Iteration 50Q: 3 clusters Score -29721.08 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -29721.357422 Penalty: 602.305237 Iteration 51Q: 3 clusters Score -29721.36 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -29721.583984 Penalty: 602.305237 Iteration 52Q: 3 clusters Score -29721.58 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -29722.162109 Penalty: 602.305237 Iteration 53Q: 3 clusters Score -29722.16 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -29724.648438 Penalty: 602.305237 Iteration 54Q: 3 clusters Score -29724.65 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -29725.802734 Penalty: 602.305237 Iteration 55Q: 3 clusters Score -29725.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -29725.802734 Penalty: 602.305237 Iteration 56F: 3 clusters Score -29725.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (32238 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32238 members Entering Unmasked Estep Score: -1335518.375000 Penalty: 472.331024 Iteration 0F: 2 clusters Score -1335518 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16218 members Mstep: Class 2 contains 16020 members Entering Unmasked Estep Score: -1313976.625000 Penalty: 944.662048 Iteration 0F: 3 clusters Score -1313977 nChanged 15472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17566 members Mstep: Class 2 contains 14672 members Entering Unmasked Estep Score: -1322789.375000 Penalty: 944.662048 Iteration 1F: 3 clusters Score -1322789 nChanged 1121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18337 members Mstep: Class 2 contains 13901 members Entering Unmasked Estep Score: -1323102.375000 Penalty: 944.662048 Iteration 2Q: 3 clusters Score -1323102 nChanged 1380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19561 members Mstep: Class 2 contains 12677 members Entering Unmasked Estep Score: -1323662.250000 Penalty: 944.662048 Iteration 3Q: 3 clusters Score -1323662 nChanged 1916 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21419 members Mstep: Class 2 contains 10819 members Entering Unmasked Estep Score: -1324743.375000 Penalty: 944.662048 Iteration 4F: 3 clusters Score -1324743 nChanged 2688 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24093 members Mstep: Class 2 contains 8145 members Entering Unmasked Estep Score: -1326829.250000 Penalty: 944.662048 Iteration 5F: 3 clusters Score -1326829 nChanged 3109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27198 members Mstep: Class 2 contains 5040 members Entering Unmasked Estep Score: -1329790.875000 Penalty: 944.662048 Iteration 6F: 3 clusters Score -1329791 nChanged 2736 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29934 members Mstep: Class 2 contains 2304 members Entering Unmasked Estep Score: -1332699.750000 Penalty: 944.662048 Iteration 7F: 3 clusters Score -1332700 nChanged 1612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31546 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -1334408.875000 Penalty: 944.662048 Iteration 8F: 3 clusters Score -1334409 nChanged 522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32068 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -1334924.250000 Penalty: 944.662048 Iteration 9Q: 3 clusters Score -1334924 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32186 members Mstep: Class 2 contains 52 members Entering Unmasked Estep Score: -1335038.000000 Penalty: 944.662048 Iteration 10Q: 3 clusters Score -1335038 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32198 members Mstep: Class 2 contains 40 members Entering Unmasked Estep Score: -1335066.625000 Penalty: 944.662048 Iteration 11Q: 3 clusters Score -1335067 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32203 members Mstep: Class 2 contains 35 members Entering Unmasked Estep Score: -1335082.000000 Penalty: 944.662048 Iteration 12Q: 3 clusters Score -1335082 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32203 members Mstep: Class 2 contains 35 members Entering Unmasked Estep Score: -1335089.750000 Penalty: 944.662048 Iteration 13Q: 3 clusters Score -1335090 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32203 members Mstep: Class 2 contains 35 members Entering Unmasked Estep Score: -1335089.750000 Penalty: 944.662048 Iteration 14F: 3 clusters Score -1335090 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (18726 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18726 members Entering Unmasked Estep Score: -877944.437500 Penalty: 447.613922 Iteration 0F: 2 clusters Score -877944.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9433 members Mstep: Class 2 contains 9293 members Entering Unmasked Estep Score: -865530.875000 Penalty: 895.227844 Iteration 0F: 3 clusters Score -865530.9 nChanged 8773 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9912 members Mstep: Class 2 contains 8814 members Entering Unmasked Estep Score: -870330.687500 Penalty: 895.227844 Iteration 1F: 3 clusters Score -870330.7 nChanged 729 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10341 members Mstep: Class 2 contains 8385 members Entering Unmasked Estep Score: -870553.562500 Penalty: 895.227844 Iteration 2Q: 3 clusters Score -870553.6 nChanged 820 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11023 members Mstep: Class 2 contains 7703 members Entering Unmasked Estep Score: -870899.437500 Penalty: 895.227844 Iteration 3Q: 3 clusters Score -870899.4 nChanged 1025 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12004 members Mstep: Class 2 contains 6722 members Entering Unmasked Estep Score: -871492.187500 Penalty: 895.227844 Iteration 4F: 3 clusters Score -871492.2 nChanged 1354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13342 members Mstep: Class 2 contains 5384 members Entering Unmasked Estep Score: -872504.375000 Penalty: 895.227844 Iteration 5F: 3 clusters Score -872504.4 nChanged 1612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14936 members Mstep: Class 2 contains 3790 members Entering Unmasked Estep Score: -873961.187500 Penalty: 895.227844 Iteration 6F: 3 clusters Score -873961.2 nChanged 1490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16422 members Mstep: Class 2 contains 2304 members Entering Unmasked Estep Score: -875454.125000 Penalty: 895.227844 Iteration 7F: 3 clusters Score -875454.1 nChanged 1073 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17489 members Mstep: Class 2 contains 1237 members Entering Unmasked Estep Score: -876542.750000 Penalty: 895.227844 Iteration 8F: 3 clusters Score -876542.8 nChanged 606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18095 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -877140.687500 Penalty: 895.227844 Iteration 9Q: 3 clusters Score -877140.7 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18356 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -877384.250000 Penalty: 895.227844 Iteration 10Q: 3 clusters Score -877384.2 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18457 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -877514.562500 Penalty: 895.227844 Iteration 11Q: 3 clusters Score -877514.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18487 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -877553.250000 Penalty: 895.227844 Iteration 12Q: 3 clusters Score -877553.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18510 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -877580.062500 Penalty: 895.227844 Iteration 13Q: 3 clusters Score -877580.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18519 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -877597.750000 Penalty: 895.227844 Iteration 14Q: 3 clusters Score -877597.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18532 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -877609.875000 Penalty: 895.227844 Iteration 15Q: 3 clusters Score -877609.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18544 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -877625.187500 Penalty: 895.227844 Iteration 16Q: 3 clusters Score -877625.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18553 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -877633.562500 Penalty: 895.227844 Iteration 17Q: 3 clusters Score -877633.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18557 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -877639.750000 Penalty: 895.227844 Iteration 18Q: 3 clusters Score -877639.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18556 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -877641.375000 Penalty: 895.227844 Iteration 19Q: 3 clusters Score -877641.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18556 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -877641.375000 Penalty: 895.227844 Iteration 20F: 3 clusters Score -877641.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (517 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Entering Unmasked Estep Score: -19468.314453 Penalty: 284.285950 Iteration 0F: 2 clusters Score -19468.31 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -18972.660156 Penalty: 568.571899 Iteration 0F: 3 clusters Score -18972.66 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -19189.664062 Penalty: 568.571899 Iteration 1F: 3 clusters Score -19189.66 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -19280.376953 Penalty: 568.571899 Iteration 2F: 3 clusters Score -19280.38 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -19382.197266 Penalty: 568.571899 Iteration 3F: 3 clusters Score -19382.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -19462.980469 Penalty: 568.571899 Iteration 4F: 3 clusters Score -19462.98 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -19512.943359 Penalty: 568.571899 Iteration 5Q: 3 clusters Score -19512.94 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -19540.498047 Penalty: 568.571899 Iteration 6Q: 3 clusters Score -19540.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -19546.746094 Penalty: 568.571899 Iteration 7Q: 3 clusters Score -19546.75 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -19548.695312 Penalty: 568.571899 Iteration 8Q: 3 clusters Score -19548.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -19549.263672 Penalty: 568.571899 Iteration 9Q: 3 clusters Score -19549.26 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -19549.263672 Penalty: 568.571899 Iteration 10F: 3 clusters Score -19549.26 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 1105 members Mstep: Class 3 contains 1860 members Mstep: Class 4 contains 362 members Mstep: Class 5 contains 295 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 15051 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 503 members Mstep: Class 10 contains 3770 members Mstep: Class 11 contains 749 members Mstep: Class 12 contains 32238 members Mstep: Class 13 contains 18726 members Mstep: Class 14 contains 326 members Mstep: Class 15 contains 4023 members Mstep: Class 16 contains 29850 members Mstep: Class 17 contains 251391 members Mstep: Class 18 contains 191 members Mstep: Class 20 contains 5238 members Mstep: Class 21 contains 1192 members Entering Unmasked Estep Score: -15549797.000000 Penalty: 11666.028320 Splitting cluster 14 changes total score from -15550021.000000 to -15549797.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 15 (4023 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4023 members Entering Unmasked Estep Score: -161816.812500 Penalty: 377.640106 Iteration 0F: 2 clusters Score -161816.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1992 members Mstep: Class 2 contains 2031 members Entering Unmasked Estep Score: -159061.828125 Penalty: 755.280212 Iteration 0F: 3 clusters Score -159061.8 nChanged 1798 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1868 members Mstep: Class 2 contains 2155 members Entering Unmasked Estep Score: -160067.437500 Penalty: 755.280212 Iteration 1F: 3 clusters Score -160067.4 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1815 members Mstep: Class 2 contains 2208 members Entering Unmasked Estep Score: -160153.343750 Penalty: 755.280212 Iteration 2F: 3 clusters Score -160153.3 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1744 members Mstep: Class 2 contains 2279 members Entering Unmasked Estep Score: -160211.750000 Penalty: 755.280212 Iteration 3Q: 3 clusters Score -160211.8 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1646 members Mstep: Class 2 contains 2377 members Entering Unmasked Estep Score: -160260.640625 Penalty: 755.280212 Iteration 4Q: 3 clusters Score -160260.6 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1542 members Mstep: Class 2 contains 2481 members Entering Unmasked Estep Score: -160318.312500 Penalty: 755.280212 Iteration 5Q: 3 clusters Score -160318.3 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1405 members Mstep: Class 2 contains 2618 members Entering Unmasked Estep Score: -160393.578125 Penalty: 755.280212 Iteration 6Q: 3 clusters Score -160393.6 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1256 members Mstep: Class 2 contains 2767 members Entering Unmasked Estep Score: -160488.593750 Penalty: 755.280212 Iteration 7Q: 3 clusters Score -160488.6 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 2912 members Entering Unmasked Estep Score: -160604.296875 Penalty: 755.280212 Iteration 8Q: 3 clusters Score -160604.3 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 3071 members Entering Unmasked Estep Score: -160763.671875 Penalty: 755.280212 Iteration 9Q: 3 clusters Score -160763.7 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 3223 members Entering Unmasked Estep Score: -160988.671875 Penalty: 755.280212 Iteration 10F: 3 clusters Score -160988.7 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 3327 members Entering Unmasked Estep Score: -161194.046875 Penalty: 755.280212 Iteration 11Q: 3 clusters Score -161194 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 3379 members Entering Unmasked Estep Score: -161371.625000 Penalty: 755.280212 Iteration 12Q: 3 clusters Score -161371.6 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 3377 members Entering Unmasked Estep Score: -161465.218750 Penalty: 755.280212 Iteration 13Q: 3 clusters Score -161465.2 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 3369 members Entering Unmasked Estep Score: -161512.000000 Penalty: 755.280212 Iteration 14Q: 3 clusters Score -161512 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 3368 members Entering Unmasked Estep Score: -161533.734375 Penalty: 755.280212 Iteration 15Q: 3 clusters Score -161533.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 3371 members Entering Unmasked Estep Score: -161543.328125 Penalty: 755.280212 Iteration 16Q: 3 clusters Score -161543.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 3379 members Entering Unmasked Estep Score: -161547.593750 Penalty: 755.280212 Iteration 17Q: 3 clusters Score -161547.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 3386 members Entering Unmasked Estep Score: -161550.968750 Penalty: 755.280212 Iteration 18Q: 3 clusters Score -161551 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 3387 members Entering Unmasked Estep Score: -161551.703125 Penalty: 755.280212 Iteration 19Q: 3 clusters Score -161551.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 3385 members Entering Unmasked Estep Score: -161551.937500 Penalty: 755.280212 Iteration 20F: 3 clusters Score -161551.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 3384 members Entering Unmasked Estep Score: -161552.156250 Penalty: 755.280212 Iteration 21Q: 3 clusters Score -161552.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 3382 members Entering Unmasked Estep Score: -161552.718750 Penalty: 755.280212 Iteration 22Q: 3 clusters Score -161552.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 3380 members Entering Unmasked Estep Score: -161553.187500 Penalty: 755.280212 Iteration 23Q: 3 clusters Score -161553.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 3378 members Entering Unmasked Estep Score: -161553.187500 Penalty: 755.280212 Iteration 24Q: 3 clusters Score -161553.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 3377 members Entering Unmasked Estep Score: -161553.953125 Penalty: 755.280212 Iteration 25Q: 3 clusters Score -161554 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 3375 members Entering Unmasked Estep Score: -161555.281250 Penalty: 755.280212 Iteration 26Q: 3 clusters Score -161555.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 3374 members Entering Unmasked Estep Score: -161556.687500 Penalty: 755.280212 Iteration 27Q: 3 clusters Score -161556.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 3372 members Entering Unmasked Estep Score: -161557.765625 Penalty: 755.280212 Iteration 28Q: 3 clusters Score -161557.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 3370 members Entering Unmasked Estep Score: -161559.000000 Penalty: 755.280212 Iteration 29Q: 3 clusters Score -161559 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 3367 members Entering Unmasked Estep Score: -161559.640625 Penalty: 755.280212 Iteration 30Q: 3 clusters Score -161559.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 3364 members Entering Unmasked Estep Score: -161560.140625 Penalty: 755.280212 Iteration 31Q: 3 clusters Score -161560.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 3360 members Entering Unmasked Estep Score: -161560.640625 Penalty: 755.280212 Iteration 32Q: 3 clusters Score -161560.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 3358 members Entering Unmasked Estep Score: -161561.343750 Penalty: 755.280212 Iteration 33Q: 3 clusters Score -161561.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 3356 members Entering Unmasked Estep Score: -161561.687500 Penalty: 755.280212 Iteration 34Q: 3 clusters Score -161561.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 3353 members Entering Unmasked Estep Score: -161561.843750 Penalty: 755.280212 Iteration 35Q: 3 clusters Score -161561.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 3352 members Entering Unmasked Estep Score: -161562.109375 Penalty: 755.280212 Iteration 36Q: 3 clusters Score -161562.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 3352 members Entering Unmasked Estep Score: -161562.109375 Penalty: 755.280212 Iteration 37F: 3 clusters Score -161562.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (29850 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29850 members Entering Unmasked Estep Score: -1320277.625000 Penalty: 468.829254 Iteration 0F: 2 clusters Score -1320278 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14929 members Mstep: Class 2 contains 14921 members Entering Unmasked Estep Score: -1300166.125000 Penalty: 937.658508 Iteration 0F: 3 clusters Score -1300166 nChanged 14376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16341 members Mstep: Class 2 contains 13509 members Entering Unmasked Estep Score: -1308637.125000 Penalty: 937.658508 Iteration 1F: 3 clusters Score -1308637 nChanged 1343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17154 members Mstep: Class 2 contains 12696 members Entering Unmasked Estep Score: -1309062.625000 Penalty: 937.658508 Iteration 2Q: 3 clusters Score -1309063 nChanged 1430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18220 members Mstep: Class 2 contains 11630 members Entering Unmasked Estep Score: -1309595.875000 Penalty: 937.658508 Iteration 3Q: 3 clusters Score -1309596 nChanged 1689 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19675 members Mstep: Class 2 contains 10175 members Entering Unmasked Estep Score: -1310420.250000 Penalty: 937.658508 Iteration 4F: 3 clusters Score -1310420 nChanged 2016 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21549 members Mstep: Class 2 contains 8301 members Entering Unmasked Estep Score: -1311770.000000 Penalty: 937.658508 Iteration 5F: 3 clusters Score -1311770 nChanged 2413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23912 members Mstep: Class 2 contains 5938 members Entering Unmasked Estep Score: -1313865.875000 Penalty: 937.658508 Iteration 6F: 3 clusters Score -1313866 nChanged 2443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26331 members Mstep: Class 2 contains 3519 members Entering Unmasked Estep Score: -1316265.125000 Penalty: 937.658508 Iteration 7F: 3 clusters Score -1316265 nChanged 1902 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28231 members Mstep: Class 2 contains 1619 members Entering Unmasked Estep Score: -1318242.500000 Penalty: 937.658508 Iteration 8F: 3 clusters Score -1318242 nChanged 1056 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29287 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -1319321.875000 Penalty: 937.658508 Iteration 9Q: 3 clusters Score -1319322 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29680 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -1319690.750000 Penalty: 937.658508 Iteration 10Q: 3 clusters Score -1319691 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29785 members Mstep: Class 2 contains 65 members Entering Unmasked Estep Score: -1319797.125000 Penalty: 937.658508 Iteration 11Q: 3 clusters Score -1319797 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29808 members Mstep: Class 2 contains 42 members Entering Unmasked Estep Score: -1319823.625000 Penalty: 937.658508 Iteration 12Q: 3 clusters Score -1319824 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29812 members Mstep: Class 2 contains 38 members Entering Unmasked Estep Score: -1319838.000000 Penalty: 937.658508 Iteration 13Q: 3 clusters Score -1319838 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29813 members Mstep: Class 2 contains 37 members Entering Unmasked Estep Score: -1319839.000000 Penalty: 937.658508 Iteration 14Q: 3 clusters Score -1319839 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29813 members Mstep: Class 2 contains 37 members Entering Unmasked Estep Score: -1319839.000000 Penalty: 937.658508 Iteration 15F: 3 clusters Score -1319839 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (251391 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251391 members Entering Unmasked Estep Score: -10843505.000000 Penalty: 565.781799 Iteration 0F: 2 clusters Score -1.08435e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125961 members Mstep: Class 2 contains 125430 members Entering Unmasked Estep Score: -10678959.000000 Penalty: 1131.563599 Iteration 0F: 3 clusters Score -1.067896e+07 nChanged 123851 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145176 members Mstep: Class 2 contains 106215 members Entering Unmasked Estep Score: -10757741.000000 Penalty: 1131.563599 Iteration 1F: 3 clusters Score -1.075774e+07 nChanged 12456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155122 members Mstep: Class 2 contains 96269 members Entering Unmasked Estep Score: -10763188.000000 Penalty: 1131.563599 Iteration 2Q: 3 clusters Score -1.076319e+07 nChanged 15539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168951 members Mstep: Class 2 contains 82440 members Entering Unmasked Estep Score: -10772104.000000 Penalty: 1131.563599 Iteration 3F: 3 clusters Score -1.07721e+07 nChanged 18770 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186675 members Mstep: Class 2 contains 64716 members Entering Unmasked Estep Score: -10786663.000000 Penalty: 1131.563599 Iteration 4F: 3 clusters Score -1.078666e+07 nChanged 19990 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206075 members Mstep: Class 2 contains 45316 members Entering Unmasked Estep Score: -10805391.000000 Penalty: 1131.563599 Iteration 5F: 3 clusters Score -1.080539e+07 nChanged 16220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222041 members Mstep: Class 2 contains 29350 members Entering Unmasked Estep Score: -10821147.000000 Penalty: 1131.563599 Iteration 6F: 3 clusters Score -1.082115e+07 nChanged 10051 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231796 members Mstep: Class 2 contains 19595 members Entering Unmasked Estep Score: -10830265.000000 Penalty: 1131.563599 Iteration 7Q: 3 clusters Score -1.083026e+07 nChanged 5727 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237195 members Mstep: Class 2 contains 14196 members Entering Unmasked Estep Score: -10834614.000000 Penalty: 1131.563599 Iteration 8Q: 3 clusters Score -1.083461e+07 nChanged 3812 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240901 members Mstep: Class 2 contains 10490 members Entering Unmasked Estep Score: -10837028.000000 Penalty: 1131.563599 Iteration 9Q: 3 clusters Score -1.083703e+07 nChanged 2723 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243606 members Mstep: Class 2 contains 7785 members Entering Unmasked Estep Score: -10838552.000000 Penalty: 1131.563599 Iteration 10Q: 3 clusters Score -1.083855e+07 nChanged 2132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245734 members Mstep: Class 2 contains 5657 members Entering Unmasked Estep Score: -10839814.000000 Penalty: 1131.563599 Iteration 11Q: 3 clusters Score -1.083981e+07 nChanged 1665 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247395 members Mstep: Class 2 contains 3996 members Entering Unmasked Estep Score: -10840766.000000 Penalty: 1131.563599 Iteration 12Q: 3 clusters Score -1.084077e+07 nChanged 1235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248630 members Mstep: Class 2 contains 2761 members Entering Unmasked Estep Score: -10841413.000000 Penalty: 1131.563599 Iteration 13Q: 3 clusters Score -1.084141e+07 nChanged 870 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249500 members Mstep: Class 2 contains 1891 members Entering Unmasked Estep Score: -10841911.000000 Penalty: 1131.563599 Iteration 14Q: 3 clusters Score -1.084191e+07 nChanged 573 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250073 members Mstep: Class 2 contains 1318 members Entering Unmasked Estep Score: -10842166.000000 Penalty: 1131.563599 Iteration 15Q: 3 clusters Score -1.084217e+07 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250445 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -10842431.000000 Penalty: 1131.563599 Iteration 16Q: 3 clusters Score -1.084243e+07 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250691 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -10842557.000000 Penalty: 1131.563599 Iteration 17Q: 3 clusters Score -1.084256e+07 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250869 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -10842663.000000 Penalty: 1131.563599 Iteration 18Q: 3 clusters Score -1.084266e+07 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250986 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -10842721.000000 Penalty: 1131.563599 Iteration 19Q: 3 clusters Score -1.084272e+07 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251056 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -10842780.000000 Penalty: 1131.563599 Iteration 20F: 3 clusters Score -1.084278e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251109 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -10842820.000000 Penalty: 1131.563599 Iteration 21Q: 3 clusters Score -1.084282e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251138 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -10842854.000000 Penalty: 1131.563599 Iteration 22Q: 3 clusters Score -1.084285e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251166 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -10842885.000000 Penalty: 1131.563599 Iteration 23Q: 3 clusters Score -1.084288e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251190 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -10842924.000000 Penalty: 1131.563599 Iteration 24Q: 3 clusters Score -1.084292e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251202 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -10842935.000000 Penalty: 1131.563599 Iteration 25Q: 3 clusters Score -1.084294e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251210 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -10842948.000000 Penalty: 1131.563599 Iteration 26Q: 3 clusters Score -1.084295e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251214 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -10842943.000000 Penalty: 1131.563599 Iteration 27Q: 3 clusters Score -1.084294e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251215 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -10842940.000000 Penalty: 1131.563599 Iteration 28Q: 3 clusters Score -1.084294e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251217 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -10842941.000000 Penalty: 1131.563599 Iteration 29Q: 3 clusters Score -1.084294e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251220 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -10842949.000000 Penalty: 1131.563599 Iteration 30Q: 3 clusters Score -1.084295e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251222 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -10842955.000000 Penalty: 1131.563599 Iteration 31Q: 3 clusters Score -1.084296e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251223 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -10842949.000000 Penalty: 1131.563599 Iteration 32Q: 3 clusters Score -1.084295e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251222 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -10842950.000000 Penalty: 1131.563599 Iteration 33Q: 3 clusters Score -1.084295e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251221 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -10842956.000000 Penalty: 1131.563599 Iteration 34Q: 3 clusters Score -1.084296e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251219 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -10842945.000000 Penalty: 1131.563599 Iteration 35Q: 3 clusters Score -1.084294e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251217 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -10842950.000000 Penalty: 1131.563599 Iteration 36Q: 3 clusters Score -1.084295e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251218 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -10842954.000000 Penalty: 1131.563599 Iteration 37Q: 3 clusters Score -1.084295e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251217 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -10842950.000000 Penalty: 1131.563599 Iteration 38Q: 3 clusters Score -1.084295e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251217 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -10842950.000000 Penalty: 1131.563599 Iteration 39F: 3 clusters Score -1.084295e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (5238 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5238 members Entering Unmasked Estep Score: -246562.718750 Penalty: 389.648132 Iteration 0F: 2 clusters Score -246562.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2580 members Mstep: Class 2 contains 2658 members Entering Unmasked Estep Score: -243014.609375 Penalty: 779.296265 Iteration 0F: 3 clusters Score -243014.6 nChanged 2375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2483 members Mstep: Class 2 contains 2755 members Entering Unmasked Estep Score: -244325.468750 Penalty: 779.296265 Iteration 1F: 3 clusters Score -244325.5 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2411 members Mstep: Class 2 contains 2827 members Entering Unmasked Estep Score: -244428.187500 Penalty: 779.296265 Iteration 2F: 3 clusters Score -244428.2 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2297 members Mstep: Class 2 contains 2941 members Entering Unmasked Estep Score: -244566.640625 Penalty: 779.296265 Iteration 3F: 3 clusters Score -244566.6 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2148 members Mstep: Class 2 contains 3090 members Entering Unmasked Estep Score: -244763.671875 Penalty: 779.296265 Iteration 4F: 3 clusters Score -244763.7 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1970 members Mstep: Class 2 contains 3268 members Entering Unmasked Estep Score: -245040.062500 Penalty: 779.296265 Iteration 5F: 3 clusters Score -245040.1 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1796 members Mstep: Class 2 contains 3442 members Entering Unmasked Estep Score: -245383.828125 Penalty: 779.296265 Iteration 6F: 3 clusters Score -245383.8 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1675 members Mstep: Class 2 contains 3563 members Entering Unmasked Estep Score: -245670.578125 Penalty: 779.296265 Iteration 7F: 3 clusters Score -245670.6 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1595 members Mstep: Class 2 contains 3643 members Entering Unmasked Estep Score: -245847.703125 Penalty: 779.296265 Iteration 8Q: 3 clusters Score -245847.7 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1554 members Mstep: Class 2 contains 3684 members Entering Unmasked Estep Score: -245912.234375 Penalty: 779.296265 Iteration 9Q: 3 clusters Score -245912.2 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1526 members Mstep: Class 2 contains 3712 members Entering Unmasked Estep Score: -245942.906250 Penalty: 779.296265 Iteration 10Q: 3 clusters Score -245942.9 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1497 members Mstep: Class 2 contains 3741 members Entering Unmasked Estep Score: -245972.875000 Penalty: 779.296265 Iteration 11Q: 3 clusters Score -245972.9 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1473 members Mstep: Class 2 contains 3765 members Entering Unmasked Estep Score: -245992.625000 Penalty: 779.296265 Iteration 12Q: 3 clusters Score -245992.6 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1445 members Mstep: Class 2 contains 3793 members Entering Unmasked Estep Score: -246008.187500 Penalty: 779.296265 Iteration 13Q: 3 clusters Score -246008.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1419 members Mstep: Class 2 contains 3819 members Entering Unmasked Estep Score: -246020.265625 Penalty: 779.296265 Iteration 14Q: 3 clusters Score -246020.3 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1387 members Mstep: Class 2 contains 3851 members Entering Unmasked Estep Score: -246034.671875 Penalty: 779.296265 Iteration 15Q: 3 clusters Score -246034.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1361 members Mstep: Class 2 contains 3877 members Entering Unmasked Estep Score: -246042.406250 Penalty: 779.296265 Iteration 16Q: 3 clusters Score -246042.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1331 members Mstep: Class 2 contains 3907 members Entering Unmasked Estep Score: -246049.281250 Penalty: 779.296265 Iteration 17Q: 3 clusters Score -246049.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1307 members Mstep: Class 2 contains 3931 members Entering Unmasked Estep Score: -246055.031250 Penalty: 779.296265 Iteration 18Q: 3 clusters Score -246055 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 3950 members Entering Unmasked Estep Score: -246058.656250 Penalty: 779.296265 Iteration 19Q: 3 clusters Score -246058.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1275 members Mstep: Class 2 contains 3963 members Entering Unmasked Estep Score: -246063.109375 Penalty: 779.296265 Iteration 20F: 3 clusters Score -246063.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 3978 members Entering Unmasked Estep Score: -246066.687500 Penalty: 779.296265 Iteration 21Q: 3 clusters Score -246066.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 3994 members Entering Unmasked Estep Score: -246070.890625 Penalty: 779.296265 Iteration 22Q: 3 clusters Score -246070.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 4014 members Entering Unmasked Estep Score: -246077.437500 Penalty: 779.296265 Iteration 23Q: 3 clusters Score -246077.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 4036 members Entering Unmasked Estep Score: -246085.093750 Penalty: 779.296265 Iteration 24Q: 3 clusters Score -246085.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 4052 members Entering Unmasked Estep Score: -246090.609375 Penalty: 779.296265 Iteration 25Q: 3 clusters Score -246090.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 4067 members Entering Unmasked Estep Score: -246093.343750 Penalty: 779.296265 Iteration 26Q: 3 clusters Score -246093.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 4085 members Entering Unmasked Estep Score: -246098.000000 Penalty: 779.296265 Iteration 27Q: 3 clusters Score -246098 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 4104 members Entering Unmasked Estep Score: -246101.921875 Penalty: 779.296265 Iteration 28Q: 3 clusters Score -246101.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 4125 members Entering Unmasked Estep Score: -246106.859375 Penalty: 779.296265 Iteration 29Q: 3 clusters Score -246106.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 4136 members Entering Unmasked Estep Score: -246108.843750 Penalty: 779.296265 Iteration 30Q: 3 clusters Score -246108.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 4149 members Entering Unmasked Estep Score: -246111.359375 Penalty: 779.296265 Iteration 31Q: 3 clusters Score -246111.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 4166 members Entering Unmasked Estep Score: -246113.656250 Penalty: 779.296265 Iteration 32Q: 3 clusters Score -246113.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 4184 members Entering Unmasked Estep Score: -246117.015625 Penalty: 779.296265 Iteration 33Q: 3 clusters Score -246117 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 4201 members Entering Unmasked Estep Score: -246119.031250 Penalty: 779.296265 Iteration 34Q: 3 clusters Score -246119 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 4214 members Entering Unmasked Estep Score: -246121.468750 Penalty: 779.296265 Iteration 35Q: 3 clusters Score -246121.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 4226 members Entering Unmasked Estep Score: -246122.968750 Penalty: 779.296265 Iteration 36Q: 3 clusters Score -246123 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 4235 members Entering Unmasked Estep Score: -246124.937500 Penalty: 779.296265 Iteration 37Q: 3 clusters Score -246124.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 4244 members Entering Unmasked Estep Score: -246126.093750 Penalty: 779.296265 Iteration 38Q: 3 clusters Score -246126.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 4250 members Entering Unmasked Estep Score: -246127.156250 Penalty: 779.296265 Iteration 39Q: 3 clusters Score -246127.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 4260 members Entering Unmasked Estep Score: -246127.718750 Penalty: 779.296265 Iteration 40F: 3 clusters Score -246127.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 4263 members Entering Unmasked Estep Score: -246128.375000 Penalty: 779.296265 Iteration 41Q: 3 clusters Score -246128.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 4267 members Entering Unmasked Estep Score: -246128.906250 Penalty: 779.296265 Iteration 42Q: 3 clusters Score -246128.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 4272 members Entering Unmasked Estep Score: -246129.421875 Penalty: 779.296265 Iteration 43Q: 3 clusters Score -246129.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 4275 members Entering Unmasked Estep Score: -246129.656250 Penalty: 779.296265 Iteration 44Q: 3 clusters Score -246129.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 4282 members Entering Unmasked Estep Score: -246130.562500 Penalty: 779.296265 Iteration 45Q: 3 clusters Score -246130.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 4290 members Entering Unmasked Estep Score: -246131.671875 Penalty: 779.296265 Iteration 46Q: 3 clusters Score -246131.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 4299 members Entering Unmasked Estep Score: -246134.046875 Penalty: 779.296265 Iteration 47Q: 3 clusters Score -246134 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 4310 members Entering Unmasked Estep Score: -246135.765625 Penalty: 779.296265 Iteration 48Q: 3 clusters Score -246135.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 4317 members Entering Unmasked Estep Score: -246136.937500 Penalty: 779.296265 Iteration 49Q: 3 clusters Score -246136.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 4323 members Entering Unmasked Estep Score: -246138.140625 Penalty: 779.296265 Iteration 50Q: 3 clusters Score -246138.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 4328 members Entering Unmasked Estep Score: -246138.718750 Penalty: 779.296265 Iteration 51Q: 3 clusters Score -246138.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 4331 members Entering Unmasked Estep Score: -246138.828125 Penalty: 779.296265 Iteration 52Q: 3 clusters Score -246138.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 4336 members Entering Unmasked Estep Score: -246139.718750 Penalty: 779.296265 Iteration 53Q: 3 clusters Score -246139.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 4344 members Entering Unmasked Estep Score: -246140.718750 Penalty: 779.296265 Iteration 54Q: 3 clusters Score -246140.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 4355 members Entering Unmasked Estep Score: -246141.921875 Penalty: 779.296265 Iteration 55Q: 3 clusters Score -246141.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 4363 members Entering Unmasked Estep Score: -246143.015625 Penalty: 779.296265 Iteration 56Q: 3 clusters Score -246143 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 4371 members Entering Unmasked Estep Score: -246143.812500 Penalty: 779.296265 Iteration 57Q: 3 clusters Score -246143.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 4375 members Entering Unmasked Estep Score: -246144.375000 Penalty: 779.296265 Iteration 58Q: 3 clusters Score -246144.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 4379 members Entering Unmasked Estep Score: -246145.000000 Penalty: 779.296265 Iteration 59Q: 3 clusters Score -246145 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 4384 members Entering Unmasked Estep Score: -246145.468750 Penalty: 779.296265 Iteration 60F: 3 clusters Score -246145.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 4386 members Entering Unmasked Estep Score: -246145.859375 Penalty: 779.296265 Iteration 61Q: 3 clusters Score -246145.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 4390 members Entering Unmasked Estep Score: -246146.406250 Penalty: 779.296265 Iteration 62Q: 3 clusters Score -246146.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 4394 members Entering Unmasked Estep Score: -246147.062500 Penalty: 779.296265 Iteration 63Q: 3 clusters Score -246147.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 4398 members Entering Unmasked Estep Score: -246147.718750 Penalty: 779.296265 Iteration 64Q: 3 clusters Score -246147.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 4402 members Entering Unmasked Estep Score: -246147.515625 Penalty: 779.296265 Iteration 65Q: 3 clusters Score -246147.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 4408 members Entering Unmasked Estep Score: -246148.312500 Penalty: 779.296265 Iteration 66Q: 3 clusters Score -246148.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 4412 members Entering Unmasked Estep Score: -246148.953125 Penalty: 779.296265 Iteration 67Q: 3 clusters Score -246149 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 4420 members Entering Unmasked Estep Score: -246151.171875 Penalty: 779.296265 Iteration 68Q: 3 clusters Score -246151.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 4429 members Entering Unmasked Estep Score: -246152.687500 Penalty: 779.296265 Iteration 69Q: 3 clusters Score -246152.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 4436 members Entering Unmasked Estep Score: -246154.093750 Penalty: 779.296265 Iteration 70Q: 3 clusters Score -246154.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 4443 members Entering Unmasked Estep Score: -246155.078125 Penalty: 779.296265 Iteration 71Q: 3 clusters Score -246155.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 4450 members Entering Unmasked Estep Score: -246155.828125 Penalty: 779.296265 Iteration 72Q: 3 clusters Score -246155.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 4453 members Entering Unmasked Estep Score: -246156.375000 Penalty: 779.296265 Iteration 73Q: 3 clusters Score -246156.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 4458 members Entering Unmasked Estep Score: -246157.437500 Penalty: 779.296265 Iteration 74Q: 3 clusters Score -246157.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 4466 members Entering Unmasked Estep Score: -246158.343750 Penalty: 779.296265 Iteration 75Q: 3 clusters Score -246158.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 4476 members Entering Unmasked Estep Score: -246160.484375 Penalty: 779.296265 Iteration 76Q: 3 clusters Score -246160.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 4483 members Entering Unmasked Estep Score: -246161.078125 Penalty: 779.296265 Iteration 77Q: 3 clusters Score -246161.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 4492 members Entering Unmasked Estep Score: -246162.515625 Penalty: 779.296265 Iteration 78Q: 3 clusters Score -246162.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 4497 members Entering Unmasked Estep Score: -246163.625000 Penalty: 779.296265 Iteration 79Q: 3 clusters Score -246163.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 4504 members Entering Unmasked Estep Score: -246165.015625 Penalty: 779.296265 Iteration 80F: 3 clusters Score -246165 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 4514 members Entering Unmasked Estep Score: -246167.171875 Penalty: 779.296265 Iteration 81Q: 3 clusters Score -246167.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 4521 members Entering Unmasked Estep Score: -246168.750000 Penalty: 779.296265 Iteration 82Q: 3 clusters Score -246168.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 4536 members Entering Unmasked Estep Score: -246171.734375 Penalty: 779.296265 Iteration 83Q: 3 clusters Score -246171.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 4550 members Entering Unmasked Estep Score: -246173.656250 Penalty: 779.296265 Iteration 84Q: 3 clusters Score -246173.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 4560 members Entering Unmasked Estep Score: -246175.375000 Penalty: 779.296265 Iteration 85Q: 3 clusters Score -246175.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 4571 members Entering Unmasked Estep Score: -246176.625000 Penalty: 779.296265 Iteration 86Q: 3 clusters Score -246176.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 4578 members Entering Unmasked Estep Score: -246177.250000 Penalty: 779.296265 Iteration 87Q: 3 clusters Score -246177.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 4586 members Entering Unmasked Estep Score: -246178.703125 Penalty: 779.296265 Iteration 88Q: 3 clusters Score -246178.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 4592 members Entering Unmasked Estep Score: -246179.234375 Penalty: 779.296265 Iteration 89Q: 3 clusters Score -246179.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 4596 members Entering Unmasked Estep Score: -246180.656250 Penalty: 779.296265 Iteration 90Q: 3 clusters Score -246180.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 4599 members Entering Unmasked Estep Score: -246181.187500 Penalty: 779.296265 Iteration 91Q: 3 clusters Score -246181.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 4600 members Entering Unmasked Estep Score: -246181.718750 Penalty: 779.296265 Iteration 92Q: 3 clusters Score -246181.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 4602 members Entering Unmasked Estep Score: -246182.093750 Penalty: 779.296265 Iteration 93Q: 3 clusters Score -246182.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 4605 members Entering Unmasked Estep Score: -246182.500000 Penalty: 779.296265 Iteration 94Q: 3 clusters Score -246182.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 4607 members Entering Unmasked Estep Score: -246182.968750 Penalty: 779.296265 Iteration 95Q: 3 clusters Score -246183 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 4612 members Entering Unmasked Estep Score: -246184.203125 Penalty: 779.296265 Iteration 96Q: 3 clusters Score -246184.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 4615 members Entering Unmasked Estep Score: -246183.906250 Penalty: 779.296265 Iteration 97Q: 3 clusters Score -246183.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 4620 members Entering Unmasked Estep Score: -246185.453125 Penalty: 779.296265 Iteration 98Q: 3 clusters Score -246185.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 4626 members Entering Unmasked Estep Score: -246186.750000 Penalty: 779.296265 Iteration 99Q: 3 clusters Score -246186.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 4634 members Entering Unmasked Estep Score: -246189.078125 Penalty: 779.296265 Iteration 100F: 3 clusters Score -246189.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 4635 members Entering Unmasked Estep Score: -246188.546875 Penalty: 779.296265 Iteration 101Q: 3 clusters Score -246188.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 4637 members Entering Unmasked Estep Score: -246188.468750 Penalty: 779.296265 Iteration 102Q: 3 clusters Score -246188.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 4638 members Entering Unmasked Estep Score: -246188.890625 Penalty: 779.296265 Iteration 103Q: 3 clusters Score -246188.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 4640 members Entering Unmasked Estep Score: -246189.531250 Penalty: 779.296265 Iteration 104Q: 3 clusters Score -246189.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 4642 members Entering Unmasked Estep Score: -246190.250000 Penalty: 779.296265 Iteration 105Q: 3 clusters Score -246190.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 4644 members Entering Unmasked Estep Score: -246190.609375 Penalty: 779.296265 Iteration 106Q: 3 clusters Score -246190.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 4651 members Entering Unmasked Estep Score: -246192.343750 Penalty: 779.296265 Iteration 107Q: 3 clusters Score -246192.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 4659 members Entering Unmasked Estep Score: -246194.578125 Penalty: 779.296265 Iteration 108Q: 3 clusters Score -246194.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 4668 members Entering Unmasked Estep Score: -246197.765625 Penalty: 779.296265 Iteration 109Q: 3 clusters Score -246197.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 4673 members Entering Unmasked Estep Score: -246200.109375 Penalty: 779.296265 Iteration 110Q: 3 clusters Score -246200.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 4676 members Entering Unmasked Estep Score: -246201.093750 Penalty: 779.296265 Iteration 111Q: 3 clusters Score -246201.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 4680 members Entering Unmasked Estep Score: -246201.281250 Penalty: 779.296265 Iteration 112Q: 3 clusters Score -246201.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 4681 members Entering Unmasked Estep Score: -246201.656250 Penalty: 779.296265 Iteration 113Q: 3 clusters Score -246201.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 4681 members Entering Unmasked Estep Score: -246201.656250 Penalty: 779.296265 Iteration 114F: 3 clusters Score -246201.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (1192 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Entering Unmasked Estep Score: -56133.183594 Penalty: 322.294159 Iteration 0F: 2 clusters Score -56133.18 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -55194.960938 Penalty: 644.588318 Iteration 0F: 3 clusters Score -55194.96 nChanged 488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -55468.226562 Penalty: 644.588318 Iteration 1F: 3 clusters Score -55468.23 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -55508.910156 Penalty: 644.588318 Iteration 2F: 3 clusters Score -55508.91 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -55539.234375 Penalty: 644.588318 Iteration 3Q: 3 clusters Score -55539.23 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -55565.691406 Penalty: 644.588318 Iteration 4Q: 3 clusters Score -55565.69 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -55586.378906 Penalty: 644.588318 Iteration 5Q: 3 clusters Score -55586.38 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -55603.269531 Penalty: 644.588318 Iteration 6Q: 3 clusters Score -55603.27 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -55614.480469 Penalty: 644.588318 Iteration 7Q: 3 clusters Score -55614.48 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -55625.988281 Penalty: 644.588318 Iteration 8Q: 3 clusters Score -55625.99 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -55636.183594 Penalty: 644.588318 Iteration 9Q: 3 clusters Score -55636.18 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -55643.847656 Penalty: 644.588318 Iteration 10Q: 3 clusters Score -55643.85 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -55649.507812 Penalty: 644.588318 Iteration 11Q: 3 clusters Score -55649.51 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -55655.039062 Penalty: 644.588318 Iteration 12Q: 3 clusters Score -55655.04 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -55660.707031 Penalty: 644.588318 Iteration 13Q: 3 clusters Score -55660.71 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -55666.757812 Penalty: 644.588318 Iteration 14Q: 3 clusters Score -55666.76 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -55672.015625 Penalty: 644.588318 Iteration 15Q: 3 clusters Score -55672.02 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -55676.828125 Penalty: 644.588318 Iteration 16Q: 3 clusters Score -55676.83 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -55679.000000 Penalty: 644.588318 Iteration 17Q: 3 clusters Score -55679 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -55679.761719 Penalty: 644.588318 Iteration 18Q: 3 clusters Score -55679.76 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -55680.191406 Penalty: 644.588318 Iteration 19Q: 3 clusters Score -55680.19 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -55680.632812 Penalty: 644.588318 Iteration 20F: 3 clusters Score -55680.63 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -55680.953125 Penalty: 644.588318 Iteration 21Q: 3 clusters Score -55680.95 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -55684.207031 Penalty: 644.588318 Iteration 22Q: 3 clusters Score -55684.21 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -55685.644531 Penalty: 644.588318 Iteration 23Q: 3 clusters Score -55685.64 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -55688.761719 Penalty: 644.588318 Iteration 24Q: 3 clusters Score -55688.76 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -55691.031250 Penalty: 644.588318 Iteration 25Q: 3 clusters Score -55691.03 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -55693.460938 Penalty: 644.588318 Iteration 26Q: 3 clusters Score -55693.46 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -55695.289062 Penalty: 644.588318 Iteration 27Q: 3 clusters Score -55695.29 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -55698.265625 Penalty: 644.588318 Iteration 28Q: 3 clusters Score -55698.27 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -55701.984375 Penalty: 644.588318 Iteration 29Q: 3 clusters Score -55701.98 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -55710.484375 Penalty: 644.588318 Iteration 30Q: 3 clusters Score -55710.48 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -55719.503906 Penalty: 644.588318 Iteration 31Q: 3 clusters Score -55719.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -55734.000000 Penalty: 644.588318 Iteration 32Q: 3 clusters Score -55734 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -55746.070312 Penalty: 644.588318 Iteration 33Q: 3 clusters Score -55746.07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -55755.320312 Penalty: 644.588318 Iteration 34Q: 3 clusters Score -55755.32 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -55759.582031 Penalty: 644.588318 Iteration 35Q: 3 clusters Score -55759.58 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -55763.855469 Penalty: 644.588318 Iteration 36Q: 3 clusters Score -55763.86 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -55769.460938 Penalty: 644.588318 Iteration 37Q: 3 clusters Score -55769.46 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -55773.335938 Penalty: 644.588318 Iteration 38Q: 3 clusters Score -55773.34 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -55777.609375 Penalty: 644.588318 Iteration 39Q: 3 clusters Score -55777.61 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -55780.449219 Penalty: 644.588318 Iteration 40F: 3 clusters Score -55780.45 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -55781.406250 Penalty: 644.588318 Iteration 41Q: 3 clusters Score -55781.41 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -55782.535156 Penalty: 644.588318 Iteration 42Q: 3 clusters Score -55782.54 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -55783.394531 Penalty: 644.588318 Iteration 43Q: 3 clusters Score -55783.39 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -55784.429688 Penalty: 644.588318 Iteration 44Q: 3 clusters Score -55784.43 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -55785.199219 Penalty: 644.588318 Iteration 45Q: 3 clusters Score -55785.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -55786.007812 Penalty: 644.588318 Iteration 46Q: 3 clusters Score -55786.01 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -55786.250000 Penalty: 644.588318 Iteration 47Q: 3 clusters Score -55786.25 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -55786.250000 Penalty: 644.588318 Iteration 48F: 3 clusters Score -55786.25 nChanged 0 --- Evaluating fit on full set of 1108397 points --- Entering Unmasked Estep Score: -46649308.000000 Penalty: 12032.478516 23->20 Clusters: Score -46649308.000000, best is -46657172.000000 Starting from 24 clusters... Entering ConstructFrom: --- Running on subset of 369465 points --- Entering CEM Assigned 24 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16099 members Mstep: Class 2 contains 16198 members Mstep: Class 3 contains 16106 members Mstep: Class 4 contains 16077 members Mstep: Class 5 contains 16157 members Mstep: Class 6 contains 15994 members Mstep: Class 7 contains 15905 members Mstep: Class 8 contains 16153 members Mstep: Class 9 contains 15851 members Mstep: Class 10 contains 16217 members Mstep: Class 11 contains 16011 members Mstep: Class 12 contains 16102 members Mstep: Class 13 contains 16037 members Mstep: Class 14 contains 16123 members Mstep: Class 15 contains 16090 members Mstep: Class 16 contains 16120 members Mstep: Class 17 contains 16098 members Mstep: Class 18 contains 16136 members Mstep: Class 19 contains 16028 members Mstep: Class 20 contains 15850 members Mstep: Class 21 contains 15904 members Mstep: Class 22 contains 16037 members Mstep: Class 23 contains 16172 members Entering Unmasked Estep ConsiderDeletion Deleting Class 20. Lose 0.916969 but Gain 583.300781 Score: -13176874.000000 Penalty: 12832.630859 Iteration 0F: 23 clusters Score -1.317687e+07 nChanged 352847 Entering Unmasked Mstep Mstep: Class 0 contains 2436 members Mstep: Class 1 contains 2528 members Mstep: Class 2 contains 3048 members Mstep: Class 3 contains 103 members Mstep: Class 4 contains 732 members Mstep: Class 5 contains 8973 members Mstep: Class 6 contains 4311 members Mstep: Class 7 contains 3705 members Mstep: Class 8 contains 4245 members Mstep: Class 9 contains 459 members Mstep: Class 10 contains 4948 members Mstep: Class 11 contains 2839 members Mstep: Class 12 contains 1388 members Mstep: Class 13 contains 98 members Mstep: Class 14 contains 367 members Mstep: Class 15 contains 351 members Mstep: Class 16 contains 39194 members Mstep: Class 17 contains 211405 members Mstep: Class 18 contains 10804 members Mstep: Class 19 contains 4082 members Mstep: Class 21 contains 29128 members Mstep: Class 22 contains 29841 members Mstep: Class 23 contains 4480 members Entering Unmasked Estep ConsiderDeletion Deleting Class 3. Lose 92.634544 but Gain 583.301758 Score: -15183949.000000 Penalty: 12249.329102 Iteration 1F: 22 clusters Score -1.518395e+07 nChanged 99085 Entering Unmasked Mstep Mstep: Class 0 contains 1242 members Mstep: Class 1 contains 3174 members Mstep: Class 2 contains 1723 members Mstep: Class 4 contains 613 members Mstep: Class 5 contains 5813 members Mstep: Class 6 contains 1748 members Mstep: Class 7 contains 2694 members Mstep: Class 8 contains 3552 members Mstep: Class 9 contains 983 members Mstep: Class 10 contains 1785 members Mstep: Class 11 contains 992 members Mstep: Class 12 contains 323 members Mstep: Class 13 contains 53 members Mstep: Class 14 contains 2195 members Mstep: Class 15 contains 1295 members Mstep: Class 16 contains 23547 members Mstep: Class 17 contains 267063 members Mstep: Class 18 contains 7535 members Mstep: Class 19 contains 5688 members Mstep: Class 21 contains 17602 members Mstep: Class 22 contains 17024 members Mstep: Class 23 contains 2821 members Entering Unmasked Estep ConsiderDeletion Deleting Class 13. Lose 66.373985 but Gain 583.300781 Score: -15362129.000000 Penalty: 11666.028320 Iteration 2F: 21 clusters Score -1.536213e+07 nChanged 46860 Entering Unmasked Mstep Mstep: Class 0 contains 464 members Mstep: Class 1 contains 4432 members Mstep: Class 2 contains 1267 members Mstep: Class 4 contains 529 members Mstep: Class 5 contains 7373 members Mstep: Class 6 contains 496 members Mstep: Class 7 contains 3393 members Mstep: Class 8 contains 2682 members Mstep: Class 9 contains 1029 members Mstep: Class 10 contains 1233 members Mstep: Class 11 contains 589 members Mstep: Class 12 contains 164 members Mstep: Class 14 contains 5569 members Mstep: Class 15 contains 1382 members Mstep: Class 16 contains 15045 members Mstep: Class 17 contains 287438 members Mstep: Class 18 contains 8061 members Mstep: Class 19 contains 8919 members Mstep: Class 21 contains 10060 members Mstep: Class 22 contains 7616 members Mstep: Class 23 contains 1724 members Entering Unmasked Estep ConsiderDeletion Deleting Class 12. Lose 138.123795 but Gain 583.301758 Score: -15447780.000000 Penalty: 11082.726562 Iteration 3F: 20 clusters Score -1.544778e+07 nChanged 23880 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 5003 members Mstep: Class 2 contains 1461 members Mstep: Class 4 contains 546 members Mstep: Class 5 contains 8936 members Mstep: Class 6 contains 193 members Mstep: Class 7 contains 3900 members Mstep: Class 8 contains 1844 members Mstep: Class 9 contains 839 members Mstep: Class 10 contains 1368 members Mstep: Class 11 contains 447 members Mstep: Class 14 contains 8475 members Mstep: Class 15 contains 1317 members Mstep: Class 16 contains 11210 members Mstep: Class 17 contains 292797 members Mstep: Class 18 contains 9240 members Mstep: Class 19 contains 11781 members Mstep: Class 21 contains 5704 members Mstep: Class 22 contains 3491 members Mstep: Class 23 contains 896 members Entering Unmasked Estep ConsiderDeletion Deleting Class 6. Lose 115.596977 but Gain 583.301758 Score: -15478882.000000 Penalty: 10499.424805 Iteration 4F: 19 clusters Score -1.547888e+07 nChanged 13129 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 4998 members Mstep: Class 2 contains 1361 members Mstep: Class 4 contains 496 members Mstep: Class 5 contains 9744 members Mstep: Class 7 contains 4138 members Mstep: Class 8 contains 1475 members Mstep: Class 9 contains 681 members Mstep: Class 10 contains 1864 members Mstep: Class 11 contains 396 members Mstep: Class 14 contains 9583 members Mstep: Class 15 contains 1316 members Mstep: Class 16 contains 10064 members Mstep: Class 17 contains 293171 members Mstep: Class 18 contains 10128 members Mstep: Class 19 contains 14144 members Mstep: Class 21 contains 3324 members Mstep: Class 22 contains 2087 members Mstep: Class 23 contains 486 members Entering Unmasked Estep ConsiderDeletion Deleting Class 11. Lose 461.098816 but Gain 583.300781 Score: -15492575.000000 Penalty: 9916.124023 Iteration 5Q: 18 clusters Score -1.549258e+07 nChanged 9316 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 4791 members Mstep: Class 2 contains 1331 members Mstep: Class 4 contains 455 members Mstep: Class 5 contains 10069 members Mstep: Class 7 contains 4223 members Mstep: Class 8 contains 1434 members Mstep: Class 9 contains 570 members Mstep: Class 10 contains 2669 members Mstep: Class 14 contains 9866 members Mstep: Class 15 contains 1316 members Mstep: Class 16 contains 9960 members Mstep: Class 17 contains 292080 members Mstep: Class 18 contains 10715 members Mstep: Class 19 contains 16020 members Mstep: Class 21 contains 2062 members Mstep: Class 22 contains 1590 members Mstep: Class 23 contains 306 members Entering Unmasked Estep ConsiderDeletion Score: -15501481.000000 Penalty: 9916.124023 Iteration 6Q: 18 clusters Score -1.550148e+07 nChanged 7319 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 4483 members Mstep: Class 2 contains 1329 members Mstep: Class 4 contains 493 members Mstep: Class 5 contains 10237 members Mstep: Class 7 contains 4218 members Mstep: Class 8 contains 1469 members Mstep: Class 9 contains 482 members Mstep: Class 10 contains 3738 members Mstep: Class 14 contains 9805 members Mstep: Class 15 contains 1316 members Mstep: Class 16 contains 10174 members Mstep: Class 17 contains 289870 members Mstep: Class 18 contains 11116 members Mstep: Class 19 contains 17692 members Mstep: Class 21 contains 1413 members Mstep: Class 22 contains 1401 members Mstep: Class 23 contains 221 members Entering Unmasked Estep ConsiderDeletion Deleting Class 9. Lose 509.180481 but Gain 583.301758 Score: -15506643.000000 Penalty: 9332.822266 Iteration 7Q: 17 clusters Score -1.550664e+07 nChanged 6630 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 4156 members Mstep: Class 2 contains 1329 members Mstep: Class 4 contains 618 members Mstep: Class 5 contains 10323 members Mstep: Class 7 contains 4167 members Mstep: Class 8 contains 1468 members Mstep: Class 10 contains 4959 members Mstep: Class 14 contains 10040 members Mstep: Class 15 contains 1316 members Mstep: Class 16 contains 10375 members Mstep: Class 17 contains 287513 members Mstep: Class 18 contains 11404 members Mstep: Class 19 contains 19225 members Mstep: Class 21 contains 1009 members Mstep: Class 22 contains 1370 members Mstep: Class 23 contains 185 members Entering Unmasked Estep ConsiderDeletion Score: -15510857.000000 Penalty: 9332.822266 Iteration 8Q: 17 clusters Score -1.551086e+07 nChanged 5082 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 3761 members Mstep: Class 2 contains 1329 members Mstep: Class 4 contains 771 members Mstep: Class 5 contains 10323 members Mstep: Class 7 contains 4115 members Mstep: Class 8 contains 1420 members Mstep: Class 10 contains 6118 members Mstep: Class 14 contains 9986 members Mstep: Class 15 contains 1316 members Mstep: Class 16 contains 10512 members Mstep: Class 17 contains 285406 members Mstep: Class 18 contains 11668 members Mstep: Class 19 contains 20397 members Mstep: Class 21 contains 767 members Mstep: Class 22 contains 1393 members Mstep: Class 23 contains 175 members Entering Unmasked Estep ConsiderDeletion Score: -15513353.000000 Penalty: 9332.822266 Iteration 9Q: 17 clusters Score -1.551335e+07 nChanged 4333 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 3396 members Mstep: Class 2 contains 1329 members Mstep: Class 4 contains 907 members Mstep: Class 5 contains 10263 members Mstep: Class 7 contains 4114 members Mstep: Class 8 contains 1372 members Mstep: Class 10 contains 7226 members Mstep: Class 14 contains 10005 members Mstep: Class 15 contains 1316 members Mstep: Class 16 contains 10664 members Mstep: Class 17 contains 283420 members Mstep: Class 18 contains 11871 members Mstep: Class 19 contains 21380 members Mstep: Class 21 contains 581 members Mstep: Class 22 contains 1444 members Mstep: Class 23 contains 169 members Entering Unmasked Estep ConsiderDeletion Score: -15515243.000000 Penalty: 9332.822266 Iteration 10Q: 17 clusters Score -1.551524e+07 nChanged 3838 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 3020 members Mstep: Class 2 contains 1329 members Mstep: Class 4 contains 1037 members Mstep: Class 5 contains 10152 members Mstep: Class 7 contains 4165 members Mstep: Class 8 contains 1330 members Mstep: Class 10 contains 8220 members Mstep: Class 14 contains 10058 members Mstep: Class 15 contains 1316 members Mstep: Class 16 contains 10789 members Mstep: Class 17 contains 281643 members Mstep: Class 18 contains 12027 members Mstep: Class 19 contains 22264 members Mstep: Class 21 contains 435 members Mstep: Class 22 contains 1506 members Mstep: Class 23 contains 166 members Entering Unmasked Estep ConsiderDeletion Score: -15516805.000000 Penalty: 9332.822266 Iteration 11Q: 17 clusters Score -1.55168e+07 nChanged 3297 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 2680 members Mstep: Class 2 contains 1329 members Mstep: Class 4 contains 1168 members Mstep: Class 5 contains 10035 members Mstep: Class 7 contains 4229 members Mstep: Class 8 contains 1301 members Mstep: Class 10 contains 9035 members Mstep: Class 14 contains 10111 members Mstep: Class 15 contains 1316 members Mstep: Class 16 contains 10881 members Mstep: Class 17 contains 280163 members Mstep: Class 18 contains 12143 members Mstep: Class 19 contains 23011 members Mstep: Class 21 contains 329 members Mstep: Class 22 contains 1566 members Mstep: Class 23 contains 160 members Entering Unmasked Estep ConsiderDeletion Score: -15517996.000000 Penalty: 9332.822266 Iteration 12Q: 17 clusters Score -1.5518e+07 nChanged 2847 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 2374 members Mstep: Class 2 contains 1329 members Mstep: Class 4 contains 1299 members Mstep: Class 5 contains 9871 members Mstep: Class 7 contains 4309 members Mstep: Class 8 contains 1273 members Mstep: Class 10 contains 9681 members Mstep: Class 14 contains 10172 members Mstep: Class 15 contains 1316 members Mstep: Class 16 contains 10964 members Mstep: Class 17 contains 278946 members Mstep: Class 18 contains 12223 members Mstep: Class 19 contains 23666 members Mstep: Class 21 contains 266 members Mstep: Class 22 contains 1613 members Mstep: Class 23 contains 155 members Entering Unmasked Estep ConsiderDeletion Score: -15519018.000000 Penalty: 9332.822266 Iteration 13Q: 17 clusters Score -1.551902e+07 nChanged 2477 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 2090 members Mstep: Class 2 contains 1329 members Mstep: Class 4 contains 1424 members Mstep: Class 5 contains 9707 members Mstep: Class 7 contains 4396 members Mstep: Class 8 contains 1245 members Mstep: Class 10 contains 10185 members Mstep: Class 14 contains 10226 members Mstep: Class 15 contains 1316 members Mstep: Class 16 contains 11049 members Mstep: Class 17 contains 277952 members Mstep: Class 18 contains 12283 members Mstep: Class 19 contains 24228 members Mstep: Class 21 contains 238 members Mstep: Class 22 contains 1636 members Mstep: Class 23 contains 153 members Entering Unmasked Estep ConsiderDeletion Score: -15519793.000000 Penalty: 9332.822266 Iteration 14Q: 17 clusters Score -1.551979e+07 nChanged 2185 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1810 members Mstep: Class 2 contains 1329 members Mstep: Class 4 contains 1549 members Mstep: Class 5 contains 9539 members Mstep: Class 7 contains 4481 members Mstep: Class 8 contains 1237 members Mstep: Class 10 contains 10590 members Mstep: Class 14 contains 10284 members Mstep: Class 15 contains 1316 members Mstep: Class 16 contains 11109 members Mstep: Class 17 contains 277120 members Mstep: Class 18 contains 12336 members Mstep: Class 19 contains 24730 members Mstep: Class 21 contains 229 members Mstep: Class 22 contains 1650 members Mstep: Class 23 contains 148 members Entering Unmasked Estep ConsiderDeletion Score: -15520330.000000 Penalty: 9332.822266 Iteration 15Q: 17 clusters Score -1.552033e+07 nChanged 1937 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1553 members Mstep: Class 2 contains 1329 members Mstep: Class 4 contains 1650 members Mstep: Class 5 contains 9350 members Mstep: Class 7 contains 4519 members Mstep: Class 8 contains 1238 members Mstep: Class 10 contains 10937 members Mstep: Class 14 contains 10306 members Mstep: Class 15 contains 1316 members Mstep: Class 16 contains 11204 members Mstep: Class 17 contains 276408 members Mstep: Class 18 contains 12410 members Mstep: Class 19 contains 25213 members Mstep: Class 21 contains 225 members Mstep: Class 22 contains 1651 members Mstep: Class 23 contains 148 members Entering Unmasked Estep ConsiderDeletion Score: -15520921.000000 Penalty: 9332.822266 Iteration 16Q: 17 clusters Score -1.552092e+07 nChanged 1646 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 1329 members Mstep: Class 4 contains 1731 members Mstep: Class 5 contains 9175 members Mstep: Class 7 contains 4516 members Mstep: Class 8 contains 1237 members Mstep: Class 10 contains 11216 members Mstep: Class 14 contains 10301 members Mstep: Class 15 contains 1316 members Mstep: Class 16 contains 11315 members Mstep: Class 17 contains 275827 members Mstep: Class 18 contains 12492 members Mstep: Class 19 contains 25658 members Mstep: Class 21 contains 223 members Mstep: Class 22 contains 1658 members Mstep: Class 23 contains 147 members Entering Unmasked Estep ConsiderDeletion Score: -15521407.000000 Penalty: 9332.822266 Iteration 17Q: 17 clusters Score -1.552141e+07 nChanged 1481 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 1329 members Mstep: Class 4 contains 1793 members Mstep: Class 5 contains 9001 members Mstep: Class 7 contains 4514 members Mstep: Class 8 contains 1236 members Mstep: Class 10 contains 11451 members Mstep: Class 14 contains 10258 members Mstep: Class 15 contains 1316 members Mstep: Class 16 contains 11417 members Mstep: Class 17 contains 275365 members Mstep: Class 18 contains 12587 members Mstep: Class 19 contains 26050 members Mstep: Class 21 contains 222 members Mstep: Class 22 contains 1659 members Mstep: Class 23 contains 147 members Entering Unmasked Estep ConsiderDeletion Score: -15521684.000000 Penalty: 9332.822266 Iteration 18Q: 17 clusters Score -1.552168e+07 nChanged 1347 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 1329 members Mstep: Class 4 contains 1839 members Mstep: Class 5 contains 8832 members Mstep: Class 7 contains 4517 members Mstep: Class 8 contains 1222 members Mstep: Class 10 contains 11657 members Mstep: Class 14 contains 10210 members Mstep: Class 15 contains 1316 members Mstep: Class 16 contains 11541 members Mstep: Class 17 contains 274960 members Mstep: Class 18 contains 12696 members Mstep: Class 19 contains 26406 members Mstep: Class 21 contains 217 members Mstep: Class 22 contains 1638 members Mstep: Class 23 contains 147 members Entering Unmasked Estep ConsiderDeletion Score: -15521964.000000 Penalty: 9332.822266 Iteration 19Q: 17 clusters Score -1.552196e+07 nChanged 1301 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 1329 members Mstep: Class 4 contains 1879 members Mstep: Class 5 contains 8663 members Mstep: Class 7 contains 4493 members Mstep: Class 8 contains 1214 members Mstep: Class 10 contains 11855 members Mstep: Class 14 contains 10127 members Mstep: Class 15 contains 1316 members Mstep: Class 16 contains 11692 members Mstep: Class 17 contains 274566 members Mstep: Class 18 contains 12805 members Mstep: Class 19 contains 26766 members Mstep: Class 21 contains 215 members Mstep: Class 22 contains 1610 members Mstep: Class 23 contains 146 members Entering Unmasked Estep ConsiderDeletion Deleting Class 21. Lose 514.581726 but Gain 583.301758 Score: -15522944.000000 Penalty: 8749.520508 Iteration 20F: 16 clusters Score -1.552294e+07 nChanged 2094 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 1330 members Mstep: Class 4 contains 2152 members Mstep: Class 5 contains 8459 members Mstep: Class 7 contains 4454 members Mstep: Class 8 contains 1054 members Mstep: Class 10 contains 12304 members Mstep: Class 14 contains 10028 members Mstep: Class 15 contains 1316 members Mstep: Class 16 contains 11874 members Mstep: Class 17 contains 273950 members Mstep: Class 18 contains 12895 members Mstep: Class 19 contains 27170 members Mstep: Class 22 contains 1605 members Mstep: Class 23 contains 216 members Entering Unmasked Estep ConsiderDeletion Score: -15524148.000000 Penalty: 8749.520508 Iteration 21Q: 16 clusters Score -1.552415e+07 nChanged 1831 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 1330 members Mstep: Class 4 contains 2411 members Mstep: Class 5 contains 8285 members Mstep: Class 7 contains 4374 members Mstep: Class 8 contains 926 members Mstep: Class 10 contains 12706 members Mstep: Class 14 contains 9865 members Mstep: Class 15 contains 1316 members Mstep: Class 16 contains 12023 members Mstep: Class 17 contains 273294 members Mstep: Class 18 contains 12999 members Mstep: Class 19 contains 27497 members Mstep: Class 22 contains 1593 members Mstep: Class 23 contains 277 members Entering Unmasked Estep ConsiderDeletion Score: -15524744.000000 Penalty: 8749.520508 Iteration 22Q: 16 clusters Score -1.552474e+07 nChanged 1646 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 1330 members Mstep: Class 4 contains 2647 members Mstep: Class 5 contains 8138 members Mstep: Class 7 contains 4298 members Mstep: Class 8 contains 828 members Mstep: Class 10 contains 13073 members Mstep: Class 14 contains 9716 members Mstep: Class 15 contains 1316 members Mstep: Class 16 contains 12129 members Mstep: Class 17 contains 272705 members Mstep: Class 18 contains 13105 members Mstep: Class 19 contains 27770 members Mstep: Class 22 contains 1580 members Mstep: Class 23 contains 314 members Entering Unmasked Estep ConsiderDeletion Deleting Class 1. Lose 579.324646 but Gain 583.300781 Score: -15525268.000000 Penalty: 8166.219727 Iteration 23Q: 15 clusters Score -1.552527e+07 nChanged 1992 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 2 contains 1330 members Mstep: Class 4 contains 2889 members Mstep: Class 5 contains 7997 members Mstep: Class 7 contains 4211 members Mstep: Class 8 contains 743 members Mstep: Class 10 contains 13395 members Mstep: Class 14 contains 9665 members Mstep: Class 15 contains 1316 members Mstep: Class 16 contains 12223 members Mstep: Class 17 contains 272356 members Mstep: Class 18 contains 13218 members Mstep: Class 19 contains 28218 members Mstep: Class 22 contains 1561 members Mstep: Class 23 contains 335 members Entering Unmasked Estep ConsiderDeletion Score: -15526214.000000 Penalty: 8166.219727 Iteration 24Q: 15 clusters Score -1.552621e+07 nChanged 1540 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 2 contains 1330 members Mstep: Class 4 contains 3109 members Mstep: Class 5 contains 7856 members Mstep: Class 7 contains 4151 members Mstep: Class 8 contains 669 members Mstep: Class 10 contains 13653 members Mstep: Class 14 contains 9488 members Mstep: Class 15 contains 1316 members Mstep: Class 16 contains 12333 members Mstep: Class 17 contains 271820 members Mstep: Class 18 contains 13327 members Mstep: Class 19 contains 28520 members Mstep: Class 22 contains 1541 members Mstep: Class 23 contains 344 members Entering Unmasked Estep ConsiderDeletion Score: -15526578.000000 Penalty: 8166.219727 Iteration 25Q: 15 clusters Score -1.552658e+07 nChanged 1408 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 2 contains 1330 members Mstep: Class 4 contains 3291 members Mstep: Class 5 contains 7747 members Mstep: Class 7 contains 4086 members Mstep: Class 8 contains 612 members Mstep: Class 10 contains 13870 members Mstep: Class 14 contains 9301 members Mstep: Class 15 contains 1316 members Mstep: Class 16 contains 12437 members Mstep: Class 17 contains 271394 members Mstep: Class 18 contains 13438 members Mstep: Class 19 contains 28781 members Mstep: Class 22 contains 1502 members Mstep: Class 23 contains 352 members Entering Unmasked Estep ConsiderDeletion Score: -15526959.000000 Penalty: 8166.219727 Iteration 26Q: 15 clusters Score -1.552696e+07 nChanged 1337 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 2 contains 1329 members Mstep: Class 4 contains 3441 members Mstep: Class 5 contains 7632 members Mstep: Class 7 contains 4034 members Mstep: Class 8 contains 572 members Mstep: Class 10 contains 14084 members Mstep: Class 14 contains 9117 members Mstep: Class 15 contains 1316 members Mstep: Class 16 contains 12493 members Mstep: Class 17 contains 271018 members Mstep: Class 18 contains 13594 members Mstep: Class 19 contains 29004 members Mstep: Class 22 contains 1466 members Mstep: Class 23 contains 357 members Entering Unmasked Estep ConsiderDeletion Score: -15527420.000000 Penalty: 8166.219727 Iteration 27Q: 15 clusters Score -1.552742e+07 nChanged 1337 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 2 contains 1329 members Mstep: Class 4 contains 3565 members Mstep: Class 5 contains 7539 members Mstep: Class 7 contains 3989 members Mstep: Class 8 contains 538 members Mstep: Class 10 contains 14293 members Mstep: Class 14 contains 8942 members Mstep: Class 15 contains 1316 members Mstep: Class 16 contains 12532 members Mstep: Class 17 contains 270638 members Mstep: Class 18 contains 13774 members Mstep: Class 19 contains 29209 members Mstep: Class 22 contains 1433 members Mstep: Class 23 contains 360 members Entering Unmasked Estep ConsiderDeletion Score: -15527842.000000 Penalty: 8166.219727 Iteration 28Q: 15 clusters Score -1.552784e+07 nChanged 1280 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 2 contains 1329 members Mstep: Class 4 contains 3645 members Mstep: Class 5 contains 7463 members Mstep: Class 7 contains 3971 members Mstep: Class 8 contains 510 members Mstep: Class 10 contains 14502 members Mstep: Class 14 contains 8781 members Mstep: Class 15 contains 1316 members Mstep: Class 16 contains 12559 members Mstep: Class 17 contains 270270 members Mstep: Class 18 contains 13973 members Mstep: Class 19 contains 29368 members Mstep: Class 22 contains 1410 members Mstep: Class 23 contains 360 members Entering Unmasked Estep ConsiderDeletion Score: -15528005.000000 Penalty: 8166.219727 Iteration 29Q: 15 clusters Score -1.5528e+07 nChanged 1217 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 2 contains 1329 members Mstep: Class 4 contains 3673 members Mstep: Class 5 contains 7438 members Mstep: Class 7 contains 3943 members Mstep: Class 8 contains 488 members Mstep: Class 10 contains 14682 members Mstep: Class 14 contains 8603 members Mstep: Class 15 contains 1316 members Mstep: Class 16 contains 12548 members Mstep: Class 17 contains 269956 members Mstep: Class 18 contains 14204 members Mstep: Class 19 contains 29538 members Mstep: Class 22 contains 1380 members Mstep: Class 23 contains 359 members Entering Unmasked Estep ConsiderDeletion Score: -15528301.000000 Penalty: 8166.219727 Iteration 30Q: 15 clusters Score -1.55283e+07 nChanged 1238 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 2 contains 1329 members Mstep: Class 4 contains 3666 members Mstep: Class 5 contains 7432 members Mstep: Class 7 contains 3921 members Mstep: Class 8 contains 472 members Mstep: Class 10 contains 14856 members Mstep: Class 14 contains 8428 members Mstep: Class 15 contains 1316 members Mstep: Class 16 contains 12511 members Mstep: Class 17 contains 269658 members Mstep: Class 18 contains 14458 members Mstep: Class 19 contains 29688 members Mstep: Class 22 contains 1361 members Mstep: Class 23 contains 360 members Entering Unmasked Estep ConsiderDeletion Score: -15528574.000000 Penalty: 8166.219727 Iteration 31Q: 15 clusters Score -1.552857e+07 nChanged 1173 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 2 contains 1329 members Mstep: Class 4 contains 3633 members Mstep: Class 5 contains 7439 members Mstep: Class 7 contains 3888 members Mstep: Class 8 contains 459 members Mstep: Class 10 contains 15008 members Mstep: Class 14 contains 8278 members Mstep: Class 15 contains 1316 members Mstep: Class 16 contains 12500 members Mstep: Class 17 contains 269384 members Mstep: Class 18 contains 14703 members Mstep: Class 19 contains 29805 members Mstep: Class 22 contains 1352 members Mstep: Class 23 contains 363 members Entering Unmasked Estep ConsiderDeletion Score: -15528834.000000 Penalty: 8166.219727 Iteration 32Q: 15 clusters Score -1.552883e+07 nChanged 1165 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 2 contains 1329 members Mstep: Class 4 contains 3567 members Mstep: Class 5 contains 7444 members Mstep: Class 7 contains 3835 members Mstep: Class 8 contains 441 members Mstep: Class 10 contains 15141 members Mstep: Class 14 contains 8121 members Mstep: Class 15 contains 1316 members Mstep: Class 16 contains 12526 members Mstep: Class 17 contains 269143 members Mstep: Class 18 contains 14978 members Mstep: Class 19 contains 29921 members Mstep: Class 22 contains 1332 members Mstep: Class 23 contains 363 members Entering Unmasked Estep ConsiderDeletion Score: -15529099.000000 Penalty: 8166.219727 Iteration 33Q: 15 clusters Score -1.55291e+07 nChanged 1114 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 2 contains 1329 members Mstep: Class 4 contains 3489 members Mstep: Class 5 contains 7437 members Mstep: Class 7 contains 3806 members Mstep: Class 8 contains 432 members Mstep: Class 10 contains 15262 members Mstep: Class 14 contains 7978 members Mstep: Class 15 contains 1316 members Mstep: Class 16 contains 12525 members Mstep: Class 17 contains 268927 members Mstep: Class 18 contains 15261 members Mstep: Class 19 contains 30017 members Mstep: Class 22 contains 1313 members Mstep: Class 23 contains 365 members Entering Unmasked Estep ConsiderDeletion Score: -15529420.000000 Penalty: 8166.219727 Iteration 34Q: 15 clusters Score -1.552942e+07 nChanged 1055 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 2 contains 1329 members Mstep: Class 4 contains 3419 members Mstep: Class 5 contains 7436 members Mstep: Class 7 contains 3791 members Mstep: Class 8 contains 427 members Mstep: Class 10 contains 15362 members Mstep: Class 14 contains 7839 members Mstep: Class 15 contains 1316 members Mstep: Class 16 contains 12529 members Mstep: Class 17 contains 268715 members Mstep: Class 18 contains 15514 members Mstep: Class 19 contains 30119 members Mstep: Class 22 contains 1296 members Mstep: Class 23 contains 365 members Entering Unmasked Estep ConsiderDeletion Score: -15529624.000000 Penalty: 8166.219727 Iteration 35Q: 15 clusters Score -1.552962e+07 nChanged 956 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 2 contains 1329 members Mstep: Class 4 contains 3360 members Mstep: Class 5 contains 7447 members Mstep: Class 7 contains 3785 members Mstep: Class 8 contains 421 members Mstep: Class 10 contains 15454 members Mstep: Class 14 contains 7691 members Mstep: Class 15 contains 1316 members Mstep: Class 16 contains 12506 members Mstep: Class 17 contains 268525 members Mstep: Class 18 contains 15755 members Mstep: Class 19 contains 30225 members Mstep: Class 22 contains 1280 members Mstep: Class 23 contains 363 members Entering Unmasked Estep ConsiderDeletion Score: -15529829.000000 Penalty: 8166.219727 Iteration 36Q: 15 clusters Score -1.552983e+07 nChanged 898 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 2 contains 1329 members Mstep: Class 4 contains 3330 members Mstep: Class 5 contains 7404 members Mstep: Class 7 contains 3796 members Mstep: Class 8 contains 415 members Mstep: Class 10 contains 15545 members Mstep: Class 14 contains 7557 members Mstep: Class 15 contains 1316 members Mstep: Class 16 contains 12495 members Mstep: Class 17 contains 268363 members Mstep: Class 18 contains 15965 members Mstep: Class 19 contains 30304 members Mstep: Class 22 contains 1274 members Mstep: Class 23 contains 364 members Entering Unmasked Estep ConsiderDeletion Score: -15529883.000000 Penalty: 8166.219727 Iteration 37Q: 15 clusters Score -1.552988e+07 nChanged 811 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 2 contains 1329 members Mstep: Class 4 contains 3292 members Mstep: Class 5 contains 7354 members Mstep: Class 7 contains 3811 members Mstep: Class 8 contains 413 members Mstep: Class 10 contains 15612 members Mstep: Class 14 contains 7434 members Mstep: Class 15 contains 1316 members Mstep: Class 16 contains 12461 members Mstep: Class 17 contains 268225 members Mstep: Class 18 contains 16187 members Mstep: Class 19 contains 30385 members Mstep: Class 22 contains 1274 members Mstep: Class 23 contains 364 members Entering Unmasked Estep ConsiderDeletion Score: -15529981.000000 Penalty: 8166.219727 Iteration 38Q: 15 clusters Score -1.552998e+07 nChanged 730 Entering ConstructFrom: Score: -15529981.000000 Penalty: 8166.219727 Entering ConstructFrom: Trying to split cluster 2 (1329 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1329 members Entering Unmasked Estep Score: -49272.582031 Penalty: 327.244293 Iteration 0F: 2 clusters Score -49272.58 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -48288.359375 Penalty: 654.488586 Iteration 0F: 3 clusters Score -48288.36 nChanged 571 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -48705.531250 Penalty: 654.488586 Iteration 1F: 3 clusters Score -48705.53 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -48933.589844 Penalty: 654.488586 Iteration 2F: 3 clusters Score -48933.59 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -49283.070312 Penalty: 654.488586 Iteration 3F: 3 clusters Score -49283.07 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -49549.898438 Penalty: 654.488586 Iteration 4F: 3 clusters Score -49549.9 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -49912.707031 Penalty: 654.488586 Iteration 5F: 3 clusters Score -49912.71 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -50170.300781 Penalty: 654.488586 Iteration 6F: 3 clusters Score -50170.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -50196.503906 Penalty: 654.488586 Iteration 7Q: 3 clusters Score -50196.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -50207.265625 Penalty: 654.488586 Iteration 8Q: 3 clusters Score -50207.27 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -50214.941406 Penalty: 654.488586 Iteration 9Q: 3 clusters Score -50214.94 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -50222.507812 Penalty: 654.488586 Iteration 10Q: 3 clusters Score -50222.51 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -50226.343750 Penalty: 654.488586 Iteration 11Q: 3 clusters Score -50226.34 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -50233.511719 Penalty: 654.488586 Iteration 12Q: 3 clusters Score -50233.51 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -50251.277344 Penalty: 654.488586 Iteration 13Q: 3 clusters Score -50251.28 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -50291.515625 Penalty: 654.488586 Iteration 14Q: 3 clusters Score -50291.52 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -50314.921875 Penalty: 654.488586 Iteration 15Q: 3 clusters Score -50314.92 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -50344.386719 Penalty: 654.488586 Iteration 16Q: 3 clusters Score -50344.39 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -50362.464844 Penalty: 654.488586 Iteration 17Q: 3 clusters Score -50362.46 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -50383.566406 Penalty: 654.488586 Iteration 18F: 3 clusters Score -50383.57 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -50408.003906 Penalty: 654.488586 Iteration 19Q: 3 clusters Score -50408 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -50408.003906 Penalty: 654.488586 Iteration 20F: 3 clusters Score -50408 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 976 members Mstep: Class 4 contains 3269 members Mstep: Class 5 contains 7314 members Mstep: Class 7 contains 3806 members Mstep: Class 8 contains 410 members Mstep: Class 10 contains 15672 members Mstep: Class 14 contains 7317 members Mstep: Class 15 contains 1316 members Mstep: Class 16 contains 12426 members Mstep: Class 17 contains 268085 members Mstep: Class 18 contains 16405 members Mstep: Class 19 contains 30471 members Mstep: Class 22 contains 1273 members Mstep: Class 23 contains 364 members Entering Unmasked Estep Score: -15530876.000000 Penalty: 8749.520508 Splitting cluster 2 changes total score from -15529981.000000 to -15530876.000000 So it's getting split into cluster 1. Entering ConstructFrom: Trying to split cluster 4 (3269 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3269 members Entering Unmasked Estep Score: -128601.281250 Penalty: 368.196899 Iteration 0F: 2 clusters Score -128601.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1601 members Mstep: Class 2 contains 1668 members Entering Unmasked Estep Score: -126363.007812 Penalty: 736.393799 Iteration 0F: 3 clusters Score -126363 nChanged 1439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 1797 members Entering Unmasked Estep Score: -127197.132812 Penalty: 736.393799 Iteration 1F: 3 clusters Score -127197.1 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1387 members Mstep: Class 2 contains 1882 members Entering Unmasked Estep Score: -127351.679688 Penalty: 736.393799 Iteration 2F: 3 clusters Score -127351.7 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1266 members Mstep: Class 2 contains 2003 members Entering Unmasked Estep Score: -127515.742188 Penalty: 736.393799 Iteration 3F: 3 clusters Score -127515.7 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Mstep: Class 2 contains 2145 members Entering Unmasked Estep Score: -127685.476562 Penalty: 736.393799 Iteration 4F: 3 clusters Score -127685.5 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 2309 members Entering Unmasked Estep Score: -127853.476562 Penalty: 736.393799 Iteration 5F: 3 clusters Score -127853.5 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 2469 members Entering Unmasked Estep Score: -128013.031250 Penalty: 736.393799 Iteration 6F: 3 clusters Score -128013 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 2585 members Entering Unmasked Estep Score: -128126.132812 Penalty: 736.393799 Iteration 7Q: 3 clusters Score -128126.1 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 2690 members Entering Unmasked Estep Score: -128221.867188 Penalty: 736.393799 Iteration 8Q: 3 clusters Score -128221.9 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 2755 members Entering Unmasked Estep Score: -128271.562500 Penalty: 736.393799 Iteration 9Q: 3 clusters Score -128271.6 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 2808 members Entering Unmasked Estep Score: -128307.226562 Penalty: 736.393799 Iteration 10Q: 3 clusters Score -128307.2 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 2860 members Entering Unmasked Estep Score: -128343.531250 Penalty: 736.393799 Iteration 11Q: 3 clusters Score -128343.5 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 2900 members Entering Unmasked Estep Score: -128379.804688 Penalty: 736.393799 Iteration 12Q: 3 clusters Score -128379.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 2936 members Entering Unmasked Estep Score: -128411.414062 Penalty: 736.393799 Iteration 13Q: 3 clusters Score -128411.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 2959 members Entering Unmasked Estep Score: -128434.093750 Penalty: 736.393799 Iteration 14Q: 3 clusters Score -128434.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 2976 members Entering Unmasked Estep Score: -128447.515625 Penalty: 736.393799 Iteration 15Q: 3 clusters Score -128447.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 2985 members Entering Unmasked Estep Score: -128451.273438 Penalty: 736.393799 Iteration 16Q: 3 clusters Score -128451.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 2988 members Entering Unmasked Estep Score: -128453.632812 Penalty: 736.393799 Iteration 17Q: 3 clusters Score -128453.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 2995 members Entering Unmasked Estep Score: -128459.250000 Penalty: 736.393799 Iteration 18Q: 3 clusters Score -128459.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 2999 members Entering Unmasked Estep Score: -128460.226562 Penalty: 736.393799 Iteration 19Q: 3 clusters Score -128460.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 3001 members Entering Unmasked Estep Score: -128460.601562 Penalty: 736.393799 Iteration 20F: 3 clusters Score -128460.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 3002 members Entering Unmasked Estep Score: -128460.773438 Penalty: 736.393799 Iteration 21Q: 3 clusters Score -128460.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 3002 members Entering Unmasked Estep Score: -128460.773438 Penalty: 736.393799 Iteration 22F: 3 clusters Score -128460.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (7314 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7314 members Entering Unmasked Estep Score: -300216.156250 Penalty: 404.838348 Iteration 0F: 2 clusters Score -300216.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3692 members Mstep: Class 2 contains 3622 members Entering Unmasked Estep Score: -295364.312500 Penalty: 809.676697 Iteration 0F: 3 clusters Score -295364.3 nChanged 3333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4079 members Mstep: Class 2 contains 3235 members Entering Unmasked Estep Score: -297255.656250 Penalty: 809.676697 Iteration 1F: 3 clusters Score -297255.7 nChanged 475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4320 members Mstep: Class 2 contains 2994 members Entering Unmasked Estep Score: -297535.312500 Penalty: 809.676697 Iteration 2F: 3 clusters Score -297535.3 nChanged 556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4654 members Mstep: Class 2 contains 2660 members Entering Unmasked Estep Score: -297913.031250 Penalty: 809.676697 Iteration 3F: 3 clusters Score -297913 nChanged 528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4994 members Mstep: Class 2 contains 2320 members Entering Unmasked Estep Score: -298293.937500 Penalty: 809.676697 Iteration 4F: 3 clusters Score -298293.9 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5288 members Mstep: Class 2 contains 2026 members Entering Unmasked Estep Score: -298591.937500 Penalty: 809.676697 Iteration 5F: 3 clusters Score -298591.9 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5544 members Mstep: Class 2 contains 1770 members Entering Unmasked Estep Score: -298796.281250 Penalty: 809.676697 Iteration 6F: 3 clusters Score -298796.3 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5746 members Mstep: Class 2 contains 1568 members Entering Unmasked Estep Score: -298915.187500 Penalty: 809.676697 Iteration 7Q: 3 clusters Score -298915.2 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5930 members Mstep: Class 2 contains 1384 members Entering Unmasked Estep Score: -299011.375000 Penalty: 809.676697 Iteration 8Q: 3 clusters Score -299011.4 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6116 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -299105.375000 Penalty: 809.676697 Iteration 9Q: 3 clusters Score -299105.4 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6305 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -299210.187500 Penalty: 809.676697 Iteration 10Q: 3 clusters Score -299210.2 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6491 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -299326.250000 Penalty: 809.676697 Iteration 11Q: 3 clusters Score -299326.2 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6676 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -299454.656250 Penalty: 809.676697 Iteration 12Q: 3 clusters Score -299454.7 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6826 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -299567.218750 Penalty: 809.676697 Iteration 13Q: 3 clusters Score -299567.2 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6943 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -299661.531250 Penalty: 809.676697 Iteration 14Q: 3 clusters Score -299661.5 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7028 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -299716.250000 Penalty: 809.676697 Iteration 15Q: 3 clusters Score -299716.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7078 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -299749.750000 Penalty: 809.676697 Iteration 16Q: 3 clusters Score -299749.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7123 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -299782.593750 Penalty: 809.676697 Iteration 17Q: 3 clusters Score -299782.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7160 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -299809.343750 Penalty: 809.676697 Iteration 18Q: 3 clusters Score -299809.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7180 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -299823.562500 Penalty: 809.676697 Iteration 19Q: 3 clusters Score -299823.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7193 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -299839.312500 Penalty: 809.676697 Iteration 20F: 3 clusters Score -299839.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7206 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -299856.093750 Penalty: 809.676697 Iteration 21Q: 3 clusters Score -299856.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7215 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -299868.562500 Penalty: 809.676697 Iteration 22Q: 3 clusters Score -299868.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7219 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -299871.937500 Penalty: 809.676697 Iteration 23Q: 3 clusters Score -299871.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7225 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -299880.218750 Penalty: 809.676697 Iteration 24Q: 3 clusters Score -299880.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7226 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -299880.656250 Penalty: 809.676697 Iteration 25Q: 3 clusters Score -299880.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7229 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -299886.343750 Penalty: 809.676697 Iteration 26Q: 3 clusters Score -299886.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7231 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -299890.781250 Penalty: 809.676697 Iteration 27Q: 3 clusters Score -299890.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7231 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -299892.500000 Penalty: 809.676697 Iteration 28Q: 3 clusters Score -299892.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7231 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -299892.500000 Penalty: 809.676697 Iteration 29F: 3 clusters Score -299892.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (3806 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3806 members Entering Unmasked Estep Score: -167321.734375 Penalty: 375.117218 Iteration 0F: 2 clusters Score -167321.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1921 members Mstep: Class 2 contains 1885 members Entering Unmasked Estep Score: -164730.328125 Penalty: 750.234436 Iteration 0F: 3 clusters Score -164730.3 nChanged 1661 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2006 members Mstep: Class 2 contains 1800 members Entering Unmasked Estep Score: -165693.390625 Penalty: 750.234436 Iteration 1F: 3 clusters Score -165693.4 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2050 members Mstep: Class 2 contains 1756 members Entering Unmasked Estep Score: -165822.250000 Penalty: 750.234436 Iteration 2F: 3 clusters Score -165822.2 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2126 members Mstep: Class 2 contains 1680 members Entering Unmasked Estep Score: -165956.015625 Penalty: 750.234436 Iteration 3F: 3 clusters Score -165956 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2205 members Mstep: Class 2 contains 1601 members Entering Unmasked Estep Score: -166116.578125 Penalty: 750.234436 Iteration 4F: 3 clusters Score -166116.6 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2314 members Mstep: Class 2 contains 1492 members Entering Unmasked Estep Score: -166287.125000 Penalty: 750.234436 Iteration 5F: 3 clusters Score -166287.1 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2412 members Mstep: Class 2 contains 1394 members Entering Unmasked Estep Score: -166476.203125 Penalty: 750.234436 Iteration 6F: 3 clusters Score -166476.2 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2495 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -166663.859375 Penalty: 750.234436 Iteration 7F: 3 clusters Score -166663.9 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2560 members Mstep: Class 2 contains 1246 members Entering Unmasked Estep Score: -166779.296875 Penalty: 750.234436 Iteration 8Q: 3 clusters Score -166779.3 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2621 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -166845.046875 Penalty: 750.234436 Iteration 9Q: 3 clusters Score -166845 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2661 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -166869.718750 Penalty: 750.234436 Iteration 10Q: 3 clusters Score -166869.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2686 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -166883.421875 Penalty: 750.234436 Iteration 11Q: 3 clusters Score -166883.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2713 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -166892.515625 Penalty: 750.234436 Iteration 12Q: 3 clusters Score -166892.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2728 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -166897.343750 Penalty: 750.234436 Iteration 13Q: 3 clusters Score -166897.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2744 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -166903.015625 Penalty: 750.234436 Iteration 14Q: 3 clusters Score -166903 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2758 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -166906.734375 Penalty: 750.234436 Iteration 15Q: 3 clusters Score -166906.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2767 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -166909.062500 Penalty: 750.234436 Iteration 16Q: 3 clusters Score -166909.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2774 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -166911.265625 Penalty: 750.234436 Iteration 17Q: 3 clusters Score -166911.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2787 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -166914.046875 Penalty: 750.234436 Iteration 18Q: 3 clusters Score -166914 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2800 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -166916.187500 Penalty: 750.234436 Iteration 19Q: 3 clusters Score -166916.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2816 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -166919.218750 Penalty: 750.234436 Iteration 20F: 3 clusters Score -166919.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2828 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -166921.187500 Penalty: 750.234436 Iteration 21Q: 3 clusters Score -166921.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2839 members Mstep: Class 2 contains 967 members Entering Unmasked Estep Score: -166924.328125 Penalty: 750.234436 Iteration 22Q: 3 clusters Score -166924.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2854 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -166927.281250 Penalty: 750.234436 Iteration 23Q: 3 clusters Score -166927.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2866 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -166929.921875 Penalty: 750.234436 Iteration 24Q: 3 clusters Score -166929.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2873 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -166931.500000 Penalty: 750.234436 Iteration 25Q: 3 clusters Score -166931.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2882 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -166933.968750 Penalty: 750.234436 Iteration 26Q: 3 clusters Score -166934 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2892 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -166935.968750 Penalty: 750.234436 Iteration 27Q: 3 clusters Score -166936 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2900 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -166937.281250 Penalty: 750.234436 Iteration 28Q: 3 clusters Score -166937.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2912 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -166940.328125 Penalty: 750.234436 Iteration 29Q: 3 clusters Score -166940.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2920 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -166941.906250 Penalty: 750.234436 Iteration 30Q: 3 clusters Score -166941.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2932 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -166944.640625 Penalty: 750.234436 Iteration 31Q: 3 clusters Score -166944.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2937 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -166945.718750 Penalty: 750.234436 Iteration 32Q: 3 clusters Score -166945.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2947 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -166947.406250 Penalty: 750.234436 Iteration 33Q: 3 clusters Score -166947.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2957 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -166949.890625 Penalty: 750.234436 Iteration 34Q: 3 clusters Score -166949.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2965 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -166951.562500 Penalty: 750.234436 Iteration 35Q: 3 clusters Score -166951.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2976 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -166954.437500 Penalty: 750.234436 Iteration 36Q: 3 clusters Score -166954.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2986 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -166956.515625 Penalty: 750.234436 Iteration 37Q: 3 clusters Score -166956.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2997 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -166959.796875 Penalty: 750.234436 Iteration 38Q: 3 clusters Score -166959.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3012 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -166963.343750 Penalty: 750.234436 Iteration 39Q: 3 clusters Score -166963.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3021 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -166965.140625 Penalty: 750.234436 Iteration 40F: 3 clusters Score -166965.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3027 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -166966.203125 Penalty: 750.234436 Iteration 41Q: 3 clusters Score -166966.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3030 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -166966.343750 Penalty: 750.234436 Iteration 42Q: 3 clusters Score -166966.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3034 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -166966.718750 Penalty: 750.234436 Iteration 43Q: 3 clusters Score -166966.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3036 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -166967.046875 Penalty: 750.234436 Iteration 44Q: 3 clusters Score -166967 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3038 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -166967.265625 Penalty: 750.234436 Iteration 45Q: 3 clusters Score -166967.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3040 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -166967.500000 Penalty: 750.234436 Iteration 46Q: 3 clusters Score -166967.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3040 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -166967.500000 Penalty: 750.234436 Iteration 47F: 3 clusters Score -166967.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (410 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Entering Unmasked Estep Score: -16036.628906 Penalty: 273.735138 Iteration 0F: 2 clusters Score -16036.63 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -15642.036133 Penalty: 547.470276 Iteration 0F: 3 clusters Score -15642.04 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -15884.475586 Penalty: 547.470276 Iteration 1F: 3 clusters Score -15884.48 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -15990.448242 Penalty: 547.470276 Iteration 2F: 3 clusters Score -15990.45 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -16082.605469 Penalty: 547.470276 Iteration 3F: 3 clusters Score -16082.61 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -16257.122070 Penalty: 547.470276 Iteration 4F: 3 clusters Score -16257.12 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -16470.601562 Penalty: 547.470276 Iteration 5Q: 3 clusters Score -16470.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -16498.691406 Penalty: 547.470276 Iteration 6Q: 3 clusters Score -16498.69 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -16504.958984 Penalty: 547.470276 Iteration 7Q: 3 clusters Score -16504.96 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -16515.218750 Penalty: 547.470276 Iteration 8Q: 3 clusters Score -16515.22 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -16516.406250 Penalty: 547.470276 Iteration 9Q: 3 clusters Score -16516.41 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -16517.720703 Penalty: 547.470276 Iteration 10Q: 3 clusters Score -16517.72 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -16518.470703 Penalty: 547.470276 Iteration 11Q: 3 clusters Score -16518.47 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -16518.470703 Penalty: 547.470276 Iteration 12F: 3 clusters Score -16518.47 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 976 members Mstep: Class 3 contains 301 members Mstep: Class 4 contains 3269 members Mstep: Class 5 contains 7314 members Mstep: Class 7 contains 3806 members Mstep: Class 8 contains 109 members Mstep: Class 10 contains 15672 members Mstep: Class 14 contains 7317 members Mstep: Class 15 contains 1316 members Mstep: Class 16 contains 12426 members Mstep: Class 17 contains 268085 members Mstep: Class 18 contains 16405 members Mstep: Class 19 contains 30471 members Mstep: Class 22 contains 1273 members Mstep: Class 23 contains 364 members Entering Unmasked Estep Score: -15531060.000000 Penalty: 9332.822266 Splitting cluster 8 changes total score from -15529981.000000 to -15531060.000000 So it's getting split into cluster 3. Entering ConstructFrom: Trying to split cluster 10 (15672 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15672 members Entering Unmasked Estep Score: -714515.187500 Penalty: 439.513214 Iteration 0F: 2 clusters Score -714515.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7847 members Mstep: Class 2 contains 7825 members Entering Unmasked Estep Score: -704068.125000 Penalty: 879.026428 Iteration 0F: 3 clusters Score -704068.1 nChanged 7450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7957 members Mstep: Class 2 contains 7715 members Entering Unmasked Estep Score: -708724.062500 Penalty: 879.026428 Iteration 1F: 3 clusters Score -708724.1 nChanged 1155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8286 members Mstep: Class 2 contains 7386 members Entering Unmasked Estep Score: -709528.250000 Penalty: 879.026428 Iteration 2F: 3 clusters Score -709528.2 nChanged 1293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8957 members Mstep: Class 2 contains 6715 members Entering Unmasked Estep Score: -710502.000000 Penalty: 879.026428 Iteration 3F: 3 clusters Score -710502 nChanged 1428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10017 members Mstep: Class 2 contains 5655 members Entering Unmasked Estep Score: -711640.812500 Penalty: 879.026428 Iteration 4F: 3 clusters Score -711640.8 nChanged 1372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11197 members Mstep: Class 2 contains 4475 members Entering Unmasked Estep Score: -712716.937500 Penalty: 879.026428 Iteration 5F: 3 clusters Score -712716.9 nChanged 1192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12337 members Mstep: Class 2 contains 3335 members Entering Unmasked Estep Score: -713750.125000 Penalty: 879.026428 Iteration 6F: 3 clusters Score -713750.1 nChanged 970 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13293 members Mstep: Class 2 contains 2379 members Entering Unmasked Estep Score: -714649.687500 Penalty: 879.026428 Iteration 7F: 3 clusters Score -714649.7 nChanged 650 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13937 members Mstep: Class 2 contains 1735 members Entering Unmasked Estep Score: -715282.562500 Penalty: 879.026428 Iteration 8Q: 3 clusters Score -715282.6 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14308 members Mstep: Class 2 contains 1364 members Entering Unmasked Estep Score: -715762.500000 Penalty: 879.026428 Iteration 9Q: 3 clusters Score -715762.5 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14520 members Mstep: Class 2 contains 1152 members Entering Unmasked Estep Score: -716096.750000 Penalty: 879.026428 Iteration 10Q: 3 clusters Score -716096.8 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14606 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -716193.750000 Penalty: 879.026428 Iteration 11Q: 3 clusters Score -716193.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14634 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -716202.500000 Penalty: 879.026428 Iteration 12Q: 3 clusters Score -716202.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14650 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -716206.937500 Penalty: 879.026428 Iteration 13Q: 3 clusters Score -716206.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14660 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -716207.312500 Penalty: 879.026428 Iteration 14Q: 3 clusters Score -716207.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14666 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -716207.937500 Penalty: 879.026428 Iteration 15Q: 3 clusters Score -716207.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14671 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -716210.687500 Penalty: 879.026428 Iteration 16Q: 3 clusters Score -716210.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14673 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -716210.812500 Penalty: 879.026428 Iteration 17Q: 3 clusters Score -716210.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14674 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -716211.750000 Penalty: 879.026428 Iteration 18Q: 3 clusters Score -716211.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14675 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -716212.125000 Penalty: 879.026428 Iteration 19Q: 3 clusters Score -716212.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14676 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -716211.812500 Penalty: 879.026428 Iteration 20F: 3 clusters Score -716211.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 976 members Mstep: Class 3 contains 301 members Mstep: Class 4 contains 3269 members Mstep: Class 5 contains 7314 members Mstep: Class 6 contains 996 members Mstep: Class 7 contains 3806 members Mstep: Class 8 contains 109 members Mstep: Class 10 contains 14676 members Mstep: Class 14 contains 7317 members Mstep: Class 15 contains 1316 members Mstep: Class 16 contains 12426 members Mstep: Class 17 contains 268085 members Mstep: Class 18 contains 16405 members Mstep: Class 19 contains 30471 members Mstep: Class 22 contains 1273 members Mstep: Class 23 contains 364 members Entering Unmasked Estep Score: -15532592.000000 Penalty: 9916.124023 Splitting cluster 10 changes total score from -15529981.000000 to -15532592.000000 So it's getting split into cluster 6. Entering ConstructFrom: Trying to split cluster 14 (7317 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7317 members Entering Unmasked Estep Score: -302310.093750 Penalty: 404.856995 Iteration 0F: 2 clusters Score -302310.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3659 members Mstep: Class 2 contains 3658 members Entering Unmasked Estep Score: -297355.250000 Penalty: 809.713989 Iteration 0F: 3 clusters Score -297355.2 nChanged 3418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3849 members Mstep: Class 2 contains 3468 members Entering Unmasked Estep Score: -299322.156250 Penalty: 809.713989 Iteration 1F: 3 clusters Score -299322.2 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3989 members Mstep: Class 2 contains 3328 members Entering Unmasked Estep Score: -299560.468750 Penalty: 809.713989 Iteration 2F: 3 clusters Score -299560.5 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4109 members Mstep: Class 2 contains 3208 members Entering Unmasked Estep Score: -299831.218750 Penalty: 809.713989 Iteration 3F: 3 clusters Score -299831.2 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4196 members Mstep: Class 2 contains 3121 members Entering Unmasked Estep Score: -300186.750000 Penalty: 809.713989 Iteration 4F: 3 clusters Score -300186.8 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4187 members Mstep: Class 2 contains 3130 members Entering Unmasked Estep Score: -300599.562500 Penalty: 809.713989 Iteration 5F: 3 clusters Score -300599.6 nChanged 502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4075 members Mstep: Class 2 contains 3242 members Entering Unmasked Estep Score: -300997.531250 Penalty: 809.713989 Iteration 6F: 3 clusters Score -300997.5 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3865 members Mstep: Class 2 contains 3452 members Entering Unmasked Estep Score: -301292.750000 Penalty: 809.713989 Iteration 7F: 3 clusters Score -301292.8 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3662 members Mstep: Class 2 contains 3655 members Entering Unmasked Estep Score: -301507.843750 Penalty: 809.713989 Iteration 8Q: 3 clusters Score -301507.8 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3475 members Mstep: Class 2 contains 3842 members Entering Unmasked Estep Score: -301671.218750 Penalty: 809.713989 Iteration 9Q: 3 clusters Score -301671.2 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3283 members Mstep: Class 2 contains 4034 members Entering Unmasked Estep Score: -301837.250000 Penalty: 809.713989 Iteration 10Q: 3 clusters Score -301837.2 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3096 members Mstep: Class 2 contains 4221 members Entering Unmasked Estep Score: -302012.593750 Penalty: 809.713989 Iteration 11Q: 3 clusters Score -302012.6 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2915 members Mstep: Class 2 contains 4402 members Entering Unmasked Estep Score: -302179.187500 Penalty: 809.713989 Iteration 12Q: 3 clusters Score -302179.2 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2756 members Mstep: Class 2 contains 4561 members Entering Unmasked Estep Score: -302304.187500 Penalty: 809.713989 Iteration 13Q: 3 clusters Score -302304.2 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2630 members Mstep: Class 2 contains 4687 members Entering Unmasked Estep Score: -302383.875000 Penalty: 809.713989 Iteration 14Q: 3 clusters Score -302383.9 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2504 members Mstep: Class 2 contains 4813 members Entering Unmasked Estep Score: -302478.250000 Penalty: 809.713989 Iteration 15Q: 3 clusters Score -302478.2 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2371 members Mstep: Class 2 contains 4946 members Entering Unmasked Estep Score: -302588.687500 Penalty: 809.713989 Iteration 16Q: 3 clusters Score -302588.7 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2236 members Mstep: Class 2 contains 5081 members Entering Unmasked Estep Score: -302703.687500 Penalty: 809.713989 Iteration 17Q: 3 clusters Score -302703.7 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2121 members Mstep: Class 2 contains 5196 members Entering Unmasked Estep Score: -302803.468750 Penalty: 809.713989 Iteration 18Q: 3 clusters Score -302803.5 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2038 members Mstep: Class 2 contains 5279 members Entering Unmasked Estep Score: -302858.437500 Penalty: 809.713989 Iteration 19Q: 3 clusters Score -302858.4 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1984 members Mstep: Class 2 contains 5333 members Entering Unmasked Estep Score: -302890.812500 Penalty: 809.713989 Iteration 20F: 3 clusters Score -302890.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1940 members Mstep: Class 2 contains 5377 members Entering Unmasked Estep Score: -302909.468750 Penalty: 809.713989 Iteration 21Q: 3 clusters Score -302909.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1903 members Mstep: Class 2 contains 5414 members Entering Unmasked Estep Score: -302921.187500 Penalty: 809.713989 Iteration 22Q: 3 clusters Score -302921.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1881 members Mstep: Class 2 contains 5436 members Entering Unmasked Estep Score: -302929.093750 Penalty: 809.713989 Iteration 23Q: 3 clusters Score -302929.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1857 members Mstep: Class 2 contains 5460 members Entering Unmasked Estep Score: -302936.843750 Penalty: 809.713989 Iteration 24Q: 3 clusters Score -302936.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1845 members Mstep: Class 2 contains 5472 members Entering Unmasked Estep Score: -302938.843750 Penalty: 809.713989 Iteration 25Q: 3 clusters Score -302938.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1838 members Mstep: Class 2 contains 5479 members Entering Unmasked Estep Score: -302939.656250 Penalty: 809.713989 Iteration 26Q: 3 clusters Score -302939.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1834 members Mstep: Class 2 contains 5483 members Entering Unmasked Estep Score: -302939.593750 Penalty: 809.713989 Iteration 27Q: 3 clusters Score -302939.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1829 members Mstep: Class 2 contains 5488 members Entering Unmasked Estep Score: -302939.625000 Penalty: 809.713989 Iteration 28Q: 3 clusters Score -302939.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1828 members Mstep: Class 2 contains 5489 members Entering Unmasked Estep Score: -302939.906250 Penalty: 809.713989 Iteration 29Q: 3 clusters Score -302939.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1828 members Mstep: Class 2 contains 5489 members Entering Unmasked Estep Score: -302939.906250 Penalty: 809.713989 Iteration 30F: 3 clusters Score -302939.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 976 members Mstep: Class 3 contains 301 members Mstep: Class 4 contains 3269 members Mstep: Class 5 contains 7314 members Mstep: Class 6 contains 996 members Mstep: Class 7 contains 3806 members Mstep: Class 8 contains 109 members Mstep: Class 9 contains 5489 members Mstep: Class 10 contains 14676 members Mstep: Class 14 contains 1828 members Mstep: Class 15 contains 1316 members Mstep: Class 16 contains 12426 members Mstep: Class 17 contains 268085 members Mstep: Class 18 contains 16405 members Mstep: Class 19 contains 30471 members Mstep: Class 22 contains 1273 members Mstep: Class 23 contains 364 members Entering Unmasked Estep Score: -15533031.000000 Penalty: 10499.424805 Splitting cluster 14 changes total score from -15529981.000000 to -15533031.000000 So it's getting split into cluster 9. Entering ConstructFrom: Trying to split cluster 15 (1316 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Entering Unmasked Estep Score: -48879.222656 Penalty: 326.797028 Iteration 0F: 2 clusters Score -48879.22 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -47868.667969 Penalty: 653.594055 Iteration 0F: 3 clusters Score -47868.67 nChanged 543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -48296.031250 Penalty: 653.594055 Iteration 1F: 3 clusters Score -48296.03 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -48667.210938 Penalty: 653.594055 Iteration 2F: 3 clusters Score -48667.21 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -49156.691406 Penalty: 653.594055 Iteration 3F: 3 clusters Score -49156.69 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -49635.789062 Penalty: 653.594055 Iteration 4F: 3 clusters Score -49635.79 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -49938.914062 Penalty: 653.594055 Iteration 5F: 3 clusters Score -49938.91 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -50025.246094 Penalty: 653.594055 Iteration 6Q: 3 clusters Score -50025.25 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -50037.761719 Penalty: 653.594055 Iteration 7Q: 3 clusters Score -50037.76 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -50045.207031 Penalty: 653.594055 Iteration 8Q: 3 clusters Score -50045.21 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -50047.769531 Penalty: 653.594055 Iteration 9Q: 3 clusters Score -50047.77 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -50049.171875 Penalty: 653.594055 Iteration 10Q: 3 clusters Score -50049.17 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -50049.171875 Penalty: 653.594055 Iteration 11F: 3 clusters Score -50049.17 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 976 members Mstep: Class 3 contains 301 members Mstep: Class 4 contains 3269 members Mstep: Class 5 contains 7314 members Mstep: Class 6 contains 996 members Mstep: Class 7 contains 3806 members Mstep: Class 8 contains 109 members Mstep: Class 9 contains 5489 members Mstep: Class 10 contains 14676 members Mstep: Class 11 contains 979 members Mstep: Class 14 contains 1828 members Mstep: Class 15 contains 337 members Mstep: Class 16 contains 12426 members Mstep: Class 17 contains 268085 members Mstep: Class 18 contains 16405 members Mstep: Class 19 contains 30471 members Mstep: Class 22 contains 1273 members Mstep: Class 23 contains 364 members Entering Unmasked Estep Score: -15533944.000000 Penalty: 11082.726562 Splitting cluster 15 changes total score from -15529981.000000 to -15533944.000000 So it's getting split into cluster 11. Entering ConstructFrom: Trying to split cluster 16 (12426 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12426 members Entering Unmasked Estep Score: -539449.500000 Penalty: 428.953369 Iteration 0F: 2 clusters Score -539449.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6116 members Mstep: Class 2 contains 6310 members Entering Unmasked Estep Score: -531218.812500 Penalty: 857.906738 Iteration 0F: 3 clusters Score -531218.8 nChanged 5819 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5413 members Mstep: Class 2 contains 7013 members Entering Unmasked Estep Score: -534811.437500 Penalty: 857.906738 Iteration 1F: 3 clusters Score -534811.4 nChanged 891 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5060 members Mstep: Class 2 contains 7366 members Entering Unmasked Estep Score: -535469.875000 Penalty: 857.906738 Iteration 2F: 3 clusters Score -535469.9 nChanged 970 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4678 members Mstep: Class 2 contains 7748 members Entering Unmasked Estep Score: -536250.125000 Penalty: 857.906738 Iteration 3F: 3 clusters Score -536250.1 nChanged 853 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4363 members Mstep: Class 2 contains 8063 members Entering Unmasked Estep Score: -536888.062500 Penalty: 857.906738 Iteration 4F: 3 clusters Score -536888.1 nChanged 670 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4107 members Mstep: Class 2 contains 8319 members Entering Unmasked Estep Score: -537302.937500 Penalty: 857.906738 Iteration 5F: 3 clusters Score -537302.9 nChanged 474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3877 members Mstep: Class 2 contains 8549 members Entering Unmasked Estep Score: -537538.687500 Penalty: 857.906738 Iteration 6Q: 3 clusters Score -537538.7 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3665 members Mstep: Class 2 contains 8761 members Entering Unmasked Estep Score: -537704.000000 Penalty: 857.906738 Iteration 7Q: 3 clusters Score -537704 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3431 members Mstep: Class 2 contains 8995 members Entering Unmasked Estep Score: -537872.250000 Penalty: 857.906738 Iteration 8Q: 3 clusters Score -537872.2 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3216 members Mstep: Class 2 contains 9210 members Entering Unmasked Estep Score: -538040.125000 Penalty: 857.906738 Iteration 9Q: 3 clusters Score -538040.1 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2986 members Mstep: Class 2 contains 9440 members Entering Unmasked Estep Score: -538255.562500 Penalty: 857.906738 Iteration 10Q: 3 clusters Score -538255.6 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2782 members Mstep: Class 2 contains 9644 members Entering Unmasked Estep Score: -538499.500000 Penalty: 857.906738 Iteration 11Q: 3 clusters Score -538499.5 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2618 members Mstep: Class 2 contains 9808 members Entering Unmasked Estep Score: -538716.687500 Penalty: 857.906738 Iteration 12Q: 3 clusters Score -538716.7 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2491 members Mstep: Class 2 contains 9935 members Entering Unmasked Estep Score: -538892.000000 Penalty: 857.906738 Iteration 13Q: 3 clusters Score -538892 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2415 members Mstep: Class 2 contains 10011 members Entering Unmasked Estep Score: -539013.875000 Penalty: 857.906738 Iteration 14Q: 3 clusters Score -539013.9 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2363 members Mstep: Class 2 contains 10063 members Entering Unmasked Estep Score: -539097.875000 Penalty: 857.906738 Iteration 15Q: 3 clusters Score -539097.9 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2334 members Mstep: Class 2 contains 10092 members Entering Unmasked Estep Score: -539143.375000 Penalty: 857.906738 Iteration 16Q: 3 clusters Score -539143.4 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2291 members Mstep: Class 2 contains 10135 members Entering Unmasked Estep Score: -539169.375000 Penalty: 857.906738 Iteration 17Q: 3 clusters Score -539169.4 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2262 members Mstep: Class 2 contains 10164 members Entering Unmasked Estep Score: -539181.250000 Penalty: 857.906738 Iteration 18Q: 3 clusters Score -539181.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2235 members Mstep: Class 2 contains 10191 members Entering Unmasked Estep Score: -539188.500000 Penalty: 857.906738 Iteration 19Q: 3 clusters Score -539188.5 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2207 members Mstep: Class 2 contains 10219 members Entering Unmasked Estep Score: -539199.375000 Penalty: 857.906738 Iteration 20F: 3 clusters Score -539199.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2198 members Mstep: Class 2 contains 10228 members Entering Unmasked Estep Score: -539207.562500 Penalty: 857.906738 Iteration 21Q: 3 clusters Score -539207.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2184 members Mstep: Class 2 contains 10242 members Entering Unmasked Estep Score: -539211.812500 Penalty: 857.906738 Iteration 22Q: 3 clusters Score -539211.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2171 members Mstep: Class 2 contains 10255 members Entering Unmasked Estep Score: -539217.937500 Penalty: 857.906738 Iteration 23Q: 3 clusters Score -539217.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2165 members Mstep: Class 2 contains 10261 members Entering Unmasked Estep Score: -539220.562500 Penalty: 857.906738 Iteration 24Q: 3 clusters Score -539220.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2158 members Mstep: Class 2 contains 10268 members Entering Unmasked Estep Score: -539224.562500 Penalty: 857.906738 Iteration 25Q: 3 clusters Score -539224.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2144 members Mstep: Class 2 contains 10282 members Entering Unmasked Estep Score: -539226.375000 Penalty: 857.906738 Iteration 26Q: 3 clusters Score -539226.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2136 members Mstep: Class 2 contains 10290 members Entering Unmasked Estep Score: -539228.687500 Penalty: 857.906738 Iteration 27Q: 3 clusters Score -539228.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2121 members Mstep: Class 2 contains 10305 members Entering Unmasked Estep Score: -539234.062500 Penalty: 857.906738 Iteration 28Q: 3 clusters Score -539234.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2102 members Mstep: Class 2 contains 10324 members Entering Unmasked Estep Score: -539234.187500 Penalty: 857.906738 Iteration 29Q: 3 clusters Score -539234.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2082 members Mstep: Class 2 contains 10344 members Entering Unmasked Estep Score: -539238.625000 Penalty: 857.906738 Iteration 30Q: 3 clusters Score -539238.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2067 members Mstep: Class 2 contains 10359 members Entering Unmasked Estep Score: -539240.875000 Penalty: 857.906738 Iteration 31Q: 3 clusters Score -539240.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2046 members Mstep: Class 2 contains 10380 members Entering Unmasked Estep Score: -539244.250000 Penalty: 857.906738 Iteration 32Q: 3 clusters Score -539244.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2022 members Mstep: Class 2 contains 10404 members Entering Unmasked Estep Score: -539246.875000 Penalty: 857.906738 Iteration 33Q: 3 clusters Score -539246.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2007 members Mstep: Class 2 contains 10419 members Entering Unmasked Estep Score: -539247.562500 Penalty: 857.906738 Iteration 34Q: 3 clusters Score -539247.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1996 members Mstep: Class 2 contains 10430 members Entering Unmasked Estep Score: -539248.125000 Penalty: 857.906738 Iteration 35Q: 3 clusters Score -539248.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1987 members Mstep: Class 2 contains 10439 members Entering Unmasked Estep Score: -539249.625000 Penalty: 857.906738 Iteration 36Q: 3 clusters Score -539249.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1980 members Mstep: Class 2 contains 10446 members Entering Unmasked Estep Score: -539248.625000 Penalty: 857.906738 Iteration 37Q: 3 clusters Score -539248.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1973 members Mstep: Class 2 contains 10453 members Entering Unmasked Estep Score: -539250.187500 Penalty: 857.906738 Iteration 38Q: 3 clusters Score -539250.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1965 members Mstep: Class 2 contains 10461 members Entering Unmasked Estep Score: -539250.500000 Penalty: 857.906738 Iteration 39Q: 3 clusters Score -539250.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1958 members Mstep: Class 2 contains 10468 members Entering Unmasked Estep Score: -539250.312500 Penalty: 857.906738 Iteration 40F: 3 clusters Score -539250.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1954 members Mstep: Class 2 contains 10472 members Entering Unmasked Estep Score: -539251.500000 Penalty: 857.906738 Iteration 41Q: 3 clusters Score -539251.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1948 members Mstep: Class 2 contains 10478 members Entering Unmasked Estep Score: -539251.375000 Penalty: 857.906738 Iteration 42Q: 3 clusters Score -539251.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1947 members Mstep: Class 2 contains 10479 members Entering Unmasked Estep Score: -539250.187500 Penalty: 857.906738 Iteration 43Q: 3 clusters Score -539250.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1945 members Mstep: Class 2 contains 10481 members Entering Unmasked Estep Score: -539251.062500 Penalty: 857.906738 Iteration 44Q: 3 clusters Score -539251.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1940 members Mstep: Class 2 contains 10486 members Entering Unmasked Estep Score: -539252.000000 Penalty: 857.906738 Iteration 45Q: 3 clusters Score -539252 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1934 members Mstep: Class 2 contains 10492 members Entering Unmasked Estep Score: -539251.187500 Penalty: 857.906738 Iteration 46Q: 3 clusters Score -539251.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1927 members Mstep: Class 2 contains 10499 members Entering Unmasked Estep Score: -539251.500000 Penalty: 857.906738 Iteration 47Q: 3 clusters Score -539251.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1923 members Mstep: Class 2 contains 10503 members Entering Unmasked Estep Score: -539250.812500 Penalty: 857.906738 Iteration 48Q: 3 clusters Score -539250.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1921 members Mstep: Class 2 contains 10505 members Entering Unmasked Estep Score: -539251.125000 Penalty: 857.906738 Iteration 49Q: 3 clusters Score -539251.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1920 members Mstep: Class 2 contains 10506 members Entering Unmasked Estep Score: -539251.125000 Penalty: 857.906738 Iteration 50Q: 3 clusters Score -539251.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1920 members Mstep: Class 2 contains 10506 members Entering Unmasked Estep Score: -539251.125000 Penalty: 857.906738 Iteration 51F: 3 clusters Score -539251.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (268085 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268085 members Entering Unmasked Estep Score: -11570954.000000 Penalty: 568.707214 Iteration 0F: 2 clusters Score -1.157095e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133554 members Mstep: Class 2 contains 134531 members Entering Unmasked Estep Score: -11400785.000000 Penalty: 1137.414429 Iteration 0F: 3 clusters Score -1.140078e+07 nChanged 132260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102150 members Mstep: Class 2 contains 165935 members Entering Unmasked Estep Score: -11494991.000000 Penalty: 1137.414429 Iteration 1F: 3 clusters Score -1.149499e+07 nChanged 18962 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87168 members Mstep: Class 2 contains 180917 members Entering Unmasked Estep Score: -11508484.000000 Penalty: 1137.414429 Iteration 2F: 3 clusters Score -1.150848e+07 nChanged 19868 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70796 members Mstep: Class 2 contains 197289 members Entering Unmasked Estep Score: -11526207.000000 Penalty: 1137.414429 Iteration 3F: 3 clusters Score -1.152621e+07 nChanged 17958 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56438 members Mstep: Class 2 contains 211647 members Entering Unmasked Estep Score: -11544741.000000 Penalty: 1137.414429 Iteration 4F: 3 clusters Score -1.154474e+07 nChanged 13793 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46509 members Mstep: Class 2 contains 221576 members Entering Unmasked Estep Score: -11557652.000000 Penalty: 1137.414429 Iteration 5F: 3 clusters Score -1.155765e+07 nChanged 9362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40663 members Mstep: Class 2 contains 227422 members Entering Unmasked Estep Score: -11563146.000000 Penalty: 1137.414429 Iteration 6Q: 3 clusters Score -1.156315e+07 nChanged 5873 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36178 members Mstep: Class 2 contains 231907 members Entering Unmasked Estep Score: -11565200.000000 Penalty: 1137.414429 Iteration 7Q: 3 clusters Score -1.15652e+07 nChanged 4528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32056 members Mstep: Class 2 contains 236029 members Entering Unmasked Estep Score: -11566376.000000 Penalty: 1137.414429 Iteration 8Q: 3 clusters Score -1.156638e+07 nChanged 4064 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28168 members Mstep: Class 2 contains 239917 members Entering Unmasked Estep Score: -11567071.000000 Penalty: 1137.414429 Iteration 9Q: 3 clusters Score -1.156707e+07 nChanged 3786 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24528 members Mstep: Class 2 contains 243557 members Entering Unmasked Estep Score: -11567895.000000 Penalty: 1137.414429 Iteration 10Q: 3 clusters Score -1.15679e+07 nChanged 3489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21177 members Mstep: Class 2 contains 246908 members Entering Unmasked Estep Score: -11568679.000000 Penalty: 1137.414429 Iteration 11Q: 3 clusters Score -1.156868e+07 nChanged 3103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18238 members Mstep: Class 2 contains 249847 members Entering Unmasked Estep Score: -11569523.000000 Penalty: 1137.414429 Iteration 12Q: 3 clusters Score -1.156952e+07 nChanged 2804 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15618 members Mstep: Class 2 contains 252467 members Entering Unmasked Estep Score: -11570430.000000 Penalty: 1137.414429 Iteration 13Q: 3 clusters Score -1.157043e+07 nChanged 2406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13434 members Mstep: Class 2 contains 254651 members Entering Unmasked Estep Score: -11571163.000000 Penalty: 1137.414429 Iteration 14Q: 3 clusters Score -1.157116e+07 nChanged 2044 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11712 members Mstep: Class 2 contains 256373 members Entering Unmasked Estep Score: -11571919.000000 Penalty: 1137.414429 Iteration 15Q: 3 clusters Score -1.157192e+07 nChanged 1708 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10404 members Mstep: Class 2 contains 257681 members Entering Unmasked Estep Score: -11572660.000000 Penalty: 1137.414429 Iteration 16Q: 3 clusters Score -1.157266e+07 nChanged 1404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9438 members Mstep: Class 2 contains 258647 members Entering Unmasked Estep Score: -11573214.000000 Penalty: 1137.414429 Iteration 17Q: 3 clusters Score -1.157321e+07 nChanged 1115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8725 members Mstep: Class 2 contains 259360 members Entering Unmasked Estep Score: -11573667.000000 Penalty: 1137.414429 Iteration 18Q: 3 clusters Score -1.157367e+07 nChanged 893 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8218 members Mstep: Class 2 contains 259867 members Entering Unmasked Estep Score: -11573972.000000 Penalty: 1137.414429 Iteration 19Q: 3 clusters Score -1.157397e+07 nChanged 729 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7857 members Mstep: Class 2 contains 260228 members Entering Unmasked Estep Score: -11574116.000000 Penalty: 1137.414429 Iteration 20F: 3 clusters Score -1.157412e+07 nChanged 566 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7613 members Mstep: Class 2 contains 260472 members Entering Unmasked Estep Score: -11574249.000000 Penalty: 1137.414429 Iteration 21Q: 3 clusters Score -1.157425e+07 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7420 members Mstep: Class 2 contains 260665 members Entering Unmasked Estep Score: -11574281.000000 Penalty: 1137.414429 Iteration 22Q: 3 clusters Score -1.157428e+07 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7251 members Mstep: Class 2 contains 260834 members Entering Unmasked Estep Score: -11574273.000000 Penalty: 1137.414429 Iteration 23Q: 3 clusters Score -1.157427e+07 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7126 members Mstep: Class 2 contains 260959 members Entering Unmasked Estep Score: -11574277.000000 Penalty: 1137.414429 Iteration 24Q: 3 clusters Score -1.157428e+07 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7008 members Mstep: Class 2 contains 261077 members Entering Unmasked Estep Score: -11574257.000000 Penalty: 1137.414429 Iteration 25Q: 3 clusters Score -1.157426e+07 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6895 members Mstep: Class 2 contains 261190 members Entering Unmasked Estep Score: -11574261.000000 Penalty: 1137.414429 Iteration 26Q: 3 clusters Score -1.157426e+07 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6804 members Mstep: Class 2 contains 261281 members Entering Unmasked Estep Score: -11574264.000000 Penalty: 1137.414429 Iteration 27Q: 3 clusters Score -1.157426e+07 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6731 members Mstep: Class 2 contains 261354 members Entering Unmasked Estep Score: -11574284.000000 Penalty: 1137.414429 Iteration 28Q: 3 clusters Score -1.157428e+07 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6673 members Mstep: Class 2 contains 261412 members Entering Unmasked Estep Score: -11574260.000000 Penalty: 1137.414429 Iteration 29Q: 3 clusters Score -1.157426e+07 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6621 members Mstep: Class 2 contains 261464 members Entering Unmasked Estep Score: -11574260.000000 Penalty: 1137.414429 Iteration 30Q: 3 clusters Score -1.157426e+07 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6569 members Mstep: Class 2 contains 261516 members Entering Unmasked Estep Score: -11574232.000000 Penalty: 1137.414429 Iteration 31Q: 3 clusters Score -1.157423e+07 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6523 members Mstep: Class 2 contains 261562 members Entering Unmasked Estep Score: -11574228.000000 Penalty: 1137.414429 Iteration 32Q: 3 clusters Score -1.157423e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6484 members Mstep: Class 2 contains 261601 members Entering Unmasked Estep Score: -11574205.000000 Penalty: 1137.414429 Iteration 33Q: 3 clusters Score -1.15742e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6449 members Mstep: Class 2 contains 261636 members Entering Unmasked Estep Score: -11574192.000000 Penalty: 1137.414429 Iteration 34Q: 3 clusters Score -1.157419e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6417 members Mstep: Class 2 contains 261668 members Entering Unmasked Estep Score: -11574173.000000 Penalty: 1137.414429 Iteration 35Q: 3 clusters Score -1.157417e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6395 members Mstep: Class 2 contains 261690 members Entering Unmasked Estep Score: -11574164.000000 Penalty: 1137.414429 Iteration 36Q: 3 clusters Score -1.157416e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6376 members Mstep: Class 2 contains 261709 members Entering Unmasked Estep Score: -11574153.000000 Penalty: 1137.414429 Iteration 37Q: 3 clusters Score -1.157415e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6358 members Mstep: Class 2 contains 261727 members Entering Unmasked Estep Score: -11574128.000000 Penalty: 1137.414429 Iteration 38Q: 3 clusters Score -1.157413e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6337 members Mstep: Class 2 contains 261748 members Entering Unmasked Estep Score: -11574125.000000 Penalty: 1137.414429 Iteration 39Q: 3 clusters Score -1.157412e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6318 members Mstep: Class 2 contains 261767 members Entering Unmasked Estep Score: -11574106.000000 Penalty: 1137.414429 Iteration 40F: 3 clusters Score -1.157411e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6298 members Mstep: Class 2 contains 261787 members Entering Unmasked Estep Score: -11574095.000000 Penalty: 1137.414429 Iteration 41Q: 3 clusters Score -1.15741e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6280 members Mstep: Class 2 contains 261805 members Entering Unmasked Estep Score: -11574094.000000 Penalty: 1137.414429 Iteration 42Q: 3 clusters Score -1.157409e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6270 members Mstep: Class 2 contains 261815 members Entering Unmasked Estep Score: -11574087.000000 Penalty: 1137.414429 Iteration 43Q: 3 clusters Score -1.157409e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6258 members Mstep: Class 2 contains 261827 members Entering Unmasked Estep Score: -11574093.000000 Penalty: 1137.414429 Iteration 44Q: 3 clusters Score -1.157409e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6251 members Mstep: Class 2 contains 261834 members Entering Unmasked Estep Score: -11574103.000000 Penalty: 1137.414429 Iteration 45Q: 3 clusters Score -1.15741e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6249 members Mstep: Class 2 contains 261836 members Entering Unmasked Estep Score: -11574103.000000 Penalty: 1137.414429 Iteration 46Q: 3 clusters Score -1.15741e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6245 members Mstep: Class 2 contains 261840 members Entering Unmasked Estep Score: -11574095.000000 Penalty: 1137.414429 Iteration 47Q: 3 clusters Score -1.15741e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6241 members Mstep: Class 2 contains 261844 members Entering Unmasked Estep Score: -11574094.000000 Penalty: 1137.414429 Iteration 48Q: 3 clusters Score -1.157409e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6236 members Mstep: Class 2 contains 261849 members Entering Unmasked Estep Score: -11574096.000000 Penalty: 1137.414429 Iteration 49Q: 3 clusters Score -1.15741e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6234 members Mstep: Class 2 contains 261851 members Entering Unmasked Estep Score: -11574092.000000 Penalty: 1137.414429 Iteration 50Q: 3 clusters Score -1.157409e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6229 members Mstep: Class 2 contains 261856 members Entering Unmasked Estep Score: -11574089.000000 Penalty: 1137.414429 Iteration 51Q: 3 clusters Score -1.157409e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6226 members Mstep: Class 2 contains 261859 members Entering Unmasked Estep Score: -11574091.000000 Penalty: 1137.414429 Iteration 52Q: 3 clusters Score -1.157409e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6223 members Mstep: Class 2 contains 261862 members Entering Unmasked Estep Score: -11574082.000000 Penalty: 1137.414429 Iteration 53Q: 3 clusters Score -1.157408e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6218 members Mstep: Class 2 contains 261867 members Entering Unmasked Estep Score: -11574082.000000 Penalty: 1137.414429 Iteration 54Q: 3 clusters Score -1.157408e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6208 members Mstep: Class 2 contains 261877 members Entering Unmasked Estep Score: -11574083.000000 Penalty: 1137.414429 Iteration 55Q: 3 clusters Score -1.157408e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6199 members Mstep: Class 2 contains 261886 members Entering Unmasked Estep Score: -11574085.000000 Penalty: 1137.414429 Iteration 56Q: 3 clusters Score -1.157408e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6188 members Mstep: Class 2 contains 261897 members Entering Unmasked Estep Score: -11574085.000000 Penalty: 1137.414429 Iteration 57Q: 3 clusters Score -1.157408e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6178 members Mstep: Class 2 contains 261907 members Entering Unmasked Estep Score: -11574085.000000 Penalty: 1137.414429 Iteration 58Q: 3 clusters Score -1.157408e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6169 members Mstep: Class 2 contains 261916 members Entering Unmasked Estep Score: -11574078.000000 Penalty: 1137.414429 Iteration 59Q: 3 clusters Score -1.157408e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6161 members Mstep: Class 2 contains 261924 members Entering Unmasked Estep Score: -11574074.000000 Penalty: 1137.414429 Iteration 60F: 3 clusters Score -1.157407e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6151 members Mstep: Class 2 contains 261934 members Entering Unmasked Estep Score: -11574064.000000 Penalty: 1137.414429 Iteration 61Q: 3 clusters Score -1.157406e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6146 members Mstep: Class 2 contains 261939 members Entering Unmasked Estep Score: -11574064.000000 Penalty: 1137.414429 Iteration 62Q: 3 clusters Score -1.157406e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6142 members Mstep: Class 2 contains 261943 members Entering Unmasked Estep Score: -11574063.000000 Penalty: 1137.414429 Iteration 63Q: 3 clusters Score -1.157406e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6141 members Mstep: Class 2 contains 261944 members Entering Unmasked Estep Score: -11574058.000000 Penalty: 1137.414429 Iteration 64Q: 3 clusters Score -1.157406e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6141 members Mstep: Class 2 contains 261944 members Entering Unmasked Estep Score: -11574058.000000 Penalty: 1137.414429 Iteration 65F: 3 clusters Score -1.157406e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 976 members Mstep: Class 3 contains 301 members Mstep: Class 4 contains 3269 members Mstep: Class 5 contains 7314 members Mstep: Class 6 contains 996 members Mstep: Class 7 contains 3806 members Mstep: Class 8 contains 109 members Mstep: Class 9 contains 5489 members Mstep: Class 10 contains 14676 members Mstep: Class 11 contains 979 members Mstep: Class 12 contains 261944 members Mstep: Class 14 contains 1828 members Mstep: Class 15 contains 337 members Mstep: Class 16 contains 12426 members Mstep: Class 17 contains 6141 members Mstep: Class 18 contains 16405 members Mstep: Class 19 contains 30471 members Mstep: Class 22 contains 1273 members Mstep: Class 23 contains 364 members Entering Unmasked Estep Score: -15537111.000000 Penalty: 11666.028320 Splitting cluster 17 changes total score from -15529981.000000 to -15537111.000000 So it's getting split into cluster 12. Entering ConstructFrom: Trying to split cluster 18 (16405 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16405 members Entering Unmasked Estep Score: -689040.437500 Penalty: 441.593018 Iteration 0F: 2 clusters Score -689040.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8141 members Mstep: Class 2 contains 8264 members Entering Unmasked Estep Score: -678091.437500 Penalty: 883.186035 Iteration 0F: 3 clusters Score -678091.4 nChanged 7825 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7120 members Mstep: Class 2 contains 9285 members Entering Unmasked Estep Score: -682637.562500 Penalty: 883.186035 Iteration 1F: 3 clusters Score -682637.6 nChanged 819 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6521 members Mstep: Class 2 contains 9884 members Entering Unmasked Estep Score: -683002.250000 Penalty: 883.186035 Iteration 2Q: 3 clusters Score -683002.2 nChanged 915 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5752 members Mstep: Class 2 contains 10653 members Entering Unmasked Estep Score: -683527.250000 Penalty: 883.186035 Iteration 3F: 3 clusters Score -683527.2 nChanged 1050 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4794 members Mstep: Class 2 contains 11611 members Entering Unmasked Estep Score: -684321.187500 Penalty: 883.186035 Iteration 4F: 3 clusters Score -684321.2 nChanged 1115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3743 members Mstep: Class 2 contains 12662 members Entering Unmasked Estep Score: -685362.187500 Penalty: 883.186035 Iteration 5F: 3 clusters Score -685362.2 nChanged 1009 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2788 members Mstep: Class 2 contains 13617 members Entering Unmasked Estep Score: -686376.937500 Penalty: 883.186035 Iteration 6F: 3 clusters Score -686376.9 nChanged 778 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2060 members Mstep: Class 2 contains 14345 members Entering Unmasked Estep Score: -687121.562500 Penalty: 883.186035 Iteration 7Q: 3 clusters Score -687121.6 nChanged 552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 14859 members Entering Unmasked Estep Score: -687635.437500 Penalty: 883.186035 Iteration 8Q: 3 clusters Score -687635.4 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 15202 members Entering Unmasked Estep Score: -687941.125000 Penalty: 883.186035 Iteration 9Q: 3 clusters Score -687941.1 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 15431 members Entering Unmasked Estep Score: -688110.187500 Penalty: 883.186035 Iteration 10Q: 3 clusters Score -688110.2 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 15643 members Entering Unmasked Estep Score: -688257.687500 Penalty: 883.186035 Iteration 11Q: 3 clusters Score -688257.7 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 15806 members Entering Unmasked Estep Score: -688358.062500 Penalty: 883.186035 Iteration 12Q: 3 clusters Score -688358.1 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 15924 members Entering Unmasked Estep Score: -688429.875000 Penalty: 883.186035 Iteration 13Q: 3 clusters Score -688429.9 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 16022 members Entering Unmasked Estep Score: -688501.500000 Penalty: 883.186035 Iteration 14Q: 3 clusters Score -688501.5 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 16094 members Entering Unmasked Estep Score: -688547.812500 Penalty: 883.186035 Iteration 15Q: 3 clusters Score -688547.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 16142 members Entering Unmasked Estep Score: -688576.937500 Penalty: 883.186035 Iteration 16Q: 3 clusters Score -688576.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 16168 members Entering Unmasked Estep Score: -688595.125000 Penalty: 883.186035 Iteration 17Q: 3 clusters Score -688595.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 16184 members Entering Unmasked Estep Score: -688601.687500 Penalty: 883.186035 Iteration 18Q: 3 clusters Score -688601.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 16197 members Entering Unmasked Estep Score: -688607.687500 Penalty: 883.186035 Iteration 19Q: 3 clusters Score -688607.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 16205 members Entering Unmasked Estep Score: -688611.687500 Penalty: 883.186035 Iteration 20F: 3 clusters Score -688611.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 16205 members Entering Unmasked Estep Score: -688611.875000 Penalty: 883.186035 Iteration 21Q: 3 clusters Score -688611.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 16209 members Entering Unmasked Estep Score: -688614.937500 Penalty: 883.186035 Iteration 22Q: 3 clusters Score -688614.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 16212 members Entering Unmasked Estep Score: -688616.000000 Penalty: 883.186035 Iteration 23Q: 3 clusters Score -688616 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 16218 members Entering Unmasked Estep Score: -688621.312500 Penalty: 883.186035 Iteration 24Q: 3 clusters Score -688621.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 16227 members Entering Unmasked Estep Score: -688627.000000 Penalty: 883.186035 Iteration 25Q: 3 clusters Score -688627 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 16233 members Entering Unmasked Estep Score: -688633.937500 Penalty: 883.186035 Iteration 26Q: 3 clusters Score -688633.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 16242 members Entering Unmasked Estep Score: -688637.937500 Penalty: 883.186035 Iteration 27Q: 3 clusters Score -688637.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 16247 members Entering Unmasked Estep Score: -688640.000000 Penalty: 883.186035 Iteration 28Q: 3 clusters Score -688640 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 16253 members Entering Unmasked Estep Score: -688643.500000 Penalty: 883.186035 Iteration 29Q: 3 clusters Score -688643.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 16257 members Entering Unmasked Estep Score: -688646.562500 Penalty: 883.186035 Iteration 30Q: 3 clusters Score -688646.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 16257 members Entering Unmasked Estep Score: -688646.562500 Penalty: 883.186035 Iteration 31F: 3 clusters Score -688646.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (30471 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30471 members Entering Unmasked Estep Score: -1355155.625000 Penalty: 469.766144 Iteration 0F: 2 clusters Score -1355156 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15253 members Mstep: Class 2 contains 15218 members Entering Unmasked Estep Score: -1334840.625000 Penalty: 939.532288 Iteration 0F: 3 clusters Score -1334841 nChanged 14629 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15996 members Mstep: Class 2 contains 14475 members Entering Unmasked Estep Score: -1343599.500000 Penalty: 939.532288 Iteration 1F: 3 clusters Score -1343600 nChanged 1277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16173 members Mstep: Class 2 contains 14298 members Entering Unmasked Estep Score: -1344094.750000 Penalty: 939.532288 Iteration 2Q: 3 clusters Score -1344095 nChanged 1476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16417 members Mstep: Class 2 contains 14054 members Entering Unmasked Estep Score: -1344822.875000 Penalty: 939.532288 Iteration 3Q: 3 clusters Score -1344823 nChanged 1673 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16768 members Mstep: Class 2 contains 13703 members Entering Unmasked Estep Score: -1345870.375000 Penalty: 939.532288 Iteration 4F: 3 clusters Score -1345870 nChanged 1901 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17151 members Mstep: Class 2 contains 13320 members Entering Unmasked Estep Score: -1347318.375000 Penalty: 939.532288 Iteration 5F: 3 clusters Score -1347318 nChanged 1821 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17528 members Mstep: Class 2 contains 12943 members Entering Unmasked Estep Score: -1348678.250000 Penalty: 939.532288 Iteration 6F: 3 clusters Score -1348678 nChanged 1464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17896 members Mstep: Class 2 contains 12575 members Entering Unmasked Estep Score: -1349444.000000 Penalty: 939.532288 Iteration 7Q: 3 clusters Score -1349444 nChanged 944 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18240 members Mstep: Class 2 contains 12231 members Entering Unmasked Estep Score: -1349705.500000 Penalty: 939.532288 Iteration 8Q: 3 clusters Score -1349706 nChanged 551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18559 members Mstep: Class 2 contains 11912 members Entering Unmasked Estep Score: -1349824.000000 Penalty: 939.532288 Iteration 9Q: 3 clusters Score -1349824 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18884 members Mstep: Class 2 contains 11587 members Entering Unmasked Estep Score: -1349892.000000 Penalty: 939.532288 Iteration 10Q: 3 clusters Score -1349892 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19215 members Mstep: Class 2 contains 11256 members Entering Unmasked Estep Score: -1349977.625000 Penalty: 939.532288 Iteration 11Q: 3 clusters Score -1349978 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19577 members Mstep: Class 2 contains 10894 members Entering Unmasked Estep Score: -1350071.625000 Penalty: 939.532288 Iteration 12Q: 3 clusters Score -1350072 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19947 members Mstep: Class 2 contains 10524 members Entering Unmasked Estep Score: -1350170.500000 Penalty: 939.532288 Iteration 13Q: 3 clusters Score -1350170 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20330 members Mstep: Class 2 contains 10141 members Entering Unmasked Estep Score: -1350272.500000 Penalty: 939.532288 Iteration 14Q: 3 clusters Score -1350272 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20752 members Mstep: Class 2 contains 9719 members Entering Unmasked Estep Score: -1350400.000000 Penalty: 939.532288 Iteration 15Q: 3 clusters Score -1350400 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21198 members Mstep: Class 2 contains 9273 members Entering Unmasked Estep Score: -1350525.375000 Penalty: 939.532288 Iteration 16Q: 3 clusters Score -1350525 nChanged 469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21657 members Mstep: Class 2 contains 8814 members Entering Unmasked Estep Score: -1350656.750000 Penalty: 939.532288 Iteration 17Q: 3 clusters Score -1350657 nChanged 530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22183 members Mstep: Class 2 contains 8288 members Entering Unmasked Estep Score: -1350834.125000 Penalty: 939.532288 Iteration 18Q: 3 clusters Score -1350834 nChanged 586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22763 members Mstep: Class 2 contains 7708 members Entering Unmasked Estep Score: -1351051.750000 Penalty: 939.532288 Iteration 19Q: 3 clusters Score -1351052 nChanged 618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23375 members Mstep: Class 2 contains 7096 members Entering Unmasked Estep Score: -1351311.750000 Penalty: 939.532288 Iteration 20F: 3 clusters Score -1351312 nChanged 618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23989 members Mstep: Class 2 contains 6482 members Entering Unmasked Estep Score: -1351568.375000 Penalty: 939.532288 Iteration 21Q: 3 clusters Score -1351568 nChanged 676 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24661 members Mstep: Class 2 contains 5810 members Entering Unmasked Estep Score: -1351896.250000 Penalty: 939.532288 Iteration 22Q: 3 clusters Score -1351896 nChanged 656 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25317 members Mstep: Class 2 contains 5154 members Entering Unmasked Estep Score: -1352248.375000 Penalty: 939.532288 Iteration 23Q: 3 clusters Score -1352248 nChanged 671 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25986 members Mstep: Class 2 contains 4485 members Entering Unmasked Estep Score: -1352640.625000 Penalty: 939.532288 Iteration 24Q: 3 clusters Score -1352641 nChanged 657 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26641 members Mstep: Class 2 contains 3830 members Entering Unmasked Estep Score: -1353047.625000 Penalty: 939.532288 Iteration 25Q: 3 clusters Score -1353048 nChanged 607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27248 members Mstep: Class 2 contains 3223 members Entering Unmasked Estep Score: -1353418.375000 Penalty: 939.532288 Iteration 26Q: 3 clusters Score -1353418 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27738 members Mstep: Class 2 contains 2733 members Entering Unmasked Estep Score: -1353682.875000 Penalty: 939.532288 Iteration 27Q: 3 clusters Score -1353683 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28175 members Mstep: Class 2 contains 2296 members Entering Unmasked Estep Score: -1353933.125000 Penalty: 939.532288 Iteration 28Q: 3 clusters Score -1353933 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28550 members Mstep: Class 2 contains 1921 members Entering Unmasked Estep Score: -1354125.250000 Penalty: 939.532288 Iteration 29Q: 3 clusters Score -1354125 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28841 members Mstep: Class 2 contains 1630 members Entering Unmasked Estep Score: -1354272.625000 Penalty: 939.532288 Iteration 30Q: 3 clusters Score -1354273 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29086 members Mstep: Class 2 contains 1385 members Entering Unmasked Estep Score: -1354387.750000 Penalty: 939.532288 Iteration 31Q: 3 clusters Score -1354388 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29281 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -1354477.125000 Penalty: 939.532288 Iteration 32Q: 3 clusters Score -1354477 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29448 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -1354556.125000 Penalty: 939.532288 Iteration 33Q: 3 clusters Score -1354556 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29574 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -1354614.125000 Penalty: 939.532288 Iteration 34Q: 3 clusters Score -1354614 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29681 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -1354660.875000 Penalty: 939.532288 Iteration 35Q: 3 clusters Score -1354661 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29770 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -1354695.375000 Penalty: 939.532288 Iteration 36Q: 3 clusters Score -1354695 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29844 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -1354730.000000 Penalty: 939.532288 Iteration 37Q: 3 clusters Score -1354730 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29896 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -1354747.750000 Penalty: 939.532288 Iteration 38Q: 3 clusters Score -1354748 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29936 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -1354765.500000 Penalty: 939.532288 Iteration 39Q: 3 clusters Score -1354766 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29965 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -1354772.750000 Penalty: 939.532288 Iteration 40F: 3 clusters Score -1354773 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29989 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -1354780.625000 Penalty: 939.532288 Iteration 41Q: 3 clusters Score -1354781 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30004 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -1354787.250000 Penalty: 939.532288 Iteration 42Q: 3 clusters Score -1354787 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30016 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -1354791.625000 Penalty: 939.532288 Iteration 43Q: 3 clusters Score -1354792 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30025 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -1354793.625000 Penalty: 939.532288 Iteration 44Q: 3 clusters Score -1354794 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30033 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -1354795.250000 Penalty: 939.532288 Iteration 45Q: 3 clusters Score -1354795 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30041 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -1354797.875000 Penalty: 939.532288 Iteration 46Q: 3 clusters Score -1354798 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30047 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -1354799.625000 Penalty: 939.532288 Iteration 47Q: 3 clusters Score -1354800 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30050 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -1354800.000000 Penalty: 939.532288 Iteration 48Q: 3 clusters Score -1354800 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30054 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -1354801.000000 Penalty: 939.532288 Iteration 49Q: 3 clusters Score -1354801 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30060 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -1354801.500000 Penalty: 939.532288 Iteration 50Q: 3 clusters Score -1354802 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30064 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -1354803.250000 Penalty: 939.532288 Iteration 51Q: 3 clusters Score -1354803 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30068 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -1354803.625000 Penalty: 939.532288 Iteration 52Q: 3 clusters Score -1354804 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30072 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -1354803.750000 Penalty: 939.532288 Iteration 53Q: 3 clusters Score -1354804 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30074 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -1354805.250000 Penalty: 939.532288 Iteration 54Q: 3 clusters Score -1354805 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30076 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -1354805.625000 Penalty: 939.532288 Iteration 55Q: 3 clusters Score -1354806 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30078 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -1354806.125000 Penalty: 939.532288 Iteration 56Q: 3 clusters Score -1354806 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30079 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -1354806.750000 Penalty: 939.532288 Iteration 57Q: 3 clusters Score -1354807 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30079 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -1354806.750000 Penalty: 939.532288 Iteration 58F: 3 clusters Score -1354807 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (1273 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1273 members Entering Unmasked Estep Score: -60075.566406 Penalty: 325.285492 Iteration 0F: 2 clusters Score -60075.57 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -59103.394531 Penalty: 650.570984 Iteration 0F: 3 clusters Score -59103.39 nChanged 510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -59403.734375 Penalty: 650.570984 Iteration 1F: 3 clusters Score -59403.73 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -59456.765625 Penalty: 650.570984 Iteration 2F: 3 clusters Score -59456.77 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -59493.992188 Penalty: 650.570984 Iteration 3F: 3 clusters Score -59493.99 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -59513.730469 Penalty: 650.570984 Iteration 4Q: 3 clusters Score -59513.73 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -59530.054688 Penalty: 650.570984 Iteration 5Q: 3 clusters Score -59530.05 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -59544.429688 Penalty: 650.570984 Iteration 6Q: 3 clusters Score -59544.43 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -59559.113281 Penalty: 650.570984 Iteration 7Q: 3 clusters Score -59559.11 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -59573.371094 Penalty: 650.570984 Iteration 8Q: 3 clusters Score -59573.37 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -59594.867188 Penalty: 650.570984 Iteration 9Q: 3 clusters Score -59594.87 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -59617.226562 Penalty: 650.570984 Iteration 10Q: 3 clusters Score -59617.23 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -59646.796875 Penalty: 650.570984 Iteration 11Q: 3 clusters Score -59646.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -59680.058594 Penalty: 650.570984 Iteration 12Q: 3 clusters Score -59680.06 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -59715.414062 Penalty: 650.570984 Iteration 13Q: 3 clusters Score -59715.41 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -59738.312500 Penalty: 650.570984 Iteration 14Q: 3 clusters Score -59738.31 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -59746.613281 Penalty: 650.570984 Iteration 15Q: 3 clusters Score -59746.61 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -59751.785156 Penalty: 650.570984 Iteration 16Q: 3 clusters Score -59751.79 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -59755.550781 Penalty: 650.570984 Iteration 17Q: 3 clusters Score -59755.55 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -59757.921875 Penalty: 650.570984 Iteration 18Q: 3 clusters Score -59757.92 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -59760.058594 Penalty: 650.570984 Iteration 19Q: 3 clusters Score -59760.06 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -59764.656250 Penalty: 650.570984 Iteration 20F: 3 clusters Score -59764.66 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -59770.406250 Penalty: 650.570984 Iteration 21Q: 3 clusters Score -59770.41 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -59772.562500 Penalty: 650.570984 Iteration 22Q: 3 clusters Score -59772.56 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -59774.746094 Penalty: 650.570984 Iteration 23Q: 3 clusters Score -59774.75 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -59778.562500 Penalty: 650.570984 Iteration 24Q: 3 clusters Score -59778.56 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -59784.203125 Penalty: 650.570984 Iteration 25Q: 3 clusters Score -59784.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -59785.664062 Penalty: 650.570984 Iteration 26Q: 3 clusters Score -59785.66 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -59787.628906 Penalty: 650.570984 Iteration 27Q: 3 clusters Score -59787.63 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -59792.960938 Penalty: 650.570984 Iteration 28Q: 3 clusters Score -59792.96 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -59795.738281 Penalty: 650.570984 Iteration 29Q: 3 clusters Score -59795.74 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -59798.902344 Penalty: 650.570984 Iteration 30Q: 3 clusters Score -59798.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -59800.648438 Penalty: 650.570984 Iteration 31Q: 3 clusters Score -59800.65 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -59802.136719 Penalty: 650.570984 Iteration 32Q: 3 clusters Score -59802.14 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -59803.097656 Penalty: 650.570984 Iteration 33Q: 3 clusters Score -59803.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -59803.921875 Penalty: 650.570984 Iteration 34Q: 3 clusters Score -59803.92 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -59804.246094 Penalty: 650.570984 Iteration 35Q: 3 clusters Score -59804.25 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -59804.511719 Penalty: 650.570984 Iteration 36Q: 3 clusters Score -59804.51 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -59804.898438 Penalty: 650.570984 Iteration 37Q: 3 clusters Score -59804.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -59805.222656 Penalty: 650.570984 Iteration 38Q: 3 clusters Score -59805.22 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -59805.554688 Penalty: 650.570984 Iteration 39Q: 3 clusters Score -59805.55 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -59805.554688 Penalty: 650.570984 Iteration 40F: 3 clusters Score -59805.55 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (364 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Entering Unmasked Estep Score: -13750.383789 Penalty: 268.320496 Iteration 0F: 2 clusters Score -13750.38 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -13343.250977 Penalty: 536.640991 Iteration 0F: 3 clusters Score -13343.25 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -13425.483398 Penalty: 536.640991 Iteration 1F: 3 clusters Score -13425.48 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -13457.060547 Penalty: 536.640991 Iteration 2F: 3 clusters Score -13457.06 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -13477.672852 Penalty: 536.640991 Iteration 3Q: 3 clusters Score -13477.67 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -13496.963867 Penalty: 536.640991 Iteration 4F: 3 clusters Score -13496.96 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -13504.676758 Penalty: 536.640991 Iteration 5Q: 3 clusters Score -13504.68 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -13507.547852 Penalty: 536.640991 Iteration 6Q: 3 clusters Score -13507.55 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -13509.964844 Penalty: 536.640991 Iteration 7Q: 3 clusters Score -13509.96 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -13512.458008 Penalty: 536.640991 Iteration 8Q: 3 clusters Score -13512.46 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -13513.861328 Penalty: 536.640991 Iteration 9Q: 3 clusters Score -13513.86 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -13513.861328 Penalty: 536.640991 Iteration 10F: 3 clusters Score -13513.86 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 2 contains 976 members Mstep: Class 4 contains 3269 members Mstep: Class 5 contains 7314 members Mstep: Class 7 contains 3806 members Mstep: Class 8 contains 109 members Mstep: Class 10 contains 14676 members Mstep: Class 14 contains 1828 members Mstep: Class 15 contains 337 members Mstep: Class 16 contains 12426 members Mstep: Class 17 contains 6141 members Mstep: Class 18 contains 16405 members Mstep: Class 19 contains 30471 members Mstep: Class 22 contains 1273 members Mstep: Class 23 contains 364 members Entering Unmasked Estep ConsiderDeletion Score: -15537739.000000 Penalty: 11666.028320 Iteration 39Q: 21 clusters Score -1.553774e+07 nChanged 1957 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 976 members Mstep: Class 3 contains 305 members Mstep: Class 4 contains 3258 members Mstep: Class 5 contains 7287 members Mstep: Class 6 contains 1009 members Mstep: Class 7 contains 3796 members Mstep: Class 8 contains 101 members Mstep: Class 9 contains 5266 members Mstep: Class 10 contains 15185 members Mstep: Class 11 contains 979 members Mstep: Class 12 contains 261124 members Mstep: Class 14 contains 1868 members Mstep: Class 15 contains 337 members Mstep: Class 16 contains 12344 members Mstep: Class 17 contains 6148 members Mstep: Class 18 contains 16596 members Mstep: Class 19 contains 30881 members Mstep: Class 22 contains 1269 members Mstep: Class 23 contains 372 members Entering Unmasked Estep ConsiderDeletion Deleting Class 8. Lose 316.154480 but Gain 583.301758 Score: -15538750.000000 Penalty: 11082.726562 Iteration 40F: 20 clusters Score -1.553875e+07 nChanged 2150 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 976 members Mstep: Class 3 contains 332 members Mstep: Class 4 contains 3355 members Mstep: Class 5 contains 7219 members Mstep: Class 6 contains 1015 members Mstep: Class 7 contains 3766 members Mstep: Class 9 contains 5150 members Mstep: Class 10 contains 15299 members Mstep: Class 11 contains 979 members Mstep: Class 12 contains 261376 members Mstep: Class 14 contains 1855 members Mstep: Class 15 contains 337 members Mstep: Class 16 contains 12189 members Mstep: Class 17 contains 6160 members Mstep: Class 18 contains 16603 members Mstep: Class 19 contains 30849 members Mstep: Class 22 contains 1261 members Mstep: Class 23 contains 377 members Entering Unmasked Estep ConsiderDeletion Score: -15539248.000000 Penalty: 11082.726562 Iteration 41Q: 20 clusters Score -1.553925e+07 nChanged 1234 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 976 members Mstep: Class 3 contains 339 members Mstep: Class 4 contains 3392 members Mstep: Class 5 contains 7098 members Mstep: Class 6 contains 1029 members Mstep: Class 7 contains 3759 members Mstep: Class 9 contains 5025 members Mstep: Class 10 contains 15383 members Mstep: Class 11 contains 979 members Mstep: Class 12 contains 261503 members Mstep: Class 14 contains 1849 members Mstep: Class 15 contains 337 members Mstep: Class 16 contains 12083 members Mstep: Class 17 contains 6178 members Mstep: Class 18 contains 16661 members Mstep: Class 19 contains 30860 members Mstep: Class 22 contains 1268 members Mstep: Class 23 contains 378 members Entering Unmasked Estep ConsiderDeletion Score: -15539306.000000 Penalty: 11082.726562 Iteration 42Q: 20 clusters Score -1.553931e+07 nChanged 962 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 976 members Mstep: Class 3 contains 340 members Mstep: Class 4 contains 3439 members Mstep: Class 5 contains 6995 members Mstep: Class 6 contains 1042 members Mstep: Class 7 contains 3741 members Mstep: Class 9 contains 4912 members Mstep: Class 10 contains 15459 members Mstep: Class 11 contains 979 members Mstep: Class 12 contains 261606 members Mstep: Class 14 contains 1839 members Mstep: Class 15 contains 337 members Mstep: Class 16 contains 11967 members Mstep: Class 17 contains 6200 members Mstep: Class 18 contains 16736 members Mstep: Class 19 contains 30882 members Mstep: Class 22 contains 1269 members Mstep: Class 23 contains 378 members Entering Unmasked Estep ConsiderDeletion Score: -15539308.000000 Penalty: 11082.726562 Iteration 43Q: 20 clusters Score -1.553931e+07 nChanged 802 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 976 members Mstep: Class 3 contains 342 members Mstep: Class 4 contains 3464 members Mstep: Class 5 contains 6908 members Mstep: Class 6 contains 1050 members Mstep: Class 7 contains 3710 members Mstep: Class 9 contains 4807 members Mstep: Class 10 contains 15540 members Mstep: Class 11 contains 979 members Mstep: Class 12 contains 261687 members Mstep: Class 14 contains 1836 members Mstep: Class 15 contains 337 members Mstep: Class 16 contains 11869 members Mstep: Class 17 contains 6217 members Mstep: Class 18 contains 16846 members Mstep: Class 19 contains 30887 members Mstep: Class 22 contains 1265 members Mstep: Class 23 contains 377 members Entering Unmasked Estep ConsiderDeletion Score: -15539461.000000 Penalty: 11082.726562 Iteration 44Q: 20 clusters Score -1.553946e+07 nChanged 664 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 976 members Mstep: Class 3 contains 342 members Mstep: Class 4 contains 3495 members Mstep: Class 5 contains 6851 members Mstep: Class 6 contains 1055 members Mstep: Class 7 contains 3680 members Mstep: Class 9 contains 4720 members Mstep: Class 10 contains 15607 members Mstep: Class 11 contains 979 members Mstep: Class 12 contains 261761 members Mstep: Class 14 contains 1838 members Mstep: Class 15 contains 337 members Mstep: Class 16 contains 11770 members Mstep: Class 17 contains 6236 members Mstep: Class 18 contains 16938 members Mstep: Class 19 contains 30884 members Mstep: Class 22 contains 1252 members Mstep: Class 23 contains 376 members Entering Unmasked Estep ConsiderDeletion Score: -15539504.000000 Penalty: 11082.726562 Iteration 45Q: 20 clusters Score -1.55395e+07 nChanged 600 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 976 members Mstep: Class 3 contains 342 members Mstep: Class 4 contains 3523 members Mstep: Class 5 contains 6779 members Mstep: Class 6 contains 1061 members Mstep: Class 7 contains 3652 members Mstep: Class 9 contains 4623 members Mstep: Class 10 contains 15653 members Mstep: Class 11 contains 979 members Mstep: Class 12 contains 261824 members Mstep: Class 14 contains 1837 members Mstep: Class 15 contains 337 members Mstep: Class 16 contains 11688 members Mstep: Class 17 contains 6255 members Mstep: Class 18 contains 17041 members Mstep: Class 19 contains 30910 members Mstep: Class 22 contains 1241 members Mstep: Class 23 contains 376 members Entering Unmasked Estep ConsiderDeletion Score: -15539503.000000 Penalty: 11082.726562 Iteration 46Q: 20 clusters Score -1.55395e+07 nChanged 545 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 976 members Mstep: Class 3 contains 342 members Mstep: Class 4 contains 3547 members Mstep: Class 5 contains 6702 members Mstep: Class 6 contains 1065 members Mstep: Class 7 contains 3621 members Mstep: Class 9 contains 4533 members Mstep: Class 10 contains 15680 members Mstep: Class 11 contains 979 members Mstep: Class 12 contains 261873 members Mstep: Class 14 contains 1833 members Mstep: Class 15 contains 337 members Mstep: Class 16 contains 11610 members Mstep: Class 17 contains 6265 members Mstep: Class 18 contains 17174 members Mstep: Class 19 contains 30945 members Mstep: Class 22 contains 1240 members Mstep: Class 23 contains 375 members Entering Unmasked Estep ConsiderDeletion Score: -15539526.000000 Penalty: 11082.726562 Iteration 47Q: 20 clusters Score -1.553953e+07 nChanged 506 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 976 members Mstep: Class 3 contains 342 members Mstep: Class 4 contains 3564 members Mstep: Class 5 contains 6628 members Mstep: Class 6 contains 1068 members Mstep: Class 7 contains 3596 members Mstep: Class 9 contains 4462 members Mstep: Class 10 contains 15707 members Mstep: Class 11 contains 979 members Mstep: Class 12 contains 261905 members Mstep: Class 14 contains 1830 members Mstep: Class 15 contains 337 members Mstep: Class 16 contains 11544 members Mstep: Class 17 contains 6277 members Mstep: Class 18 contains 17311 members Mstep: Class 19 contains 30959 members Mstep: Class 22 contains 1237 members Mstep: Class 23 contains 375 members Entering Unmasked Estep ConsiderDeletion Score: -15539509.000000 Penalty: 11082.726562 Iteration 48Q: 20 clusters Score -1.553951e+07 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 976 members Mstep: Class 3 contains 342 members Mstep: Class 4 contains 3594 members Mstep: Class 5 contains 6546 members Mstep: Class 6 contains 1068 members Mstep: Class 7 contains 3572 members Mstep: Class 9 contains 4400 members Mstep: Class 10 contains 15738 members Mstep: Class 11 contains 979 members Mstep: Class 12 contains 261946 members Mstep: Class 14 contains 1823 members Mstep: Class 15 contains 337 members Mstep: Class 16 contains 11477 members Mstep: Class 17 contains 6288 members Mstep: Class 18 contains 17437 members Mstep: Class 19 contains 30968 members Mstep: Class 22 contains 1233 members Mstep: Class 23 contains 373 members Entering Unmasked Estep ConsiderDeletion Score: -15539561.000000 Penalty: 11082.726562 Iteration 49Q: 20 clusters Score -1.553956e+07 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 976 members Mstep: Class 3 contains 342 members Mstep: Class 4 contains 3617 members Mstep: Class 5 contains 6472 members Mstep: Class 6 contains 1068 members Mstep: Class 7 contains 3553 members Mstep: Class 9 contains 4324 members Mstep: Class 10 contains 15770 members Mstep: Class 11 contains 979 members Mstep: Class 12 contains 261955 members Mstep: Class 14 contains 1815 members Mstep: Class 15 contains 337 members Mstep: Class 16 contains 11402 members Mstep: Class 17 contains 6298 members Mstep: Class 18 contains 17583 members Mstep: Class 19 contains 31006 members Mstep: Class 22 contains 1229 members Mstep: Class 23 contains 371 members Entering Unmasked Estep ConsiderDeletion Score: -15539595.000000 Penalty: 11082.726562 Iteration 50Q: 20 clusters Score -1.55396e+07 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 976 members Mstep: Class 3 contains 342 members Mstep: Class 4 contains 3631 members Mstep: Class 5 contains 6408 members Mstep: Class 6 contains 1068 members Mstep: Class 7 contains 3542 members Mstep: Class 9 contains 4254 members Mstep: Class 10 contains 15799 members Mstep: Class 11 contains 979 members Mstep: Class 12 contains 261970 members Mstep: Class 14 contains 1803 members Mstep: Class 15 contains 337 members Mstep: Class 16 contains 11337 members Mstep: Class 17 contains 6306 members Mstep: Class 18 contains 17705 members Mstep: Class 19 contains 31049 members Mstep: Class 22 contains 1221 members Mstep: Class 23 contains 370 members Entering Unmasked Estep ConsiderDeletion Score: -15539645.000000 Penalty: 11082.726562 Iteration 51Q: 20 clusters Score -1.553964e+07 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 976 members Mstep: Class 3 contains 342 members Mstep: Class 4 contains 3652 members Mstep: Class 5 contains 6347 members Mstep: Class 6 contains 1068 members Mstep: Class 7 contains 3523 members Mstep: Class 9 contains 4200 members Mstep: Class 10 contains 15823 members Mstep: Class 11 contains 979 members Mstep: Class 12 contains 261986 members Mstep: Class 14 contains 1792 members Mstep: Class 15 contains 337 members Mstep: Class 16 contains 11279 members Mstep: Class 17 contains 6316 members Mstep: Class 18 contains 17826 members Mstep: Class 19 contains 31073 members Mstep: Class 22 contains 1209 members Mstep: Class 23 contains 369 members Entering Unmasked Estep ConsiderDeletion Score: -15539634.000000 Penalty: 11082.726562 Iteration 52Q: 20 clusters Score -1.553963e+07 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 976 members Mstep: Class 3 contains 342 members Mstep: Class 4 contains 3669 members Mstep: Class 5 contains 6285 members Mstep: Class 6 contains 1069 members Mstep: Class 7 contains 3516 members Mstep: Class 9 contains 4155 members Mstep: Class 10 contains 15845 members Mstep: Class 11 contains 979 members Mstep: Class 12 contains 261986 members Mstep: Class 14 contains 1791 members Mstep: Class 15 contains 337 members Mstep: Class 16 contains 11217 members Mstep: Class 17 contains 6324 members Mstep: Class 18 contains 17950 members Mstep: Class 19 contains 31086 members Mstep: Class 22 contains 1202 members Mstep: Class 23 contains 368 members Entering Unmasked Estep ConsiderDeletion Score: -15539675.000000 Penalty: 11082.726562 Iteration 53Q: 20 clusters Score -1.553968e+07 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 976 members Mstep: Class 3 contains 342 members Mstep: Class 4 contains 3695 members Mstep: Class 5 contains 6230 members Mstep: Class 6 contains 1070 members Mstep: Class 7 contains 3498 members Mstep: Class 9 contains 4119 members Mstep: Class 10 contains 15867 members Mstep: Class 11 contains 979 members Mstep: Class 12 contains 261975 members Mstep: Class 14 contains 1789 members Mstep: Class 15 contains 337 members Mstep: Class 16 contains 11147 members Mstep: Class 17 contains 6337 members Mstep: Class 18 contains 18075 members Mstep: Class 19 contains 31092 members Mstep: Class 22 contains 1201 members Mstep: Class 23 contains 368 members Entering Unmasked Estep ConsiderDeletion Score: -15539680.000000 Penalty: 11082.726562 Iteration 54Q: 20 clusters Score -1.553968e+07 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 976 members Mstep: Class 3 contains 342 members Mstep: Class 4 contains 3717 members Mstep: Class 5 contains 6190 members Mstep: Class 6 contains 1070 members Mstep: Class 7 contains 3481 members Mstep: Class 9 contains 4092 members Mstep: Class 10 contains 15894 members Mstep: Class 11 contains 979 members Mstep: Class 12 contains 261955 members Mstep: Class 14 contains 1788 members Mstep: Class 15 contains 337 members Mstep: Class 16 contains 11074 members Mstep: Class 17 contains 6354 members Mstep: Class 18 contains 18190 members Mstep: Class 19 contains 31092 members Mstep: Class 22 contains 1198 members Mstep: Class 23 contains 368 members Entering Unmasked Estep ConsiderDeletion Score: -15539685.000000 Penalty: 11082.726562 Iteration 55Q: 20 clusters Score -1.553968e+07 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 976 members Mstep: Class 3 contains 341 members Mstep: Class 4 contains 3734 members Mstep: Class 5 contains 6149 members Mstep: Class 6 contains 1070 members Mstep: Class 7 contains 3473 members Mstep: Class 9 contains 4064 members Mstep: Class 10 contains 15912 members Mstep: Class 11 contains 979 members Mstep: Class 12 contains 261939 members Mstep: Class 14 contains 1782 members Mstep: Class 15 contains 337 members Mstep: Class 16 contains 10997 members Mstep: Class 17 contains 6374 members Mstep: Class 18 contains 18312 members Mstep: Class 19 contains 31093 members Mstep: Class 22 contains 1197 members Mstep: Class 23 contains 368 members Entering Unmasked Estep ConsiderDeletion Score: -15539702.000000 Penalty: 11082.726562 Iteration 56Q: 20 clusters Score -1.55397e+07 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 976 members Mstep: Class 3 contains 341 members Mstep: Class 4 contains 3755 members Mstep: Class 5 contains 6102 members Mstep: Class 6 contains 1070 members Mstep: Class 7 contains 3456 members Mstep: Class 9 contains 4038 members Mstep: Class 10 contains 15926 members Mstep: Class 11 contains 979 members Mstep: Class 12 contains 261951 members Mstep: Class 14 contains 1777 members Mstep: Class 15 contains 337 members Mstep: Class 16 contains 10932 members Mstep: Class 17 contains 6388 members Mstep: Class 18 contains 18417 members Mstep: Class 19 contains 31088 members Mstep: Class 22 contains 1196 members Mstep: Class 23 contains 368 members Entering Unmasked Estep ConsiderDeletion Score: -15539681.000000 Penalty: 11082.726562 Iteration 57Q: 20 clusters Score -1.553968e+07 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 976 members Mstep: Class 3 contains 341 members Mstep: Class 4 contains 3785 members Mstep: Class 5 contains 6057 members Mstep: Class 6 contains 1070 members Mstep: Class 7 contains 3432 members Mstep: Class 9 contains 4019 members Mstep: Class 10 contains 15941 members Mstep: Class 11 contains 979 members Mstep: Class 12 contains 261957 members Mstep: Class 14 contains 1775 members Mstep: Class 15 contains 337 members Mstep: Class 16 contains 10858 members Mstep: Class 17 contains 6399 members Mstep: Class 18 contains 18530 members Mstep: Class 19 contains 31079 members Mstep: Class 22 contains 1194 members Mstep: Class 23 contains 368 members Entering Unmasked Estep ConsiderDeletion Score: -15539735.000000 Penalty: 11082.726562 Iteration 58Q: 20 clusters Score -1.553974e+07 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 976 members Mstep: Class 3 contains 341 members Mstep: Class 4 contains 3806 members Mstep: Class 5 contains 6019 members Mstep: Class 6 contains 1070 members Mstep: Class 7 contains 3408 members Mstep: Class 9 contains 4001 members Mstep: Class 10 contains 15950 members Mstep: Class 11 contains 979 members Mstep: Class 12 contains 261940 members Mstep: Class 14 contains 1772 members Mstep: Class 15 contains 337 members Mstep: Class 16 contains 10788 members Mstep: Class 17 contains 6408 members Mstep: Class 18 contains 18662 members Mstep: Class 19 contains 31079 members Mstep: Class 22 contains 1194 members Mstep: Class 23 contains 367 members Entering Unmasked Estep ConsiderDeletion Score: -15539764.000000 Penalty: 11082.726562 Iteration 59Q: 20 clusters Score -1.553976e+07 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 976 members Mstep: Class 3 contains 341 members Mstep: Class 4 contains 3824 members Mstep: Class 5 contains 5957 members Mstep: Class 6 contains 1070 members Mstep: Class 7 contains 3384 members Mstep: Class 9 contains 3983 members Mstep: Class 10 contains 15960 members Mstep: Class 11 contains 979 members Mstep: Class 12 contains 261922 members Mstep: Class 14 contains 1769 members Mstep: Class 15 contains 337 members Mstep: Class 16 contains 10736 members Mstep: Class 17 contains 6417 members Mstep: Class 18 contains 18794 members Mstep: Class 19 contains 31086 members Mstep: Class 22 contains 1195 members Mstep: Class 23 contains 367 members Entering Unmasked Estep ConsiderDeletion Score: -15539788.000000 Penalty: 11082.726562 Iteration 60F: 20 clusters Score -1.553979e+07 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 976 members Mstep: Class 3 contains 341 members Mstep: Class 4 contains 3839 members Mstep: Class 5 contains 5909 members Mstep: Class 6 contains 1070 members Mstep: Class 7 contains 3359 members Mstep: Class 9 contains 3955 members Mstep: Class 10 contains 15974 members Mstep: Class 11 contains 979 members Mstep: Class 12 contains 261891 members Mstep: Class 14 contains 1769 members Mstep: Class 15 contains 337 members Mstep: Class 16 contains 10684 members Mstep: Class 17 contains 6428 members Mstep: Class 18 contains 18917 members Mstep: Class 19 contains 31101 members Mstep: Class 22 contains 1201 members Mstep: Class 23 contains 367 members Entering Unmasked Estep ConsiderDeletion Score: -15539798.000000 Penalty: 11082.726562 Iteration 61Q: 20 clusters Score -1.55398e+07 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 976 members Mstep: Class 3 contains 341 members Mstep: Class 4 contains 3855 members Mstep: Class 5 contains 5874 members Mstep: Class 6 contains 1070 members Mstep: Class 7 contains 3332 members Mstep: Class 9 contains 3923 members Mstep: Class 10 contains 15987 members Mstep: Class 11 contains 979 members Mstep: Class 12 contains 261863 members Mstep: Class 14 contains 1769 members Mstep: Class 15 contains 337 members Mstep: Class 16 contains 10639 members Mstep: Class 17 contains 6435 members Mstep: Class 18 contains 19018 members Mstep: Class 19 contains 31127 members Mstep: Class 22 contains 1205 members Mstep: Class 23 contains 367 members Entering Unmasked Estep ConsiderDeletion Score: -15539834.000000 Penalty: 11082.726562 Iteration 62Q: 20 clusters Score -1.553983e+07 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 976 members Mstep: Class 3 contains 341 members Mstep: Class 4 contains 3878 members Mstep: Class 5 contains 5823 members Mstep: Class 6 contains 1070 members Mstep: Class 7 contains 3319 members Mstep: Class 9 contains 3903 members Mstep: Class 10 contains 15999 members Mstep: Class 11 contains 979 members Mstep: Class 12 contains 261850 members Mstep: Class 14 contains 1767 members Mstep: Class 15 contains 337 members Mstep: Class 16 contains 10593 members Mstep: Class 17 contains 6440 members Mstep: Class 18 contains 19110 members Mstep: Class 19 contains 31136 members Mstep: Class 22 contains 1209 members Mstep: Class 23 contains 367 members Entering Unmasked Estep ConsiderDeletion Score: -15539831.000000 Penalty: 11082.726562 Iteration 63Q: 20 clusters Score -1.553983e+07 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 976 members Mstep: Class 3 contains 341 members Mstep: Class 4 contains 3899 members Mstep: Class 5 contains 5768 members Mstep: Class 6 contains 1070 members Mstep: Class 7 contains 3303 members Mstep: Class 9 contains 3886 members Mstep: Class 10 contains 16011 members Mstep: Class 11 contains 979 members Mstep: Class 12 contains 261849 members Mstep: Class 14 contains 1766 members Mstep: Class 15 contains 337 members Mstep: Class 16 contains 10534 members Mstep: Class 17 contains 6446 members Mstep: Class 18 contains 19217 members Mstep: Class 19 contains 31140 members Mstep: Class 22 contains 1209 members Mstep: Class 23 contains 366 members Entering Unmasked Estep ConsiderDeletion Score: -15539831.000000 Penalty: 11082.726562 Iteration 64Q: 20 clusters Score -1.553983e+07 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 976 members Mstep: Class 3 contains 341 members Mstep: Class 4 contains 3923 members Mstep: Class 5 contains 5708 members Mstep: Class 6 contains 1070 members Mstep: Class 7 contains 3280 members Mstep: Class 9 contains 3871 members Mstep: Class 10 contains 16022 members Mstep: Class 11 contains 979 members Mstep: Class 12 contains 261852 members Mstep: Class 14 contains 1766 members Mstep: Class 15 contains 337 members Mstep: Class 16 contains 10490 members Mstep: Class 17 contains 6450 members Mstep: Class 18 contains 19318 members Mstep: Class 19 contains 31144 members Mstep: Class 22 contains 1205 members Mstep: Class 23 contains 365 members Entering Unmasked Estep ConsiderDeletion Score: -15539848.000000 Penalty: 11082.726562 Iteration 65Q: 20 clusters Score -1.553985e+07 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 976 members Mstep: Class 3 contains 341 members Mstep: Class 4 contains 3947 members Mstep: Class 5 contains 5650 members Mstep: Class 6 contains 1070 members Mstep: Class 7 contains 3257 members Mstep: Class 9 contains 3868 members Mstep: Class 10 contains 16034 members Mstep: Class 11 contains 979 members Mstep: Class 12 contains 261859 members Mstep: Class 14 contains 1765 members Mstep: Class 15 contains 337 members Mstep: Class 16 contains 10444 members Mstep: Class 17 contains 6454 members Mstep: Class 18 contains 19412 members Mstep: Class 19 contains 31135 members Mstep: Class 22 contains 1204 members Mstep: Class 23 contains 365 members Entering Unmasked Estep ConsiderDeletion Score: -15539828.000000 Penalty: 11082.726562 Iteration 66Q: 20 clusters Score -1.553983e+07 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 976 members Mstep: Class 3 contains 341 members Mstep: Class 4 contains 3972 members Mstep: Class 5 contains 5602 members Mstep: Class 6 contains 1070 members Mstep: Class 7 contains 3227 members Mstep: Class 9 contains 3865 members Mstep: Class 10 contains 16045 members Mstep: Class 11 contains 979 members Mstep: Class 12 contains 261863 members Mstep: Class 14 contains 1763 members Mstep: Class 15 contains 337 members Mstep: Class 16 contains 10399 members Mstep: Class 17 contains 6459 members Mstep: Class 18 contains 19507 members Mstep: Class 19 contains 31131 members Mstep: Class 22 contains 1196 members Mstep: Class 23 contains 365 members Entering Unmasked Estep ConsiderDeletion Score: -15539875.000000 Penalty: 11082.726562 Iteration 67Q: 20 clusters Score -1.553988e+07 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 976 members Mstep: Class 3 contains 341 members Mstep: Class 4 contains 4004 members Mstep: Class 5 contains 5551 members Mstep: Class 6 contains 1071 members Mstep: Class 7 contains 3200 members Mstep: Class 9 contains 3861 members Mstep: Class 10 contains 16053 members Mstep: Class 11 contains 979 members Mstep: Class 12 contains 261840 members Mstep: Class 14 contains 1763 members Mstep: Class 15 contains 337 members Mstep: Class 16 contains 10360 members Mstep: Class 17 contains 6470 members Mstep: Class 18 contains 19606 members Mstep: Class 19 contains 31125 members Mstep: Class 22 contains 1195 members Mstep: Class 23 contains 365 members Entering Unmasked Estep ConsiderDeletion Score: -15539892.000000 Penalty: 11082.726562 Iteration 68Q: 20 clusters Score -1.553989e+07 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 976 members Mstep: Class 3 contains 341 members Mstep: Class 4 contains 4036 members Mstep: Class 5 contains 5491 members Mstep: Class 6 contains 1072 members Mstep: Class 7 contains 3178 members Mstep: Class 9 contains 3860 members Mstep: Class 10 contains 16060 members Mstep: Class 11 contains 979 members Mstep: Class 12 contains 261821 members Mstep: Class 14 contains 1763 members Mstep: Class 15 contains 337 members Mstep: Class 16 contains 10325 members Mstep: Class 17 contains 6477 members Mstep: Class 18 contains 19702 members Mstep: Class 19 contains 31117 members Mstep: Class 22 contains 1197 members Mstep: Class 23 contains 365 members Entering Unmasked Estep ConsiderDeletion Score: -15539940.000000 Penalty: 11082.726562 Iteration 69Q: 20 clusters Score -1.553994e+07 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 976 members Mstep: Class 3 contains 341 members Mstep: Class 4 contains 4070 members Mstep: Class 5 contains 5418 members Mstep: Class 6 contains 1074 members Mstep: Class 7 contains 3157 members Mstep: Class 9 contains 3858 members Mstep: Class 10 contains 16073 members Mstep: Class 11 contains 979 members Mstep: Class 12 contains 261784 members Mstep: Class 14 contains 1762 members Mstep: Class 15 contains 337 members Mstep: Class 16 contains 10298 members Mstep: Class 17 contains 6489 members Mstep: Class 18 contains 19808 members Mstep: Class 19 contains 31111 members Mstep: Class 22 contains 1197 members Mstep: Class 23 contains 365 members Entering Unmasked Estep ConsiderDeletion Score: -15539972.000000 Penalty: 11082.726562 Iteration 70Q: 20 clusters Score -1.553997e+07 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 976 members Mstep: Class 3 contains 341 members Mstep: Class 4 contains 4097 members Mstep: Class 5 contains 5347 members Mstep: Class 6 contains 1075 members Mstep: Class 7 contains 3136 members Mstep: Class 9 contains 3855 members Mstep: Class 10 contains 16092 members Mstep: Class 11 contains 979 members Mstep: Class 12 contains 261752 members Mstep: Class 14 contains 1761 members Mstep: Class 15 contains 337 members Mstep: Class 16 contains 10269 members Mstep: Class 17 contains 6498 members Mstep: Class 18 contains 19914 members Mstep: Class 19 contains 31105 members Mstep: Class 22 contains 1198 members Mstep: Class 23 contains 365 members Entering Unmasked Estep ConsiderDeletion Score: -15540003.000000 Penalty: 11082.726562 Iteration 71Q: 20 clusters Score -1.554e+07 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 976 members Mstep: Class 3 contains 341 members Mstep: Class 4 contains 4123 members Mstep: Class 5 contains 5277 members Mstep: Class 6 contains 1075 members Mstep: Class 7 contains 3103 members Mstep: Class 9 contains 3853 members Mstep: Class 10 contains 16106 members Mstep: Class 11 contains 979 members Mstep: Class 12 contains 261735 members Mstep: Class 14 contains 1760 members Mstep: Class 15 contains 337 members Mstep: Class 16 contains 10245 members Mstep: Class 17 contains 6504 members Mstep: Class 18 contains 20012 members Mstep: Class 19 contains 31102 members Mstep: Class 22 contains 1204 members Mstep: Class 23 contains 365 members Entering Unmasked Estep ConsiderDeletion Score: -15540019.000000 Penalty: 11082.726562 Iteration 72Q: 20 clusters Score -1.554002e+07 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 976 members Mstep: Class 3 contains 341 members Mstep: Class 4 contains 4151 members Mstep: Class 5 contains 5196 members Mstep: Class 6 contains 1075 members Mstep: Class 7 contains 3078 members Mstep: Class 9 contains 3853 members Mstep: Class 10 contains 16118 members Mstep: Class 11 contains 979 members Mstep: Class 12 contains 261718 members Mstep: Class 14 contains 1759 members Mstep: Class 15 contains 337 members Mstep: Class 16 contains 10214 members Mstep: Class 17 contains 6513 members Mstep: Class 18 contains 20123 members Mstep: Class 19 contains 31098 members Mstep: Class 22 contains 1203 members Mstep: Class 23 contains 365 members Entering Unmasked Estep ConsiderDeletion Score: -15540056.000000 Penalty: 11082.726562 Iteration 73Q: 20 clusters Score -1.554006e+07 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 976 members Mstep: Class 3 contains 341 members Mstep: Class 4 contains 4177 members Mstep: Class 5 contains 5095 members Mstep: Class 6 contains 1075 members Mstep: Class 7 contains 3038 members Mstep: Class 9 contains 3853 members Mstep: Class 10 contains 16135 members Mstep: Class 11 contains 979 members Mstep: Class 12 contains 261696 members Mstep: Class 14 contains 1759 members Mstep: Class 15 contains 337 members Mstep: Class 16 contains 10187 members Mstep: Class 17 contains 6521 members Mstep: Class 18 contains 20264 members Mstep: Class 19 contains 31095 members Mstep: Class 22 contains 1204 members Mstep: Class 23 contains 365 members Entering Unmasked Estep ConsiderDeletion Score: -15540070.000000 Penalty: 11082.726562 Iteration 74Q: 20 clusters Score -1.554007e+07 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 976 members Mstep: Class 3 contains 341 members Mstep: Class 4 contains 4205 members Mstep: Class 5 contains 4993 members Mstep: Class 6 contains 1075 members Mstep: Class 7 contains 2994 members Mstep: Class 9 contains 3853 members Mstep: Class 10 contains 16154 members Mstep: Class 11 contains 979 members Mstep: Class 12 contains 261666 members Mstep: Class 14 contains 1759 members Mstep: Class 15 contains 337 members Mstep: Class 16 contains 10160 members Mstep: Class 17 contains 6530 members Mstep: Class 18 contains 20413 members Mstep: Class 19 contains 31091 members Mstep: Class 22 contains 1206 members Mstep: Class 23 contains 365 members Entering Unmasked Estep ConsiderDeletion Score: -15540125.000000 Penalty: 11082.726562 Iteration 75Q: 20 clusters Score -1.554012e+07 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 976 members Mstep: Class 3 contains 341 members Mstep: Class 4 contains 4229 members Mstep: Class 5 contains 4877 members Mstep: Class 6 contains 1076 members Mstep: Class 7 contains 2953 members Mstep: Class 9 contains 3853 members Mstep: Class 10 contains 16178 members Mstep: Class 11 contains 979 members Mstep: Class 12 contains 261632 members Mstep: Class 14 contains 1759 members Mstep: Class 15 contains 337 members Mstep: Class 16 contains 10125 members Mstep: Class 17 contains 6535 members Mstep: Class 18 contains 20588 members Mstep: Class 19 contains 31086 members Mstep: Class 22 contains 1207 members Mstep: Class 23 contains 366 members Entering Unmasked Estep ConsiderDeletion Score: -15540188.000000 Penalty: 11082.726562 Iteration 76Q: 20 clusters Score -1.554019e+07 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 976 members Mstep: Class 3 contains 341 members Mstep: Class 4 contains 4255 members Mstep: Class 5 contains 4777 members Mstep: Class 6 contains 1077 members Mstep: Class 7 contains 2918 members Mstep: Class 9 contains 3852 members Mstep: Class 10 contains 16205 members Mstep: Class 11 contains 979 members Mstep: Class 12 contains 261616 members Mstep: Class 14 contains 1758 members Mstep: Class 15 contains 337 members Mstep: Class 16 contains 10077 members Mstep: Class 17 contains 6540 members Mstep: Class 18 contains 20730 members Mstep: Class 19 contains 31085 members Mstep: Class 22 contains 1208 members Mstep: Class 23 contains 366 members Entering Unmasked Estep ConsiderDeletion Score: -15540195.000000 Penalty: 11082.726562 Iteration 77Q: 20 clusters Score -1.55402e+07 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 976 members Mstep: Class 3 contains 341 members Mstep: Class 4 contains 4279 members Mstep: Class 5 contains 4676 members Mstep: Class 6 contains 1078 members Mstep: Class 7 contains 2881 members Mstep: Class 9 contains 3852 members Mstep: Class 10 contains 16216 members Mstep: Class 11 contains 979 members Mstep: Class 12 contains 261612 members Mstep: Class 14 contains 1758 members Mstep: Class 15 contains 337 members Mstep: Class 16 contains 10033 members Mstep: Class 17 contains 6544 members Mstep: Class 18 contains 20879 members Mstep: Class 19 contains 31083 members Mstep: Class 22 contains 1207 members Mstep: Class 23 contains 366 members Entering Unmasked Estep ConsiderDeletion Score: -15540205.000000 Penalty: 11082.726562 Iteration 78Q: 20 clusters Score -1.55402e+07 nChanged 341 Entering ConstructFrom: Score: -15540205.000000 Penalty: 11082.726562 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: -14007.395508 Penalty: 267.691162 Iteration 0F: 2 clusters Score -14007.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -13619.825195 Penalty: 535.382324 Iteration 0F: 3 clusters Score -13619.83 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -13741.855469 Penalty: 535.382324 Iteration 1F: 3 clusters Score -13741.86 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -13763.208984 Penalty: 535.382324 Iteration 2F: 3 clusters Score -13763.21 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -13769.154297 Penalty: 535.382324 Iteration 3Q: 3 clusters Score -13769.15 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -13772.058594 Penalty: 535.382324 Iteration 4Q: 3 clusters Score -13772.06 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -13774.250000 Penalty: 535.382324 Iteration 5Q: 3 clusters Score -13774.25 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -13774.795898 Penalty: 535.382324 Iteration 6Q: 3 clusters Score -13774.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -13775.011719 Penalty: 535.382324 Iteration 7Q: 3 clusters Score -13775.01 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -13775.880859 Penalty: 535.382324 Iteration 8Q: 3 clusters Score -13775.88 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -13775.880859 Penalty: 535.382324 Iteration 9F: 3 clusters Score -13775.88 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (976 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Entering Unmasked Estep Score: -37463.316406 Penalty: 313.197540 Iteration 0F: 2 clusters Score -37463.32 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -36688.527344 Penalty: 626.395081 Iteration 0F: 3 clusters Score -36688.53 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -37088.265625 Penalty: 626.395081 Iteration 1F: 3 clusters Score -37088.27 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -37336.921875 Penalty: 626.395081 Iteration 2F: 3 clusters Score -37336.92 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -37531.355469 Penalty: 626.395081 Iteration 3F: 3 clusters Score -37531.36 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -37712.929688 Penalty: 626.395081 Iteration 4F: 3 clusters Score -37712.93 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -37836.906250 Penalty: 626.395081 Iteration 5F: 3 clusters Score -37836.91 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -37954.152344 Penalty: 626.395081 Iteration 6Q: 3 clusters Score -37954.15 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -38026.316406 Penalty: 626.395081 Iteration 7Q: 3 clusters Score -38026.32 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -38063.175781 Penalty: 626.395081 Iteration 8Q: 3 clusters Score -38063.18 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -38067.113281 Penalty: 626.395081 Iteration 9Q: 3 clusters Score -38067.11 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -38067.246094 Penalty: 626.395081 Iteration 10Q: 3 clusters Score -38067.25 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -38067.246094 Penalty: 626.395081 Iteration 11F: 3 clusters Score -38067.25 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 246 members Mstep: Class 3 contains 341 members Mstep: Class 4 contains 4295 members Mstep: Class 5 contains 4576 members Mstep: Class 6 contains 1080 members Mstep: Class 7 contains 2834 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3851 members Mstep: Class 10 contains 16235 members Mstep: Class 11 contains 979 members Mstep: Class 12 contains 261623 members Mstep: Class 14 contains 1758 members Mstep: Class 15 contains 337 members Mstep: Class 16 contains 9981 members Mstep: Class 17 contains 6547 members Mstep: Class 18 contains 21029 members Mstep: Class 19 contains 31084 members Mstep: Class 22 contains 1205 members Mstep: Class 23 contains 366 members Entering Unmasked Estep Score: -15540561.000000 Penalty: 11666.028320 Splitting cluster 2 changes total score from -15540205.000000 to -15540561.000000 So it's getting split into cluster 8. Entering ConstructFrom: Trying to split cluster 3 (341 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Entering Unmasked Estep Score: -14282.711914 Penalty: 265.350647 Iteration 0F: 2 clusters Score -14282.71 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -13880.986328 Penalty: 530.701294 Iteration 0F: 3 clusters Score -13880.99 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -13979.382812 Penalty: 530.701294 Iteration 1F: 3 clusters Score -13979.38 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -14017.818359 Penalty: 530.701294 Iteration 2F: 3 clusters Score -14017.82 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -14032.410156 Penalty: 530.701294 Iteration 3Q: 3 clusters Score -14032.41 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -14044.116211 Penalty: 530.701294 Iteration 4Q: 3 clusters Score -14044.12 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -14051.844727 Penalty: 530.701294 Iteration 5Q: 3 clusters Score -14051.84 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -14060.012695 Penalty: 530.701294 Iteration 6Q: 3 clusters Score -14060.01 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -14060.706055 Penalty: 530.701294 Iteration 7Q: 3 clusters Score -14060.71 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -14061.947266 Penalty: 530.701294 Iteration 8Q: 3 clusters Score -14061.95 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -14062.848633 Penalty: 530.701294 Iteration 9Q: 3 clusters Score -14062.85 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -14063.548828 Penalty: 530.701294 Iteration 10Q: 3 clusters Score -14063.55 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -14063.548828 Penalty: 530.701294 Iteration 11F: 3 clusters Score -14063.55 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (4295 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4295 members Entering Unmasked Estep Score: -169202.875000 Penalty: 380.616913 Iteration 0F: 2 clusters Score -169202.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2095 members Mstep: Class 2 contains 2200 members Entering Unmasked Estep Score: -166283.625000 Penalty: 761.233826 Iteration 0F: 3 clusters Score -166283.6 nChanged 1934 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1659 members Mstep: Class 2 contains 2636 members Entering Unmasked Estep Score: -167558.484375 Penalty: 761.233826 Iteration 1F: 3 clusters Score -167558.5 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 2928 members Entering Unmasked Estep Score: -168000.640625 Penalty: 761.233826 Iteration 2F: 3 clusters Score -168000.6 nChanged 463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 3271 members Entering Unmasked Estep Score: -168461.953125 Penalty: 761.233826 Iteration 3F: 3 clusters Score -168462 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 3542 members Entering Unmasked Estep Score: -168765.296875 Penalty: 761.233826 Iteration 4F: 3 clusters Score -168765.3 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 3705 members Entering Unmasked Estep Score: -168945.218750 Penalty: 761.233826 Iteration 5Q: 3 clusters Score -168945.2 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 3796 members Entering Unmasked Estep Score: -169034.718750 Penalty: 761.233826 Iteration 6Q: 3 clusters Score -169034.7 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 3832 members Entering Unmasked Estep Score: -169077.578125 Penalty: 761.233826 Iteration 7Q: 3 clusters Score -169077.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 3852 members Entering Unmasked Estep Score: -169098.515625 Penalty: 761.233826 Iteration 8Q: 3 clusters Score -169098.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 3860 members Entering Unmasked Estep Score: -169112.375000 Penalty: 761.233826 Iteration 9Q: 3 clusters Score -169112.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 3865 members Entering Unmasked Estep Score: -169121.421875 Penalty: 761.233826 Iteration 10Q: 3 clusters Score -169121.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 3868 members Entering Unmasked Estep Score: -169126.437500 Penalty: 761.233826 Iteration 11Q: 3 clusters Score -169126.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 3869 members Entering Unmasked Estep Score: -169128.703125 Penalty: 761.233826 Iteration 12Q: 3 clusters Score -169128.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 3872 members Entering Unmasked Estep Score: -169131.328125 Penalty: 761.233826 Iteration 13Q: 3 clusters Score -169131.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 3880 members Entering Unmasked Estep Score: -169133.234375 Penalty: 761.233826 Iteration 14Q: 3 clusters Score -169133.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 3887 members Entering Unmasked Estep Score: -169135.062500 Penalty: 761.233826 Iteration 15Q: 3 clusters Score -169135.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 3890 members Entering Unmasked Estep Score: -169136.093750 Penalty: 761.233826 Iteration 16Q: 3 clusters Score -169136.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 3891 members Entering Unmasked Estep Score: -169137.140625 Penalty: 761.233826 Iteration 17Q: 3 clusters Score -169137.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 3890 members Entering Unmasked Estep Score: -169137.234375 Penalty: 761.233826 Iteration 18Q: 3 clusters Score -169137.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 3889 members Entering Unmasked Estep Score: -169137.609375 Penalty: 761.233826 Iteration 19Q: 3 clusters Score -169137.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 3887 members Entering Unmasked Estep Score: -169138.031250 Penalty: 761.233826 Iteration 20F: 3 clusters Score -169138 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 3885 members Entering Unmasked Estep Score: -169137.921875 Penalty: 761.233826 Iteration 21Q: 3 clusters Score -169137.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 3885 members Entering Unmasked Estep Score: -169137.921875 Penalty: 761.233826 Iteration 22F: 3 clusters Score -169137.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (4576 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4576 members Entering Unmasked Estep Score: -189419.468750 Penalty: 383.500397 Iteration 0F: 2 clusters Score -189419.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2302 members Mstep: Class 2 contains 2274 members Entering Unmasked Estep Score: -186386.750000 Penalty: 767.000793 Iteration 0F: 3 clusters Score -186386.8 nChanged 2027 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2443 members Mstep: Class 2 contains 2133 members Entering Unmasked Estep Score: -187567.625000 Penalty: 767.000793 Iteration 1F: 3 clusters Score -187567.6 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2448 members Mstep: Class 2 contains 2128 members Entering Unmasked Estep Score: -187773.953125 Penalty: 767.000793 Iteration 2F: 3 clusters Score -187774 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2432 members Mstep: Class 2 contains 2144 members Entering Unmasked Estep Score: -188007.281250 Penalty: 767.000793 Iteration 3F: 3 clusters Score -188007.3 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2406 members Mstep: Class 2 contains 2170 members Entering Unmasked Estep Score: -188231.796875 Penalty: 767.000793 Iteration 4F: 3 clusters Score -188231.8 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2376 members Mstep: Class 2 contains 2200 members Entering Unmasked Estep Score: -188457.906250 Penalty: 767.000793 Iteration 5F: 3 clusters Score -188457.9 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2341 members Mstep: Class 2 contains 2235 members Entering Unmasked Estep Score: -188650.203125 Penalty: 767.000793 Iteration 6F: 3 clusters Score -188650.2 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2343 members Mstep: Class 2 contains 2233 members Entering Unmasked Estep Score: -188769.703125 Penalty: 767.000793 Iteration 7Q: 3 clusters Score -188769.7 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2381 members Mstep: Class 2 contains 2195 members Entering Unmasked Estep Score: -188869.593750 Penalty: 767.000793 Iteration 8Q: 3 clusters Score -188869.6 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2444 members Mstep: Class 2 contains 2132 members Entering Unmasked Estep Score: -188946.234375 Penalty: 767.000793 Iteration 9Q: 3 clusters Score -188946.2 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2497 members Mstep: Class 2 contains 2079 members Entering Unmasked Estep Score: -188999.187500 Penalty: 767.000793 Iteration 10Q: 3 clusters Score -188999.2 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2557 members Mstep: Class 2 contains 2019 members Entering Unmasked Estep Score: -189039.890625 Penalty: 767.000793 Iteration 11Q: 3 clusters Score -189039.9 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2601 members Mstep: Class 2 contains 1975 members Entering Unmasked Estep Score: -189064.968750 Penalty: 767.000793 Iteration 12Q: 3 clusters Score -189065 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2647 members Mstep: Class 2 contains 1929 members Entering Unmasked Estep Score: -189082.765625 Penalty: 767.000793 Iteration 13Q: 3 clusters Score -189082.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2688 members Mstep: Class 2 contains 1888 members Entering Unmasked Estep Score: -189094.640625 Penalty: 767.000793 Iteration 14Q: 3 clusters Score -189094.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2721 members Mstep: Class 2 contains 1855 members Entering Unmasked Estep Score: -189102.250000 Penalty: 767.000793 Iteration 15Q: 3 clusters Score -189102.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2748 members Mstep: Class 2 contains 1828 members Entering Unmasked Estep Score: -189107.859375 Penalty: 767.000793 Iteration 16Q: 3 clusters Score -189107.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2778 members Mstep: Class 2 contains 1798 members Entering Unmasked Estep Score: -189114.125000 Penalty: 767.000793 Iteration 17Q: 3 clusters Score -189114.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2810 members Mstep: Class 2 contains 1766 members Entering Unmasked Estep Score: -189120.796875 Penalty: 767.000793 Iteration 18Q: 3 clusters Score -189120.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2838 members Mstep: Class 2 contains 1738 members Entering Unmasked Estep Score: -189128.343750 Penalty: 767.000793 Iteration 19Q: 3 clusters Score -189128.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2866 members Mstep: Class 2 contains 1710 members Entering Unmasked Estep Score: -189137.093750 Penalty: 767.000793 Iteration 20F: 3 clusters Score -189137.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2894 members Mstep: Class 2 contains 1682 members Entering Unmasked Estep Score: -189147.156250 Penalty: 767.000793 Iteration 21Q: 3 clusters Score -189147.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2927 members Mstep: Class 2 contains 1649 members Entering Unmasked Estep Score: -189158.390625 Penalty: 767.000793 Iteration 22Q: 3 clusters Score -189158.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2962 members Mstep: Class 2 contains 1614 members Entering Unmasked Estep Score: -189170.156250 Penalty: 767.000793 Iteration 23Q: 3 clusters Score -189170.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2987 members Mstep: Class 2 contains 1589 members Entering Unmasked Estep Score: -189182.015625 Penalty: 767.000793 Iteration 24Q: 3 clusters Score -189182 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3014 members Mstep: Class 2 contains 1562 members Entering Unmasked Estep Score: -189193.718750 Penalty: 767.000793 Iteration 25Q: 3 clusters Score -189193.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3043 members Mstep: Class 2 contains 1533 members Entering Unmasked Estep Score: -189200.125000 Penalty: 767.000793 Iteration 26Q: 3 clusters Score -189200.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3070 members Mstep: Class 2 contains 1506 members Entering Unmasked Estep Score: -189206.796875 Penalty: 767.000793 Iteration 27Q: 3 clusters Score -189206.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3092 members Mstep: Class 2 contains 1484 members Entering Unmasked Estep Score: -189211.062500 Penalty: 767.000793 Iteration 28Q: 3 clusters Score -189211.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3117 members Mstep: Class 2 contains 1459 members Entering Unmasked Estep Score: -189214.843750 Penalty: 767.000793 Iteration 29Q: 3 clusters Score -189214.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3137 members Mstep: Class 2 contains 1439 members Entering Unmasked Estep Score: -189220.546875 Penalty: 767.000793 Iteration 30Q: 3 clusters Score -189220.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3159 members Mstep: Class 2 contains 1417 members Entering Unmasked Estep Score: -189227.203125 Penalty: 767.000793 Iteration 31Q: 3 clusters Score -189227.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3184 members Mstep: Class 2 contains 1392 members Entering Unmasked Estep Score: -189233.484375 Penalty: 767.000793 Iteration 32Q: 3 clusters Score -189233.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3204 members Mstep: Class 2 contains 1372 members Entering Unmasked Estep Score: -189237.500000 Penalty: 767.000793 Iteration 33Q: 3 clusters Score -189237.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3215 members Mstep: Class 2 contains 1361 members Entering Unmasked Estep Score: -189238.984375 Penalty: 767.000793 Iteration 34Q: 3 clusters Score -189239 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3224 members Mstep: Class 2 contains 1352 members Entering Unmasked Estep Score: -189240.140625 Penalty: 767.000793 Iteration 35Q: 3 clusters Score -189240.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3235 members Mstep: Class 2 contains 1341 members Entering Unmasked Estep Score: -189241.703125 Penalty: 767.000793 Iteration 36Q: 3 clusters Score -189241.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3248 members Mstep: Class 2 contains 1328 members Entering Unmasked Estep Score: -189243.000000 Penalty: 767.000793 Iteration 37Q: 3 clusters Score -189243 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3260 members Mstep: Class 2 contains 1316 members Entering Unmasked Estep Score: -189244.750000 Penalty: 767.000793 Iteration 38Q: 3 clusters Score -189244.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3268 members Mstep: Class 2 contains 1308 members Entering Unmasked Estep Score: -189245.609375 Penalty: 767.000793 Iteration 39Q: 3 clusters Score -189245.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3283 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -189247.609375 Penalty: 767.000793 Iteration 40F: 3 clusters Score -189247.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3295 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -189249.359375 Penalty: 767.000793 Iteration 41Q: 3 clusters Score -189249.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3307 members Mstep: Class 2 contains 1269 members Entering Unmasked Estep Score: -189250.109375 Penalty: 767.000793 Iteration 42Q: 3 clusters Score -189250.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3313 members Mstep: Class 2 contains 1263 members Entering Unmasked Estep Score: -189251.062500 Penalty: 767.000793 Iteration 43Q: 3 clusters Score -189251.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3321 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -189252.125000 Penalty: 767.000793 Iteration 44Q: 3 clusters Score -189252.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3327 members Mstep: Class 2 contains 1249 members Entering Unmasked Estep Score: -189253.203125 Penalty: 767.000793 Iteration 45Q: 3 clusters Score -189253.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3332 members Mstep: Class 2 contains 1244 members Entering Unmasked Estep Score: -189253.921875 Penalty: 767.000793 Iteration 46Q: 3 clusters Score -189253.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3336 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -189255.187500 Penalty: 767.000793 Iteration 47Q: 3 clusters Score -189255.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3342 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -189255.687500 Penalty: 767.000793 Iteration 48Q: 3 clusters Score -189255.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3350 members Mstep: Class 2 contains 1226 members Entering Unmasked Estep Score: -189257.265625 Penalty: 767.000793 Iteration 49Q: 3 clusters Score -189257.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3356 members Mstep: Class 2 contains 1220 members Entering Unmasked Estep Score: -189258.531250 Penalty: 767.000793 Iteration 50Q: 3 clusters Score -189258.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3362 members Mstep: Class 2 contains 1214 members Entering Unmasked Estep Score: -189259.875000 Penalty: 767.000793 Iteration 51Q: 3 clusters Score -189259.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3371 members Mstep: Class 2 contains 1205 members Entering Unmasked Estep Score: -189261.468750 Penalty: 767.000793 Iteration 52Q: 3 clusters Score -189261.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3378 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -189262.703125 Penalty: 767.000793 Iteration 53Q: 3 clusters Score -189262.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3382 members Mstep: Class 2 contains 1194 members Entering Unmasked Estep Score: -189263.343750 Penalty: 767.000793 Iteration 54Q: 3 clusters Score -189263.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3386 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -189264.093750 Penalty: 767.000793 Iteration 55Q: 3 clusters Score -189264.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3391 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -189265.453125 Penalty: 767.000793 Iteration 56Q: 3 clusters Score -189265.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3395 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -189266.359375 Penalty: 767.000793 Iteration 57Q: 3 clusters Score -189266.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3403 members Mstep: Class 2 contains 1173 members Entering Unmasked Estep Score: -189269.125000 Penalty: 767.000793 Iteration 58Q: 3 clusters Score -189269.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3413 members Mstep: Class 2 contains 1163 members Entering Unmasked Estep Score: -189274.609375 Penalty: 767.000793 Iteration 59Q: 3 clusters Score -189274.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3422 members Mstep: Class 2 contains 1154 members Entering Unmasked Estep Score: -189279.375000 Penalty: 767.000793 Iteration 60F: 3 clusters Score -189279.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3435 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -189283.515625 Penalty: 767.000793 Iteration 61Q: 3 clusters Score -189283.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3446 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -189286.328125 Penalty: 767.000793 Iteration 62Q: 3 clusters Score -189286.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3457 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -189289.125000 Penalty: 767.000793 Iteration 63Q: 3 clusters Score -189289.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3466 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -189291.671875 Penalty: 767.000793 Iteration 64Q: 3 clusters Score -189291.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3479 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -189293.109375 Penalty: 767.000793 Iteration 65Q: 3 clusters Score -189293.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3482 members Mstep: Class 2 contains 1094 members Entering Unmasked Estep Score: -189293.859375 Penalty: 767.000793 Iteration 66Q: 3 clusters Score -189293.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3482 members Mstep: Class 2 contains 1094 members Entering Unmasked Estep Score: -189293.750000 Penalty: 767.000793 Iteration 67Q: 3 clusters Score -189293.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3483 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -189294.296875 Penalty: 767.000793 Iteration 68Q: 3 clusters Score -189294.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3486 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -189294.531250 Penalty: 767.000793 Iteration 69Q: 3 clusters Score -189294.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3487 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -189294.453125 Penalty: 767.000793 Iteration 70Q: 3 clusters Score -189294.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3487 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -189294.453125 Penalty: 767.000793 Iteration 71F: 3 clusters Score -189294.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (1080 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1080 members Entering Unmasked Estep Score: -49405.300781 Penalty: 317.804596 Iteration 0F: 2 clusters Score -49405.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -48517.113281 Penalty: 635.609192 Iteration 0F: 3 clusters Score -48517.11 nChanged 443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -48790.511719 Penalty: 635.609192 Iteration 1F: 3 clusters Score -48790.51 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -48857.617188 Penalty: 635.609192 Iteration 2F: 3 clusters Score -48857.62 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -48907.281250 Penalty: 635.609192 Iteration 3F: 3 clusters Score -48907.28 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -48942.285156 Penalty: 635.609192 Iteration 4Q: 3 clusters Score -48942.29 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -48983.535156 Penalty: 635.609192 Iteration 5Q: 3 clusters Score -48983.54 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -49031.765625 Penalty: 635.609192 Iteration 6Q: 3 clusters Score -49031.77 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -49060.113281 Penalty: 635.609192 Iteration 7Q: 3 clusters Score -49060.11 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -49078.851562 Penalty: 635.609192 Iteration 8Q: 3 clusters Score -49078.85 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -49089.550781 Penalty: 635.609192 Iteration 9Q: 3 clusters Score -49089.55 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -49102.132812 Penalty: 635.609192 Iteration 10Q: 3 clusters Score -49102.13 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -49109.332031 Penalty: 635.609192 Iteration 11Q: 3 clusters Score -49109.33 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -49117.589844 Penalty: 635.609192 Iteration 12Q: 3 clusters Score -49117.59 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -49130.503906 Penalty: 635.609192 Iteration 13Q: 3 clusters Score -49130.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -49138.710938 Penalty: 635.609192 Iteration 14Q: 3 clusters Score -49138.71 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -49141.433594 Penalty: 635.609192 Iteration 15Q: 3 clusters Score -49141.43 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -49146.175781 Penalty: 635.609192 Iteration 16Q: 3 clusters Score -49146.18 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -49148.578125 Penalty: 635.609192 Iteration 17Q: 3 clusters Score -49148.58 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -49148.988281 Penalty: 635.609192 Iteration 18Q: 3 clusters Score -49148.99 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -49148.988281 Penalty: 635.609192 Iteration 19F: 3 clusters Score -49148.99 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (2834 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2834 members Entering Unmasked Estep Score: -124840.218750 Penalty: 361.699707 Iteration 0F: 2 clusters Score -124840.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1449 members Mstep: Class 2 contains 1385 members Entering Unmasked Estep Score: -122869.250000 Penalty: 723.399414 Iteration 0F: 3 clusters Score -122869.2 nChanged 1200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1667 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -123556.492188 Penalty: 723.399414 Iteration 1F: 3 clusters Score -123556.5 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1803 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -123656.960938 Penalty: 723.399414 Iteration 2F: 3 clusters Score -123657 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1958 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -123766.210938 Penalty: 723.399414 Iteration 3F: 3 clusters Score -123766.2 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2111 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -123884.062500 Penalty: 723.399414 Iteration 4F: 3 clusters Score -123884.1 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2264 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -124016.640625 Penalty: 723.399414 Iteration 5F: 3 clusters Score -124016.6 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2429 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -124177.585938 Penalty: 723.399414 Iteration 6F: 3 clusters Score -124177.6 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2560 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -124304.757812 Penalty: 723.399414 Iteration 7Q: 3 clusters Score -124304.8 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2626 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -124376.742188 Penalty: 723.399414 Iteration 8Q: 3 clusters Score -124376.7 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2662 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -124416.585938 Penalty: 723.399414 Iteration 9Q: 3 clusters Score -124416.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2688 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -124443.226562 Penalty: 723.399414 Iteration 10Q: 3 clusters Score -124443.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2708 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -124465.273438 Penalty: 723.399414 Iteration 11Q: 3 clusters Score -124465.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2724 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -124483.156250 Penalty: 723.399414 Iteration 12Q: 3 clusters Score -124483.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2733 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -124497.789062 Penalty: 723.399414 Iteration 13Q: 3 clusters Score -124497.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2743 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -124508.070312 Penalty: 723.399414 Iteration 14Q: 3 clusters Score -124508.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2750 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -124516.617188 Penalty: 723.399414 Iteration 15Q: 3 clusters Score -124516.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2757 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -124523.382812 Penalty: 723.399414 Iteration 16Q: 3 clusters Score -124523.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2759 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -124528.343750 Penalty: 723.399414 Iteration 17Q: 3 clusters Score -124528.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2761 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -124535.234375 Penalty: 723.399414 Iteration 18Q: 3 clusters Score -124535.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2762 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -124538.531250 Penalty: 723.399414 Iteration 19Q: 3 clusters Score -124538.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2761 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -124539.359375 Penalty: 723.399414 Iteration 20F: 3 clusters Score -124539.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2759 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -124539.984375 Penalty: 723.399414 Iteration 21Q: 3 clusters Score -124540 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2759 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -124539.984375 Penalty: 723.399414 Iteration 22F: 3 clusters Score -124540 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (3851 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3851 members Entering Unmasked Estep Score: -161543.187500 Penalty: 375.652008 Iteration 0F: 2 clusters Score -161543.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1889 members Mstep: Class 2 contains 1962 members Entering Unmasked Estep Score: -158863.875000 Penalty: 751.304016 Iteration 0F: 3 clusters Score -158863.9 nChanged 1766 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1763 members Mstep: Class 2 contains 2088 members Entering Unmasked Estep Score: -159827.296875 Penalty: 751.304016 Iteration 1F: 3 clusters Score -159827.3 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1608 members Mstep: Class 2 contains 2243 members Entering Unmasked Estep Score: -159960.109375 Penalty: 751.304016 Iteration 2F: 3 clusters Score -159960.1 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 2494 members Entering Unmasked Estep Score: -160168.343750 Penalty: 751.304016 Iteration 3F: 3 clusters Score -160168.3 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 2804 members Entering Unmasked Estep Score: -160428.203125 Penalty: 751.304016 Iteration 4F: 3 clusters Score -160428.2 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 3102 members Entering Unmasked Estep Score: -160684.093750 Penalty: 751.304016 Iteration 5F: 3 clusters Score -160684.1 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 3343 members Entering Unmasked Estep Score: -160900.468750 Penalty: 751.304016 Iteration 6F: 3 clusters Score -160900.5 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 3514 members Entering Unmasked Estep Score: -161054.640625 Penalty: 751.304016 Iteration 7Q: 3 clusters Score -161054.6 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 3623 members Entering Unmasked Estep Score: -161143.437500 Penalty: 751.304016 Iteration 8Q: 3 clusters Score -161143.4 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 3679 members Entering Unmasked Estep Score: -161192.843750 Penalty: 751.304016 Iteration 9Q: 3 clusters Score -161192.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 3710 members Entering Unmasked Estep Score: -161224.609375 Penalty: 751.304016 Iteration 10Q: 3 clusters Score -161224.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 3722 members Entering Unmasked Estep Score: -161238.187500 Penalty: 751.304016 Iteration 11Q: 3 clusters Score -161238.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 3731 members Entering Unmasked Estep Score: -161248.359375 Penalty: 751.304016 Iteration 12Q: 3 clusters Score -161248.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 3741 members Entering Unmasked Estep Score: -161258.062500 Penalty: 751.304016 Iteration 13Q: 3 clusters Score -161258.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 3745 members Entering Unmasked Estep Score: -161260.734375 Penalty: 751.304016 Iteration 14Q: 3 clusters Score -161260.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 3747 members Entering Unmasked Estep Score: -161262.109375 Penalty: 751.304016 Iteration 15Q: 3 clusters Score -161262.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 3747 members Entering Unmasked Estep Score: -161262.109375 Penalty: 751.304016 Iteration 16F: 3 clusters Score -161262.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (16235 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16235 members Entering Unmasked Estep Score: -744705.875000 Penalty: 441.119049 Iteration 0F: 2 clusters Score -744705.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8163 members Mstep: Class 2 contains 8072 members Entering Unmasked Estep Score: -733808.187500 Penalty: 882.238098 Iteration 0F: 3 clusters Score -733808.2 nChanged 7731 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9182 members Mstep: Class 2 contains 7053 members Entering Unmasked Estep Score: -738441.625000 Penalty: 882.238098 Iteration 1F: 3 clusters Score -738441.6 nChanged 1011 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9895 members Mstep: Class 2 contains 6340 members Entering Unmasked Estep Score: -738988.125000 Penalty: 882.238098 Iteration 2F: 3 clusters Score -738988.1 nChanged 1217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10840 members Mstep: Class 2 contains 5395 members Entering Unmasked Estep Score: -739896.937500 Penalty: 882.238098 Iteration 3F: 3 clusters Score -739896.9 nChanged 1325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11887 members Mstep: Class 2 contains 4348 members Entering Unmasked Estep Score: -741085.375000 Penalty: 882.238098 Iteration 4F: 3 clusters Score -741085.4 nChanged 1197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12818 members Mstep: Class 2 contains 3417 members Entering Unmasked Estep Score: -742312.375000 Penalty: 882.238098 Iteration 5F: 3 clusters Score -742312.4 nChanged 881 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13449 members Mstep: Class 2 contains 2786 members Entering Unmasked Estep Score: -743235.437500 Penalty: 882.238098 Iteration 6F: 3 clusters Score -743235.4 nChanged 547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13762 members Mstep: Class 2 contains 2473 members Entering Unmasked Estep Score: -743663.312500 Penalty: 882.238098 Iteration 7Q: 3 clusters Score -743663.3 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13972 members Mstep: Class 2 contains 2263 members Entering Unmasked Estep Score: -743844.937500 Penalty: 882.238098 Iteration 8Q: 3 clusters Score -743844.9 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14145 members Mstep: Class 2 contains 2090 members Entering Unmasked Estep Score: -743935.562500 Penalty: 882.238098 Iteration 9Q: 3 clusters Score -743935.6 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14278 members Mstep: Class 2 contains 1957 members Entering Unmasked Estep Score: -743987.937500 Penalty: 882.238098 Iteration 10Q: 3 clusters Score -743987.9 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14403 members Mstep: Class 2 contains 1832 members Entering Unmasked Estep Score: -744032.625000 Penalty: 882.238098 Iteration 11Q: 3 clusters Score -744032.6 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14517 members Mstep: Class 2 contains 1718 members Entering Unmasked Estep Score: -744072.125000 Penalty: 882.238098 Iteration 12Q: 3 clusters Score -744072.1 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14616 members Mstep: Class 2 contains 1619 members Entering Unmasked Estep Score: -744101.437500 Penalty: 882.238098 Iteration 13Q: 3 clusters Score -744101.4 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14710 members Mstep: Class 2 contains 1525 members Entering Unmasked Estep Score: -744130.437500 Penalty: 882.238098 Iteration 14Q: 3 clusters Score -744130.4 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14805 members Mstep: Class 2 contains 1430 members Entering Unmasked Estep Score: -744164.187500 Penalty: 882.238098 Iteration 15Q: 3 clusters Score -744164.2 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14889 members Mstep: Class 2 contains 1346 members Entering Unmasked Estep Score: -744204.000000 Penalty: 882.238098 Iteration 16Q: 3 clusters Score -744204 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14969 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -744236.687500 Penalty: 882.238098 Iteration 17Q: 3 clusters Score -744236.7 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15042 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -744266.062500 Penalty: 882.238098 Iteration 18Q: 3 clusters Score -744266.1 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15106 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -744285.875000 Penalty: 882.238098 Iteration 19Q: 3 clusters Score -744285.9 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15157 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -744299.437500 Penalty: 882.238098 Iteration 20F: 3 clusters Score -744299.4 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15205 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -744308.500000 Penalty: 882.238098 Iteration 21Q: 3 clusters Score -744308.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15241 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -744320.812500 Penalty: 882.238098 Iteration 22Q: 3 clusters Score -744320.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15280 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -744331.875000 Penalty: 882.238098 Iteration 23Q: 3 clusters Score -744331.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15317 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -744340.812500 Penalty: 882.238098 Iteration 24Q: 3 clusters Score -744340.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15357 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -744350.687500 Penalty: 882.238098 Iteration 25Q: 3 clusters Score -744350.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15390 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -744362.437500 Penalty: 882.238098 Iteration 26Q: 3 clusters Score -744362.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15428 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -744373.687500 Penalty: 882.238098 Iteration 27Q: 3 clusters Score -744373.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15457 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -744380.312500 Penalty: 882.238098 Iteration 28Q: 3 clusters Score -744380.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15481 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -744383.000000 Penalty: 882.238098 Iteration 29Q: 3 clusters Score -744383 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15501 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -744388.000000 Penalty: 882.238098 Iteration 30Q: 3 clusters Score -744388 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15517 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -744393.125000 Penalty: 882.238098 Iteration 31Q: 3 clusters Score -744393.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15533 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -744392.875000 Penalty: 882.238098 Iteration 32Q: 3 clusters Score -744392.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15543 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -744396.250000 Penalty: 882.238098 Iteration 33Q: 3 clusters Score -744396.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15554 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -744394.750000 Penalty: 882.238098 Iteration 34Q: 3 clusters Score -744394.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15559 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -744396.500000 Penalty: 882.238098 Iteration 35Q: 3 clusters Score -744396.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15565 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -744397.125000 Penalty: 882.238098 Iteration 36Q: 3 clusters Score -744397.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15570 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -744398.812500 Penalty: 882.238098 Iteration 37Q: 3 clusters Score -744398.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15573 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -744398.687500 Penalty: 882.238098 Iteration 38Q: 3 clusters Score -744398.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15576 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -744397.750000 Penalty: 882.238098 Iteration 39Q: 3 clusters Score -744397.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15580 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -744399.312500 Penalty: 882.238098 Iteration 40F: 3 clusters Score -744399.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15585 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -744398.375000 Penalty: 882.238098 Iteration 41Q: 3 clusters Score -744398.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15592 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -744399.500000 Penalty: 882.238098 Iteration 42Q: 3 clusters Score -744399.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15597 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -744399.250000 Penalty: 882.238098 Iteration 43Q: 3 clusters Score -744399.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15608 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -744401.625000 Penalty: 882.238098 Iteration 44Q: 3 clusters Score -744401.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15620 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -744404.375000 Penalty: 882.238098 Iteration 45Q: 3 clusters Score -744404.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15626 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -744405.687500 Penalty: 882.238098 Iteration 46Q: 3 clusters Score -744405.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15633 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -744407.562500 Penalty: 882.238098 Iteration 47Q: 3 clusters Score -744407.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15642 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -744407.750000 Penalty: 882.238098 Iteration 48Q: 3 clusters Score -744407.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15648 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -744407.000000 Penalty: 882.238098 Iteration 49Q: 3 clusters Score -744407 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15652 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -744407.687500 Penalty: 882.238098 Iteration 50Q: 3 clusters Score -744407.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15655 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -744406.562500 Penalty: 882.238098 Iteration 51Q: 3 clusters Score -744406.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15658 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -744407.625000 Penalty: 882.238098 Iteration 52Q: 3 clusters Score -744407.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15664 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -744409.812500 Penalty: 882.238098 Iteration 53Q: 3 clusters Score -744409.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15670 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -744409.750000 Penalty: 882.238098 Iteration 54Q: 3 clusters Score -744409.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15674 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -744410.875000 Penalty: 882.238098 Iteration 55Q: 3 clusters Score -744410.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15677 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -744411.687500 Penalty: 882.238098 Iteration 56Q: 3 clusters Score -744411.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15682 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -744413.687500 Penalty: 882.238098 Iteration 57Q: 3 clusters Score -744413.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15685 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -744413.812500 Penalty: 882.238098 Iteration 58Q: 3 clusters Score -744413.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15691 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -744414.500000 Penalty: 882.238098 Iteration 59Q: 3 clusters Score -744414.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15695 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -744415.250000 Penalty: 882.238098 Iteration 60F: 3 clusters Score -744415.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15701 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -744416.000000 Penalty: 882.238098 Iteration 61Q: 3 clusters Score -744416 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15704 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -744416.562500 Penalty: 882.238098 Iteration 62Q: 3 clusters Score -744416.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15705 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -744416.250000 Penalty: 882.238098 Iteration 63Q: 3 clusters Score -744416.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15705 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -744416.250000 Penalty: 882.238098 Iteration 64F: 3 clusters Score -744416.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (979 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Entering Unmasked Estep Score: -37960.617188 Penalty: 313.337189 Iteration 0F: 2 clusters Score -37960.62 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -37201.605469 Penalty: 626.674377 Iteration 0F: 3 clusters Score -37201.61 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -37516.054688 Penalty: 626.674377 Iteration 1F: 3 clusters Score -37516.05 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -37780.937500 Penalty: 626.674377 Iteration 2F: 3 clusters Score -37780.94 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -37974.292969 Penalty: 626.674377 Iteration 3F: 3 clusters Score -37974.29 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -38101.375000 Penalty: 626.674377 Iteration 4F: 3 clusters Score -38101.38 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -38178.054688 Penalty: 626.674377 Iteration 5F: 3 clusters Score -38178.05 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -38229.863281 Penalty: 626.674377 Iteration 6Q: 3 clusters Score -38229.86 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -38286.582031 Penalty: 626.674377 Iteration 7Q: 3 clusters Score -38286.58 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -38310.332031 Penalty: 626.674377 Iteration 8Q: 3 clusters Score -38310.33 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -38322.128906 Penalty: 626.674377 Iteration 9Q: 3 clusters Score -38322.13 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -38326.957031 Penalty: 626.674377 Iteration 10Q: 3 clusters Score -38326.96 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -38327.761719 Penalty: 626.674377 Iteration 11Q: 3 clusters Score -38327.76 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -38327.761719 Penalty: 626.674377 Iteration 12F: 3 clusters Score -38327.76 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 246 members Mstep: Class 3 contains 341 members Mstep: Class 4 contains 4295 members Mstep: Class 5 contains 4576 members Mstep: Class 6 contains 1080 members Mstep: Class 7 contains 2834 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3851 members Mstep: Class 10 contains 16235 members Mstep: Class 11 contains 774 members Mstep: Class 12 contains 261623 members Mstep: Class 13 contains 205 members Mstep: Class 14 contains 1758 members Mstep: Class 15 contains 337 members Mstep: Class 16 contains 9981 members Mstep: Class 17 contains 6547 members Mstep: Class 18 contains 21029 members Mstep: Class 19 contains 31084 members Mstep: Class 22 contains 1205 members Mstep: Class 23 contains 366 members Entering Unmasked Estep Score: -15540656.000000 Penalty: 12249.329102 Splitting cluster 11 changes total score from -15540205.000000 to -15540656.000000 So it's getting split into cluster 13. Entering ConstructFrom: Trying to split cluster 12 (261623 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261623 members Entering Unmasked Estep Score: -11304181.000000 Penalty: 567.597046 Iteration 0F: 2 clusters Score -1.130418e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130969 members Mstep: Class 2 contains 130654 members Entering Unmasked Estep Score: -11135689.000000 Penalty: 1135.194092 Iteration 0F: 3 clusters Score -1.113569e+07 nChanged 129060 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138193 members Mstep: Class 2 contains 123430 members Entering Unmasked Estep Score: -11215621.000000 Penalty: 1135.194092 Iteration 1F: 3 clusters Score -1.121562e+07 nChanged 10366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143091 members Mstep: Class 2 contains 118532 members Entering Unmasked Estep Score: -11219016.000000 Penalty: 1135.194092 Iteration 2Q: 3 clusters Score -1.121902e+07 nChanged 12388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150659 members Mstep: Class 2 contains 110964 members Entering Unmasked Estep Score: -11224479.000000 Penalty: 1135.194092 Iteration 3Q: 3 clusters Score -1.122448e+07 nChanged 14933 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161434 members Mstep: Class 2 contains 100189 members Entering Unmasked Estep Score: -11233737.000000 Penalty: 1135.194092 Iteration 4F: 3 clusters Score -1.123374e+07 nChanged 17007 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174115 members Mstep: Class 2 contains 87508 members Entering Unmasked Estep Score: -11247048.000000 Penalty: 1135.194092 Iteration 5F: 3 clusters Score -1.124705e+07 nChanged 17225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186288 members Mstep: Class 2 contains 75335 members Entering Unmasked Estep Score: -11262143.000000 Penalty: 1135.194092 Iteration 6F: 3 clusters Score -1.126214e+07 nChanged 14669 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195227 members Mstep: Class 2 contains 66396 members Entering Unmasked Estep Score: -11273058.000000 Penalty: 1135.194092 Iteration 7F: 3 clusters Score -1.127306e+07 nChanged 10559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201510 members Mstep: Class 2 contains 60113 members Entering Unmasked Estep Score: -11278517.000000 Penalty: 1135.194092 Iteration 8Q: 3 clusters Score -1.127852e+07 nChanged 7073 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207043 members Mstep: Class 2 contains 54580 members Entering Unmasked Estep Score: -11281431.000000 Penalty: 1135.194092 Iteration 9Q: 3 clusters Score -1.128143e+07 nChanged 5709 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212514 members Mstep: Class 2 contains 49109 members Entering Unmasked Estep Score: -11283740.000000 Penalty: 1135.194092 Iteration 10Q: 3 clusters Score -1.128374e+07 nChanged 5389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217875 members Mstep: Class 2 contains 43748 members Entering Unmasked Estep Score: -11285986.000000 Penalty: 1135.194092 Iteration 11Q: 3 clusters Score -1.128599e+07 nChanged 5352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223219 members Mstep: Class 2 contains 38404 members Entering Unmasked Estep Score: -11288071.000000 Penalty: 1135.194092 Iteration 12Q: 3 clusters Score -1.128807e+07 nChanged 5194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228405 members Mstep: Class 2 contains 33218 members Entering Unmasked Estep Score: -11290164.000000 Penalty: 1135.194092 Iteration 13Q: 3 clusters Score -1.129016e+07 nChanged 4868 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233269 members Mstep: Class 2 contains 28354 members Entering Unmasked Estep Score: -11292178.000000 Penalty: 1135.194092 Iteration 14Q: 3 clusters Score -1.129218e+07 nChanged 4419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237680 members Mstep: Class 2 contains 23943 members Entering Unmasked Estep Score: -11293822.000000 Penalty: 1135.194092 Iteration 15Q: 3 clusters Score -1.129382e+07 nChanged 3992 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241666 members Mstep: Class 2 contains 19957 members Entering Unmasked Estep Score: -11295445.000000 Penalty: 1135.194092 Iteration 16Q: 3 clusters Score -1.129544e+07 nChanged 3471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245129 members Mstep: Class 2 contains 16494 members Entering Unmasked Estep Score: -11296786.000000 Penalty: 1135.194092 Iteration 17Q: 3 clusters Score -1.129679e+07 nChanged 3026 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248155 members Mstep: Class 2 contains 13468 members Entering Unmasked Estep Score: -11297886.000000 Penalty: 1135.194092 Iteration 18Q: 3 clusters Score -1.129789e+07 nChanged 2611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250764 members Mstep: Class 2 contains 10859 members Entering Unmasked Estep Score: -11298943.000000 Penalty: 1135.194092 Iteration 19Q: 3 clusters Score -1.129894e+07 nChanged 2146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252908 members Mstep: Class 2 contains 8715 members Entering Unmasked Estep Score: -11299703.000000 Penalty: 1135.194092 Iteration 20F: 3 clusters Score -1.12997e+07 nChanged 1775 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254683 members Mstep: Class 2 contains 6940 members Entering Unmasked Estep Score: -11300479.000000 Penalty: 1135.194092 Iteration 21Q: 3 clusters Score -1.130048e+07 nChanged 1491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256172 members Mstep: Class 2 contains 5451 members Entering Unmasked Estep Score: -11301102.000000 Penalty: 1135.194092 Iteration 22Q: 3 clusters Score -1.13011e+07 nChanged 1199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257367 members Mstep: Class 2 contains 4256 members Entering Unmasked Estep Score: -11301685.000000 Penalty: 1135.194092 Iteration 23Q: 3 clusters Score -1.130168e+07 nChanged 985 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258352 members Mstep: Class 2 contains 3271 members Entering Unmasked Estep Score: -11302121.000000 Penalty: 1135.194092 Iteration 24Q: 3 clusters Score -1.130212e+07 nChanged 784 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259136 members Mstep: Class 2 contains 2487 members Entering Unmasked Estep Score: -11302499.000000 Penalty: 1135.194092 Iteration 25Q: 3 clusters Score -1.13025e+07 nChanged 632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259766 members Mstep: Class 2 contains 1857 members Entering Unmasked Estep Score: -11302828.000000 Penalty: 1135.194092 Iteration 26Q: 3 clusters Score -1.130283e+07 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260230 members Mstep: Class 2 contains 1393 members Entering Unmasked Estep Score: -11303074.000000 Penalty: 1135.194092 Iteration 27Q: 3 clusters Score -1.130307e+07 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260562 members Mstep: Class 2 contains 1061 members Entering Unmasked Estep Score: -11303213.000000 Penalty: 1135.194092 Iteration 28Q: 3 clusters Score -1.130321e+07 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260818 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -11303281.000000 Penalty: 1135.194092 Iteration 29Q: 3 clusters Score -1.130328e+07 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261008 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -11303404.000000 Penalty: 1135.194092 Iteration 30Q: 3 clusters Score -1.13034e+07 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261140 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -11303479.000000 Penalty: 1135.194092 Iteration 31Q: 3 clusters Score -1.130348e+07 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261240 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -11303569.000000 Penalty: 1135.194092 Iteration 32Q: 3 clusters Score -1.130357e+07 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261295 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -11303601.000000 Penalty: 1135.194092 Iteration 33Q: 3 clusters Score -1.13036e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261329 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -11303650.000000 Penalty: 1135.194092 Iteration 34Q: 3 clusters Score -1.130365e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261357 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -11303686.000000 Penalty: 1135.194092 Iteration 35Q: 3 clusters Score -1.130369e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261375 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -11303697.000000 Penalty: 1135.194092 Iteration 36Q: 3 clusters Score -1.13037e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261392 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -11303723.000000 Penalty: 1135.194092 Iteration 37Q: 3 clusters Score -1.130372e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261400 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -11303740.000000 Penalty: 1135.194092 Iteration 38Q: 3 clusters Score -1.130374e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261408 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -11303745.000000 Penalty: 1135.194092 Iteration 39Q: 3 clusters Score -1.130374e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261409 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -11303753.000000 Penalty: 1135.194092 Iteration 40F: 3 clusters Score -1.130375e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261409 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -11303756.000000 Penalty: 1135.194092 Iteration 41Q: 3 clusters Score -1.130376e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261411 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -11303754.000000 Penalty: 1135.194092 Iteration 42Q: 3 clusters Score -1.130375e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261413 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -11303761.000000 Penalty: 1135.194092 Iteration 43Q: 3 clusters Score -1.130376e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261416 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -11303768.000000 Penalty: 1135.194092 Iteration 44Q: 3 clusters Score -1.130377e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261415 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -11303770.000000 Penalty: 1135.194092 Iteration 45Q: 3 clusters Score -1.130377e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261411 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -11303763.000000 Penalty: 1135.194092 Iteration 46Q: 3 clusters Score -1.130376e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261409 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -11303771.000000 Penalty: 1135.194092 Iteration 47Q: 3 clusters Score -1.130377e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261411 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -11303776.000000 Penalty: 1135.194092 Iteration 48Q: 3 clusters Score -1.130378e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261414 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -11303783.000000 Penalty: 1135.194092 Iteration 49Q: 3 clusters Score -1.130378e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261415 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -11303789.000000 Penalty: 1135.194092 Iteration 50Q: 3 clusters Score -1.130379e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261416 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -11303783.000000 Penalty: 1135.194092 Iteration 51Q: 3 clusters Score -1.130378e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261416 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -11303787.000000 Penalty: 1135.194092 Iteration 52Q: 3 clusters Score -1.130379e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261415 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -11303787.000000 Penalty: 1135.194092 Iteration 53Q: 3 clusters Score -1.130379e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261415 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -11303791.000000 Penalty: 1135.194092 Iteration 54Q: 3 clusters Score -1.130379e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261415 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -11303789.000000 Penalty: 1135.194092 Iteration 55Q: 3 clusters Score -1.130379e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261416 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -11303788.000000 Penalty: 1135.194092 Iteration 56Q: 3 clusters Score -1.130379e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261416 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -11303788.000000 Penalty: 1135.194092 Iteration 57F: 3 clusters Score -1.130379e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (1758 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1758 members Entering Unmasked Estep Score: -74663.937500 Penalty: 339.972900 Iteration 0F: 2 clusters Score -74663.94 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -73370.390625 Penalty: 679.945801 Iteration 0F: 3 clusters Score -73370.39 nChanged 733 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -73796.304688 Penalty: 679.945801 Iteration 1F: 3 clusters Score -73796.3 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -73887.281250 Penalty: 679.945801 Iteration 2F: 3 clusters Score -73887.28 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -73945.023438 Penalty: 679.945801 Iteration 3F: 3 clusters Score -73945.02 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -73985.562500 Penalty: 679.945801 Iteration 4Q: 3 clusters Score -73985.56 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -74022.367188 Penalty: 679.945801 Iteration 5Q: 3 clusters Score -74022.37 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -74053.984375 Penalty: 679.945801 Iteration 6Q: 3 clusters Score -74053.98 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -74086.312500 Penalty: 679.945801 Iteration 7Q: 3 clusters Score -74086.31 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -74113.125000 Penalty: 679.945801 Iteration 8Q: 3 clusters Score -74113.12 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -74131.093750 Penalty: 679.945801 Iteration 9Q: 3 clusters Score -74131.09 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -74140.039062 Penalty: 679.945801 Iteration 10Q: 3 clusters Score -74140.04 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -74151.976562 Penalty: 679.945801 Iteration 11Q: 3 clusters Score -74151.98 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -74169.218750 Penalty: 679.945801 Iteration 12Q: 3 clusters Score -74169.22 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -74191.078125 Penalty: 679.945801 Iteration 13Q: 3 clusters Score -74191.08 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -74205.015625 Penalty: 679.945801 Iteration 14Q: 3 clusters Score -74205.02 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -74217.812500 Penalty: 679.945801 Iteration 15Q: 3 clusters Score -74217.81 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -74231.031250 Penalty: 679.945801 Iteration 16Q: 3 clusters Score -74231.03 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1241 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -74242.718750 Penalty: 679.945801 Iteration 17Q: 3 clusters Score -74242.72 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1255 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -74256.445312 Penalty: 679.945801 Iteration 18Q: 3 clusters Score -74256.45 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1265 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -74268.500000 Penalty: 679.945801 Iteration 19Q: 3 clusters Score -74268.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1279 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -74287.859375 Penalty: 679.945801 Iteration 20F: 3 clusters Score -74287.86 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -74305.765625 Penalty: 679.945801 Iteration 21Q: 3 clusters Score -74305.77 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1306 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -74326.343750 Penalty: 679.945801 Iteration 22Q: 3 clusters Score -74326.34 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -74348.054688 Penalty: 679.945801 Iteration 23Q: 3 clusters Score -74348.05 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -74362.757812 Penalty: 679.945801 Iteration 24Q: 3 clusters Score -74362.76 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -74375.226562 Penalty: 679.945801 Iteration 25Q: 3 clusters Score -74375.23 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1337 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -74386.718750 Penalty: 679.945801 Iteration 26Q: 3 clusters Score -74386.72 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -74404.484375 Penalty: 679.945801 Iteration 27Q: 3 clusters Score -74404.48 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1353 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -74418.828125 Penalty: 679.945801 Iteration 28Q: 3 clusters Score -74418.83 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1349 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -74439.312500 Penalty: 679.945801 Iteration 29Q: 3 clusters Score -74439.31 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1337 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -74459.929688 Penalty: 679.945801 Iteration 30Q: 3 clusters Score -74459.93 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -74474.851562 Penalty: 679.945801 Iteration 31Q: 3 clusters Score -74474.85 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1308 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -74490.398438 Penalty: 679.945801 Iteration 32Q: 3 clusters Score -74490.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -74506.187500 Penalty: 679.945801 Iteration 33Q: 3 clusters Score -74506.19 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1285 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -74515.984375 Penalty: 679.945801 Iteration 34Q: 3 clusters Score -74515.98 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1276 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -74522.210938 Penalty: 679.945801 Iteration 35Q: 3 clusters Score -74522.21 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1276 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -74530.539062 Penalty: 679.945801 Iteration 36Q: 3 clusters Score -74530.54 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -74537.000000 Penalty: 679.945801 Iteration 37Q: 3 clusters Score -74537 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1284 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -74543.773438 Penalty: 679.945801 Iteration 38Q: 3 clusters Score -74543.77 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -74549.500000 Penalty: 679.945801 Iteration 39Q: 3 clusters Score -74549.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1295 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -74565.367188 Penalty: 679.945801 Iteration 40F: 3 clusters Score -74565.37 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1299 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -74575.562500 Penalty: 679.945801 Iteration 41Q: 3 clusters Score -74575.56 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1302 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -74579.132812 Penalty: 679.945801 Iteration 42Q: 3 clusters Score -74579.13 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1304 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -74580.320312 Penalty: 679.945801 Iteration 43Q: 3 clusters Score -74580.32 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1305 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -74581.742188 Penalty: 679.945801 Iteration 44Q: 3 clusters Score -74581.74 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1307 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -74583.007812 Penalty: 679.945801 Iteration 45Q: 3 clusters Score -74583.01 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -74584.687500 Penalty: 679.945801 Iteration 46Q: 3 clusters Score -74584.69 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -74584.687500 Penalty: 679.945801 Iteration 47F: 3 clusters Score -74584.69 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (337 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Entering Unmasked Estep Score: -12911.666016 Penalty: 264.813782 Iteration 0F: 2 clusters Score -12911.67 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -12554.490234 Penalty: 529.627563 Iteration 0F: 3 clusters Score -12554.49 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -12659.853516 Penalty: 529.627563 Iteration 1F: 3 clusters Score -12659.85 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -12692.165039 Penalty: 529.627563 Iteration 2F: 3 clusters Score -12692.17 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -12714.719727 Penalty: 529.627563 Iteration 3Q: 3 clusters Score -12714.72 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -12730.920898 Penalty: 529.627563 Iteration 4Q: 3 clusters Score -12730.92 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -12744.464844 Penalty: 529.627563 Iteration 5Q: 3 clusters Score -12744.46 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -12751.777344 Penalty: 529.627563 Iteration 6Q: 3 clusters Score -12751.78 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -12756.093750 Penalty: 529.627563 Iteration 7Q: 3 clusters Score -12756.09 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -12758.852539 Penalty: 529.627563 Iteration 8Q: 3 clusters Score -12758.85 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -12762.473633 Penalty: 529.627563 Iteration 9Q: 3 clusters Score -12762.47 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -12764.853516 Penalty: 529.627563 Iteration 10Q: 3 clusters Score -12764.85 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -12766.893555 Penalty: 529.627563 Iteration 11Q: 3 clusters Score -12766.89 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -12767.716797 Penalty: 529.627563 Iteration 12Q: 3 clusters Score -12767.72 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -12769.009766 Penalty: 529.627563 Iteration 13Q: 3 clusters Score -12769.01 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -12769.397461 Penalty: 529.627563 Iteration 14Q: 3 clusters Score -12769.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -12770.612305 Penalty: 529.627563 Iteration 15Q: 3 clusters Score -12770.61 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -12770.612305 Penalty: 529.627563 Iteration 16F: 3 clusters Score -12770.61 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (9981 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9981 members Entering Unmasked Estep Score: -435073.250000 Penalty: 418.983978 Iteration 0F: 2 clusters Score -435073.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5009 members Mstep: Class 2 contains 4972 members Entering Unmasked Estep Score: -428386.718750 Penalty: 837.967957 Iteration 0F: 3 clusters Score -428386.7 nChanged 4679 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5292 members Mstep: Class 2 contains 4689 members Entering Unmasked Estep Score: -431171.906250 Penalty: 837.967957 Iteration 1F: 3 clusters Score -431171.9 nChanged 700 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5512 members Mstep: Class 2 contains 4469 members Entering Unmasked Estep Score: -431595.687500 Penalty: 837.967957 Iteration 2F: 3 clusters Score -431595.7 nChanged 718 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5766 members Mstep: Class 2 contains 4215 members Entering Unmasked Estep Score: -432188.343750 Penalty: 837.967957 Iteration 3F: 3 clusters Score -432188.3 nChanged 743 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6025 members Mstep: Class 2 contains 3956 members Entering Unmasked Estep Score: -432932.843750 Penalty: 837.967957 Iteration 4F: 3 clusters Score -432932.8 nChanged 672 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6235 members Mstep: Class 2 contains 3746 members Entering Unmasked Estep Score: -433601.625000 Penalty: 837.967957 Iteration 5F: 3 clusters Score -433601.6 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6391 members Mstep: Class 2 contains 3590 members Entering Unmasked Estep Score: -433898.125000 Penalty: 837.967957 Iteration 6Q: 3 clusters Score -433898.1 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6531 members Mstep: Class 2 contains 3450 members Entering Unmasked Estep Score: -433999.000000 Penalty: 837.967957 Iteration 7Q: 3 clusters Score -433999 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6640 members Mstep: Class 2 contains 3341 members Entering Unmasked Estep Score: -434048.687500 Penalty: 837.967957 Iteration 8Q: 3 clusters Score -434048.7 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6727 members Mstep: Class 2 contains 3254 members Entering Unmasked Estep Score: -434083.343750 Penalty: 837.967957 Iteration 9Q: 3 clusters Score -434083.3 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6830 members Mstep: Class 2 contains 3151 members Entering Unmasked Estep Score: -434117.312500 Penalty: 837.967957 Iteration 10Q: 3 clusters Score -434117.3 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6929 members Mstep: Class 2 contains 3052 members Entering Unmasked Estep Score: -434147.656250 Penalty: 837.967957 Iteration 11Q: 3 clusters Score -434147.7 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7011 members Mstep: Class 2 contains 2970 members Entering Unmasked Estep Score: -434172.281250 Penalty: 837.967957 Iteration 12Q: 3 clusters Score -434172.3 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7086 members Mstep: Class 2 contains 2895 members Entering Unmasked Estep Score: -434189.343750 Penalty: 837.967957 Iteration 13Q: 3 clusters Score -434189.3 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7169 members Mstep: Class 2 contains 2812 members Entering Unmasked Estep Score: -434213.437500 Penalty: 837.967957 Iteration 14Q: 3 clusters Score -434213.4 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7254 members Mstep: Class 2 contains 2727 members Entering Unmasked Estep Score: -434240.093750 Penalty: 837.967957 Iteration 15Q: 3 clusters Score -434240.1 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7343 members Mstep: Class 2 contains 2638 members Entering Unmasked Estep Score: -434263.593750 Penalty: 837.967957 Iteration 16Q: 3 clusters Score -434263.6 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7406 members Mstep: Class 2 contains 2575 members Entering Unmasked Estep Score: -434276.562500 Penalty: 837.967957 Iteration 17Q: 3 clusters Score -434276.6 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7482 members Mstep: Class 2 contains 2499 members Entering Unmasked Estep Score: -434295.937500 Penalty: 837.967957 Iteration 18Q: 3 clusters Score -434295.9 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7561 members Mstep: Class 2 contains 2420 members Entering Unmasked Estep Score: -434315.000000 Penalty: 837.967957 Iteration 19Q: 3 clusters Score -434315 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7643 members Mstep: Class 2 contains 2338 members Entering Unmasked Estep Score: -434341.843750 Penalty: 837.967957 Iteration 20F: 3 clusters Score -434341.8 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7736 members Mstep: Class 2 contains 2245 members Entering Unmasked Estep Score: -434366.437500 Penalty: 837.967957 Iteration 21Q: 3 clusters Score -434366.4 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7825 members Mstep: Class 2 contains 2156 members Entering Unmasked Estep Score: -434388.250000 Penalty: 837.967957 Iteration 22Q: 3 clusters Score -434388.2 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7899 members Mstep: Class 2 contains 2082 members Entering Unmasked Estep Score: -434404.906250 Penalty: 837.967957 Iteration 23Q: 3 clusters Score -434404.9 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7964 members Mstep: Class 2 contains 2017 members Entering Unmasked Estep Score: -434419.875000 Penalty: 837.967957 Iteration 24Q: 3 clusters Score -434419.9 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8027 members Mstep: Class 2 contains 1954 members Entering Unmasked Estep Score: -434435.125000 Penalty: 837.967957 Iteration 25Q: 3 clusters Score -434435.1 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8077 members Mstep: Class 2 contains 1904 members Entering Unmasked Estep Score: -434445.781250 Penalty: 837.967957 Iteration 26Q: 3 clusters Score -434445.8 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8136 members Mstep: Class 2 contains 1845 members Entering Unmasked Estep Score: -434459.218750 Penalty: 837.967957 Iteration 27Q: 3 clusters Score -434459.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8189 members Mstep: Class 2 contains 1792 members Entering Unmasked Estep Score: -434469.906250 Penalty: 837.967957 Iteration 28Q: 3 clusters Score -434469.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8236 members Mstep: Class 2 contains 1745 members Entering Unmasked Estep Score: -434480.906250 Penalty: 837.967957 Iteration 29Q: 3 clusters Score -434480.9 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8286 members Mstep: Class 2 contains 1695 members Entering Unmasked Estep Score: -434492.281250 Penalty: 837.967957 Iteration 30Q: 3 clusters Score -434492.3 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8332 members Mstep: Class 2 contains 1649 members Entering Unmasked Estep Score: -434500.281250 Penalty: 837.967957 Iteration 31Q: 3 clusters Score -434500.3 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8373 members Mstep: Class 2 contains 1608 members Entering Unmasked Estep Score: -434507.812500 Penalty: 837.967957 Iteration 32Q: 3 clusters Score -434507.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8409 members Mstep: Class 2 contains 1572 members Entering Unmasked Estep Score: -434514.812500 Penalty: 837.967957 Iteration 33Q: 3 clusters Score -434514.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8455 members Mstep: Class 2 contains 1526 members Entering Unmasked Estep Score: -434521.468750 Penalty: 837.967957 Iteration 34Q: 3 clusters Score -434521.5 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8499 members Mstep: Class 2 contains 1482 members Entering Unmasked Estep Score: -434529.437500 Penalty: 837.967957 Iteration 35Q: 3 clusters Score -434529.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8541 members Mstep: Class 2 contains 1440 members Entering Unmasked Estep Score: -434537.750000 Penalty: 837.967957 Iteration 36Q: 3 clusters Score -434537.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8587 members Mstep: Class 2 contains 1394 members Entering Unmasked Estep Score: -434545.062500 Penalty: 837.967957 Iteration 37Q: 3 clusters Score -434545.1 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8632 members Mstep: Class 2 contains 1349 members Entering Unmasked Estep Score: -434555.937500 Penalty: 837.967957 Iteration 38Q: 3 clusters Score -434555.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8681 members Mstep: Class 2 contains 1300 members Entering Unmasked Estep Score: -434563.625000 Penalty: 837.967957 Iteration 39Q: 3 clusters Score -434563.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8713 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -434568.312500 Penalty: 837.967957 Iteration 40F: 3 clusters Score -434568.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8739 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -434571.562500 Penalty: 837.967957 Iteration 41Q: 3 clusters Score -434571.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8763 members Mstep: Class 2 contains 1218 members Entering Unmasked Estep Score: -434575.812500 Penalty: 837.967957 Iteration 42Q: 3 clusters Score -434575.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8789 members Mstep: Class 2 contains 1192 members Entering Unmasked Estep Score: -434580.468750 Penalty: 837.967957 Iteration 43Q: 3 clusters Score -434580.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8821 members Mstep: Class 2 contains 1160 members Entering Unmasked Estep Score: -434585.031250 Penalty: 837.967957 Iteration 44Q: 3 clusters Score -434585 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8838 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -434588.187500 Penalty: 837.967957 Iteration 45Q: 3 clusters Score -434588.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8854 members Mstep: Class 2 contains 1127 members Entering Unmasked Estep Score: -434590.718750 Penalty: 837.967957 Iteration 46Q: 3 clusters Score -434590.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8867 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -434592.593750 Penalty: 837.967957 Iteration 47Q: 3 clusters Score -434592.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8884 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -434594.781250 Penalty: 837.967957 Iteration 48Q: 3 clusters Score -434594.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8902 members Mstep: Class 2 contains 1079 members Entering Unmasked Estep Score: -434598.687500 Penalty: 837.967957 Iteration 49Q: 3 clusters Score -434598.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8923 members Mstep: Class 2 contains 1058 members Entering Unmasked Estep Score: -434602.781250 Penalty: 837.967957 Iteration 50Q: 3 clusters Score -434602.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8938 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -434604.375000 Penalty: 837.967957 Iteration 51Q: 3 clusters Score -434604.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8955 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -434606.531250 Penalty: 837.967957 Iteration 52Q: 3 clusters Score -434606.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8972 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -434607.750000 Penalty: 837.967957 Iteration 53Q: 3 clusters Score -434607.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8986 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -434610.656250 Penalty: 837.967957 Iteration 54Q: 3 clusters Score -434610.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9000 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -434613.187500 Penalty: 837.967957 Iteration 55Q: 3 clusters Score -434613.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9013 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -434615.500000 Penalty: 837.967957 Iteration 56Q: 3 clusters Score -434615.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9034 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -434618.437500 Penalty: 837.967957 Iteration 57Q: 3 clusters Score -434618.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9059 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -434623.218750 Penalty: 837.967957 Iteration 58Q: 3 clusters Score -434623.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9087 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -434631.250000 Penalty: 837.967957 Iteration 59Q: 3 clusters Score -434631.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9109 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -434636.187500 Penalty: 837.967957 Iteration 60F: 3 clusters Score -434636.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9130 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -434639.031250 Penalty: 837.967957 Iteration 61Q: 3 clusters Score -434639 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9152 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -434644.093750 Penalty: 837.967957 Iteration 62Q: 3 clusters Score -434644.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9182 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -434650.593750 Penalty: 837.967957 Iteration 63Q: 3 clusters Score -434650.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9205 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -434654.375000 Penalty: 837.967957 Iteration 64Q: 3 clusters Score -434654.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9223 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -434657.625000 Penalty: 837.967957 Iteration 65Q: 3 clusters Score -434657.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9241 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -434661.312500 Penalty: 837.967957 Iteration 66Q: 3 clusters Score -434661.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9254 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -434663.812500 Penalty: 837.967957 Iteration 67Q: 3 clusters Score -434663.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9266 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -434666.312500 Penalty: 837.967957 Iteration 68Q: 3 clusters Score -434666.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9277 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -434668.343750 Penalty: 837.967957 Iteration 69Q: 3 clusters Score -434668.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9290 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -434670.968750 Penalty: 837.967957 Iteration 70Q: 3 clusters Score -434671 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9304 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -434672.875000 Penalty: 837.967957 Iteration 71Q: 3 clusters Score -434672.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9311 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -434673.906250 Penalty: 837.967957 Iteration 72Q: 3 clusters Score -434673.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9322 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -434678.468750 Penalty: 837.967957 Iteration 73Q: 3 clusters Score -434678.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9336 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -434682.312500 Penalty: 837.967957 Iteration 74Q: 3 clusters Score -434682.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9352 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -434687.812500 Penalty: 837.967957 Iteration 75Q: 3 clusters Score -434687.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9367 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -434691.187500 Penalty: 837.967957 Iteration 76Q: 3 clusters Score -434691.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9381 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -434694.156250 Penalty: 837.967957 Iteration 77Q: 3 clusters Score -434694.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9395 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -434694.843750 Penalty: 837.967957 Iteration 78Q: 3 clusters Score -434694.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9407 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -434698.156250 Penalty: 837.967957 Iteration 79Q: 3 clusters Score -434698.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9419 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -434701.093750 Penalty: 837.967957 Iteration 80F: 3 clusters Score -434701.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9432 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -434704.343750 Penalty: 837.967957 Iteration 81Q: 3 clusters Score -434704.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9440 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -434706.812500 Penalty: 837.967957 Iteration 82Q: 3 clusters Score -434706.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9450 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -434711.156250 Penalty: 837.967957 Iteration 83Q: 3 clusters Score -434711.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9461 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -434717.000000 Penalty: 837.967957 Iteration 84Q: 3 clusters Score -434717 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9478 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -434722.218750 Penalty: 837.967957 Iteration 85Q: 3 clusters Score -434722.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9492 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -434726.531250 Penalty: 837.967957 Iteration 86Q: 3 clusters Score -434726.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9500 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -434728.187500 Penalty: 837.967957 Iteration 87Q: 3 clusters Score -434728.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9508 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -434731.750000 Penalty: 837.967957 Iteration 88Q: 3 clusters Score -434731.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9517 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -434734.906250 Penalty: 837.967957 Iteration 89Q: 3 clusters Score -434734.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9528 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -434737.593750 Penalty: 837.967957 Iteration 90Q: 3 clusters Score -434737.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9539 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -434740.000000 Penalty: 837.967957 Iteration 91Q: 3 clusters Score -434740 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9541 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -434741.781250 Penalty: 837.967957 Iteration 92Q: 3 clusters Score -434741.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9545 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -434740.843750 Penalty: 837.967957 Iteration 93Q: 3 clusters Score -434740.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9547 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -434742.406250 Penalty: 837.967957 Iteration 94Q: 3 clusters Score -434742.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9549 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -434741.906250 Penalty: 837.967957 Iteration 95Q: 3 clusters Score -434741.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9549 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -434741.906250 Penalty: 837.967957 Iteration 96F: 3 clusters Score -434741.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (6547 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6547 members Entering Unmasked Estep Score: -305204.843750 Penalty: 399.797668 Iteration 0F: 2 clusters Score -305204.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3279 members Mstep: Class 2 contains 3268 members Entering Unmasked Estep Score: -300820.781250 Penalty: 799.595337 Iteration 0F: 3 clusters Score -300820.8 nChanged 3018 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3119 members Mstep: Class 2 contains 3428 members Entering Unmasked Estep Score: -302745.187500 Penalty: 799.595337 Iteration 1F: 3 clusters Score -302745.2 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3037 members Mstep: Class 2 contains 3510 members Entering Unmasked Estep Score: -303117.875000 Penalty: 799.595337 Iteration 2F: 3 clusters Score -303117.9 nChanged 511 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2890 members Mstep: Class 2 contains 3657 members Entering Unmasked Estep Score: -303589.000000 Penalty: 799.595337 Iteration 3F: 3 clusters Score -303589 nChanged 519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2745 members Mstep: Class 2 contains 3802 members Entering Unmasked Estep Score: -304073.125000 Penalty: 799.595337 Iteration 4F: 3 clusters Score -304073.1 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2647 members Mstep: Class 2 contains 3900 members Entering Unmasked Estep Score: -304372.406250 Penalty: 799.595337 Iteration 5F: 3 clusters Score -304372.4 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2564 members Mstep: Class 2 contains 3983 members Entering Unmasked Estep Score: -304503.875000 Penalty: 799.595337 Iteration 6Q: 3 clusters Score -304503.9 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2510 members Mstep: Class 2 contains 4037 members Entering Unmasked Estep Score: -304560.312500 Penalty: 799.595337 Iteration 7Q: 3 clusters Score -304560.3 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2482 members Mstep: Class 2 contains 4065 members Entering Unmasked Estep Score: -304589.843750 Penalty: 799.595337 Iteration 8Q: 3 clusters Score -304589.8 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2451 members Mstep: Class 2 contains 4096 members Entering Unmasked Estep Score: -304607.593750 Penalty: 799.595337 Iteration 9Q: 3 clusters Score -304607.6 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2423 members Mstep: Class 2 contains 4124 members Entering Unmasked Estep Score: -304618.218750 Penalty: 799.595337 Iteration 10Q: 3 clusters Score -304618.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2401 members Mstep: Class 2 contains 4146 members Entering Unmasked Estep Score: -304623.062500 Penalty: 799.595337 Iteration 11Q: 3 clusters Score -304623.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2382 members Mstep: Class 2 contains 4165 members Entering Unmasked Estep Score: -304626.687500 Penalty: 799.595337 Iteration 12Q: 3 clusters Score -304626.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2360 members Mstep: Class 2 contains 4187 members Entering Unmasked Estep Score: -304629.000000 Penalty: 799.595337 Iteration 13Q: 3 clusters Score -304629 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2346 members Mstep: Class 2 contains 4201 members Entering Unmasked Estep Score: -304630.125000 Penalty: 799.595337 Iteration 14Q: 3 clusters Score -304630.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2329 members Mstep: Class 2 contains 4218 members Entering Unmasked Estep Score: -304632.781250 Penalty: 799.595337 Iteration 15Q: 3 clusters Score -304632.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2315 members Mstep: Class 2 contains 4232 members Entering Unmasked Estep Score: -304633.500000 Penalty: 799.595337 Iteration 16Q: 3 clusters Score -304633.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2300 members Mstep: Class 2 contains 4247 members Entering Unmasked Estep Score: -304634.687500 Penalty: 799.595337 Iteration 17Q: 3 clusters Score -304634.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2287 members Mstep: Class 2 contains 4260 members Entering Unmasked Estep Score: -304636.531250 Penalty: 799.595337 Iteration 18Q: 3 clusters Score -304636.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2271 members Mstep: Class 2 contains 4276 members Entering Unmasked Estep Score: -304638.656250 Penalty: 799.595337 Iteration 19Q: 3 clusters Score -304638.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2256 members Mstep: Class 2 contains 4291 members Entering Unmasked Estep Score: -304640.375000 Penalty: 799.595337 Iteration 20F: 3 clusters Score -304640.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2244 members Mstep: Class 2 contains 4303 members Entering Unmasked Estep Score: -304642.187500 Penalty: 799.595337 Iteration 21Q: 3 clusters Score -304642.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2230 members Mstep: Class 2 contains 4317 members Entering Unmasked Estep Score: -304642.750000 Penalty: 799.595337 Iteration 22Q: 3 clusters Score -304642.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2219 members Mstep: Class 2 contains 4328 members Entering Unmasked Estep Score: -304643.843750 Penalty: 799.595337 Iteration 23Q: 3 clusters Score -304643.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2209 members Mstep: Class 2 contains 4338 members Entering Unmasked Estep Score: -304644.750000 Penalty: 799.595337 Iteration 24Q: 3 clusters Score -304644.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2201 members Mstep: Class 2 contains 4346 members Entering Unmasked Estep Score: -304645.500000 Penalty: 799.595337 Iteration 25Q: 3 clusters Score -304645.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2188 members Mstep: Class 2 contains 4359 members Entering Unmasked Estep Score: -304647.718750 Penalty: 799.595337 Iteration 26Q: 3 clusters Score -304647.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2173 members Mstep: Class 2 contains 4374 members Entering Unmasked Estep Score: -304649.593750 Penalty: 799.595337 Iteration 27Q: 3 clusters Score -304649.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2154 members Mstep: Class 2 contains 4393 members Entering Unmasked Estep Score: -304651.750000 Penalty: 799.595337 Iteration 28Q: 3 clusters Score -304651.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2140 members Mstep: Class 2 contains 4407 members Entering Unmasked Estep Score: -304653.156250 Penalty: 799.595337 Iteration 29Q: 3 clusters Score -304653.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2124 members Mstep: Class 2 contains 4423 members Entering Unmasked Estep Score: -304654.531250 Penalty: 799.595337 Iteration 30Q: 3 clusters Score -304654.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2108 members Mstep: Class 2 contains 4439 members Entering Unmasked Estep Score: -304655.562500 Penalty: 799.595337 Iteration 31Q: 3 clusters Score -304655.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2094 members Mstep: Class 2 contains 4453 members Entering Unmasked Estep Score: -304657.687500 Penalty: 799.595337 Iteration 32Q: 3 clusters Score -304657.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2084 members Mstep: Class 2 contains 4463 members Entering Unmasked Estep Score: -304657.906250 Penalty: 799.595337 Iteration 33Q: 3 clusters Score -304657.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2071 members Mstep: Class 2 contains 4476 members Entering Unmasked Estep Score: -304660.031250 Penalty: 799.595337 Iteration 34Q: 3 clusters Score -304660 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2060 members Mstep: Class 2 contains 4487 members Entering Unmasked Estep Score: -304661.031250 Penalty: 799.595337 Iteration 35Q: 3 clusters Score -304661 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2049 members Mstep: Class 2 contains 4498 members Entering Unmasked Estep Score: -304662.687500 Penalty: 799.595337 Iteration 36Q: 3 clusters Score -304662.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2031 members Mstep: Class 2 contains 4516 members Entering Unmasked Estep Score: -304666.093750 Penalty: 799.595337 Iteration 37Q: 3 clusters Score -304666.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2011 members Mstep: Class 2 contains 4536 members Entering Unmasked Estep Score: -304670.156250 Penalty: 799.595337 Iteration 38Q: 3 clusters Score -304670.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1994 members Mstep: Class 2 contains 4553 members Entering Unmasked Estep Score: -304673.531250 Penalty: 799.595337 Iteration 39Q: 3 clusters Score -304673.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1977 members Mstep: Class 2 contains 4570 members Entering Unmasked Estep Score: -304675.375000 Penalty: 799.595337 Iteration 40F: 3 clusters Score -304675.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1967 members Mstep: Class 2 contains 4580 members Entering Unmasked Estep Score: -304677.437500 Penalty: 799.595337 Iteration 41Q: 3 clusters Score -304677.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1952 members Mstep: Class 2 contains 4595 members Entering Unmasked Estep Score: -304679.906250 Penalty: 799.595337 Iteration 42Q: 3 clusters Score -304679.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1938 members Mstep: Class 2 contains 4609 members Entering Unmasked Estep Score: -304680.687500 Penalty: 799.595337 Iteration 43Q: 3 clusters Score -304680.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1925 members Mstep: Class 2 contains 4622 members Entering Unmasked Estep Score: -304682.375000 Penalty: 799.595337 Iteration 44Q: 3 clusters Score -304682.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1911 members Mstep: Class 2 contains 4636 members Entering Unmasked Estep Score: -304684.281250 Penalty: 799.595337 Iteration 45Q: 3 clusters Score -304684.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1900 members Mstep: Class 2 contains 4647 members Entering Unmasked Estep Score: -304685.375000 Penalty: 799.595337 Iteration 46Q: 3 clusters Score -304685.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1889 members Mstep: Class 2 contains 4658 members Entering Unmasked Estep Score: -304687.437500 Penalty: 799.595337 Iteration 47Q: 3 clusters Score -304687.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1876 members Mstep: Class 2 contains 4671 members Entering Unmasked Estep Score: -304689.062500 Penalty: 799.595337 Iteration 48Q: 3 clusters Score -304689.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1863 members Mstep: Class 2 contains 4684 members Entering Unmasked Estep Score: -304690.156250 Penalty: 799.595337 Iteration 49Q: 3 clusters Score -304690.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1839 members Mstep: Class 2 contains 4708 members Entering Unmasked Estep Score: -304695.093750 Penalty: 799.595337 Iteration 50Q: 3 clusters Score -304695.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1809 members Mstep: Class 2 contains 4738 members Entering Unmasked Estep Score: -304700.000000 Penalty: 799.595337 Iteration 51Q: 3 clusters Score -304700 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1776 members Mstep: Class 2 contains 4771 members Entering Unmasked Estep Score: -304707.406250 Penalty: 799.595337 Iteration 52Q: 3 clusters Score -304707.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1745 members Mstep: Class 2 contains 4802 members Entering Unmasked Estep Score: -304713.218750 Penalty: 799.595337 Iteration 53Q: 3 clusters Score -304713.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1717 members Mstep: Class 2 contains 4830 members Entering Unmasked Estep Score: -304717.343750 Penalty: 799.595337 Iteration 54Q: 3 clusters Score -304717.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1701 members Mstep: Class 2 contains 4846 members Entering Unmasked Estep Score: -304718.406250 Penalty: 799.595337 Iteration 55Q: 3 clusters Score -304718.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1695 members Mstep: Class 2 contains 4852 members Entering Unmasked Estep Score: -304719.437500 Penalty: 799.595337 Iteration 56Q: 3 clusters Score -304719.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1687 members Mstep: Class 2 contains 4860 members Entering Unmasked Estep Score: -304721.093750 Penalty: 799.595337 Iteration 57Q: 3 clusters Score -304721.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1676 members Mstep: Class 2 contains 4871 members Entering Unmasked Estep Score: -304722.187500 Penalty: 799.595337 Iteration 58Q: 3 clusters Score -304722.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1666 members Mstep: Class 2 contains 4881 members Entering Unmasked Estep Score: -304722.906250 Penalty: 799.595337 Iteration 59Q: 3 clusters Score -304722.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1656 members Mstep: Class 2 contains 4891 members Entering Unmasked Estep Score: -304724.312500 Penalty: 799.595337 Iteration 60F: 3 clusters Score -304724.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1652 members Mstep: Class 2 contains 4895 members Entering Unmasked Estep Score: -304724.312500 Penalty: 799.595337 Iteration 61Q: 3 clusters Score -304724.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1651 members Mstep: Class 2 contains 4896 members Entering Unmasked Estep Score: -304724.250000 Penalty: 799.595337 Iteration 62Q: 3 clusters Score -304724.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1650 members Mstep: Class 2 contains 4897 members Entering Unmasked Estep Score: -304723.812500 Penalty: 799.595337 Iteration 63Q: 3 clusters Score -304723.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1648 members Mstep: Class 2 contains 4899 members Entering Unmasked Estep Score: -304724.125000 Penalty: 799.595337 Iteration 64Q: 3 clusters Score -304724.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1645 members Mstep: Class 2 contains 4902 members Entering Unmasked Estep Score: -304724.468750 Penalty: 799.595337 Iteration 65Q: 3 clusters Score -304724.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1643 members Mstep: Class 2 contains 4904 members Entering Unmasked Estep Score: -304724.625000 Penalty: 799.595337 Iteration 66Q: 3 clusters Score -304724.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1642 members Mstep: Class 2 contains 4905 members Entering Unmasked Estep Score: -304725.125000 Penalty: 799.595337 Iteration 67Q: 3 clusters Score -304725.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1642 members Mstep: Class 2 contains 4905 members Entering Unmasked Estep Score: -304725.468750 Penalty: 799.595337 Iteration 68Q: 3 clusters Score -304725.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1638 members Mstep: Class 2 contains 4909 members Entering Unmasked Estep Score: -304725.343750 Penalty: 799.595337 Iteration 69Q: 3 clusters Score -304725.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1636 members Mstep: Class 2 contains 4911 members Entering Unmasked Estep Score: -304725.781250 Penalty: 799.595337 Iteration 70Q: 3 clusters Score -304725.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1634 members Mstep: Class 2 contains 4913 members Entering Unmasked Estep Score: -304726.312500 Penalty: 799.595337 Iteration 71Q: 3 clusters Score -304726.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1631 members Mstep: Class 2 contains 4916 members Entering Unmasked Estep Score: -304725.593750 Penalty: 799.595337 Iteration 72Q: 3 clusters Score -304725.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1629 members Mstep: Class 2 contains 4918 members Entering Unmasked Estep Score: -304726.718750 Penalty: 799.595337 Iteration 73Q: 3 clusters Score -304726.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1624 members Mstep: Class 2 contains 4923 members Entering Unmasked Estep Score: -304726.468750 Penalty: 799.595337 Iteration 74Q: 3 clusters Score -304726.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1622 members Mstep: Class 2 contains 4925 members Entering Unmasked Estep Score: -304726.937500 Penalty: 799.595337 Iteration 75Q: 3 clusters Score -304726.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1620 members Mstep: Class 2 contains 4927 members Entering Unmasked Estep Score: -304727.125000 Penalty: 799.595337 Iteration 76Q: 3 clusters Score -304727.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1618 members Mstep: Class 2 contains 4929 members Entering Unmasked Estep Score: -304727.687500 Penalty: 799.595337 Iteration 77Q: 3 clusters Score -304727.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1615 members Mstep: Class 2 contains 4932 members Entering Unmasked Estep Score: -304727.843750 Penalty: 799.595337 Iteration 78Q: 3 clusters Score -304727.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1612 members Mstep: Class 2 contains 4935 members Entering Unmasked Estep Score: -304727.531250 Penalty: 799.595337 Iteration 79Q: 3 clusters Score -304727.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1611 members Mstep: Class 2 contains 4936 members Entering Unmasked Estep Score: -304727.750000 Penalty: 799.595337 Iteration 80F: 3 clusters Score -304727.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (21029 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21029 members Entering Unmasked Estep Score: -880715.375000 Penalty: 452.891449 Iteration 0F: 2 clusters Score -880715.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10519 members Mstep: Class 2 contains 10510 members Entering Unmasked Estep Score: -866800.625000 Penalty: 905.782898 Iteration 0F: 3 clusters Score -866800.6 nChanged 9960 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10763 members Mstep: Class 2 contains 10266 members Entering Unmasked Estep Score: -872956.875000 Penalty: 905.782898 Iteration 1F: 3 clusters Score -872956.9 nChanged 1212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11019 members Mstep: Class 2 contains 10010 members Entering Unmasked Estep Score: -873687.125000 Penalty: 905.782898 Iteration 2F: 3 clusters Score -873687.1 nChanged 1375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11442 members Mstep: Class 2 contains 9587 members Entering Unmasked Estep Score: -874720.250000 Penalty: 905.782898 Iteration 3F: 3 clusters Score -874720.2 nChanged 1613 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11989 members Mstep: Class 2 contains 9040 members Entering Unmasked Estep Score: -876108.062500 Penalty: 905.782898 Iteration 4F: 3 clusters Score -876108.1 nChanged 1600 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12579 members Mstep: Class 2 contains 8450 members Entering Unmasked Estep Score: -877434.687500 Penalty: 905.782898 Iteration 5F: 3 clusters Score -877434.7 nChanged 1187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13004 members Mstep: Class 2 contains 8025 members Entering Unmasked Estep Score: -878224.562500 Penalty: 905.782898 Iteration 6F: 3 clusters Score -878224.6 nChanged 802 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13430 members Mstep: Class 2 contains 7599 members Entering Unmasked Estep Score: -878763.750000 Penalty: 905.782898 Iteration 7Q: 3 clusters Score -878763.8 nChanged 627 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13841 members Mstep: Class 2 contains 7188 members Entering Unmasked Estep Score: -879247.562500 Penalty: 905.782898 Iteration 8Q: 3 clusters Score -879247.6 nChanged 527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14180 members Mstep: Class 2 contains 6849 members Entering Unmasked Estep Score: -879612.562500 Penalty: 905.782898 Iteration 9Q: 3 clusters Score -879612.6 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14457 members Mstep: Class 2 contains 6572 members Entering Unmasked Estep Score: -879841.187500 Penalty: 905.782898 Iteration 10Q: 3 clusters Score -879841.2 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14664 members Mstep: Class 2 contains 6365 members Entering Unmasked Estep Score: -879986.375000 Penalty: 905.782898 Iteration 11Q: 3 clusters Score -879986.4 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14887 members Mstep: Class 2 contains 6142 members Entering Unmasked Estep Score: -880102.937500 Penalty: 905.782898 Iteration 12Q: 3 clusters Score -880102.9 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15071 members Mstep: Class 2 contains 5958 members Entering Unmasked Estep Score: -880173.250000 Penalty: 905.782898 Iteration 13Q: 3 clusters Score -880173.2 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15221 members Mstep: Class 2 contains 5808 members Entering Unmasked Estep Score: -880221.375000 Penalty: 905.782898 Iteration 14Q: 3 clusters Score -880221.4 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15368 members Mstep: Class 2 contains 5661 members Entering Unmasked Estep Score: -880254.687500 Penalty: 905.782898 Iteration 15Q: 3 clusters Score -880254.7 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15492 members Mstep: Class 2 contains 5537 members Entering Unmasked Estep Score: -880282.437500 Penalty: 905.782898 Iteration 16Q: 3 clusters Score -880282.4 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15620 members Mstep: Class 2 contains 5409 members Entering Unmasked Estep Score: -880304.000000 Penalty: 905.782898 Iteration 17Q: 3 clusters Score -880304 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15713 members Mstep: Class 2 contains 5316 members Entering Unmasked Estep Score: -880318.062500 Penalty: 905.782898 Iteration 18Q: 3 clusters Score -880318.1 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15797 members Mstep: Class 2 contains 5232 members Entering Unmasked Estep Score: -880330.437500 Penalty: 905.782898 Iteration 19Q: 3 clusters Score -880330.4 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15859 members Mstep: Class 2 contains 5170 members Entering Unmasked Estep Score: -880336.750000 Penalty: 905.782898 Iteration 20F: 3 clusters Score -880336.8 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15910 members Mstep: Class 2 contains 5119 members Entering Unmasked Estep Score: -880340.437500 Penalty: 905.782898 Iteration 21Q: 3 clusters Score -880340.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15954 members Mstep: Class 2 contains 5075 members Entering Unmasked Estep Score: -880343.062500 Penalty: 905.782898 Iteration 22Q: 3 clusters Score -880343.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15994 members Mstep: Class 2 contains 5035 members Entering Unmasked Estep Score: -880346.750000 Penalty: 905.782898 Iteration 23Q: 3 clusters Score -880346.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16037 members Mstep: Class 2 contains 4992 members Entering Unmasked Estep Score: -880349.937500 Penalty: 905.782898 Iteration 24Q: 3 clusters Score -880349.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16072 members Mstep: Class 2 contains 4957 members Entering Unmasked Estep Score: -880350.562500 Penalty: 905.782898 Iteration 25Q: 3 clusters Score -880350.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16101 members Mstep: Class 2 contains 4928 members Entering Unmasked Estep Score: -880353.312500 Penalty: 905.782898 Iteration 26Q: 3 clusters Score -880353.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16133 members Mstep: Class 2 contains 4896 members Entering Unmasked Estep Score: -880352.500000 Penalty: 905.782898 Iteration 27Q: 3 clusters Score -880352.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16164 members Mstep: Class 2 contains 4865 members Entering Unmasked Estep Score: -880354.062500 Penalty: 905.782898 Iteration 28Q: 3 clusters Score -880354.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16193 members Mstep: Class 2 contains 4836 members Entering Unmasked Estep Score: -880357.875000 Penalty: 905.782898 Iteration 29Q: 3 clusters Score -880357.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16221 members Mstep: Class 2 contains 4808 members Entering Unmasked Estep Score: -880360.687500 Penalty: 905.782898 Iteration 30Q: 3 clusters Score -880360.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16256 members Mstep: Class 2 contains 4773 members Entering Unmasked Estep Score: -880358.312500 Penalty: 905.782898 Iteration 31Q: 3 clusters Score -880358.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16280 members Mstep: Class 2 contains 4749 members Entering Unmasked Estep Score: -880359.562500 Penalty: 905.782898 Iteration 32Q: 3 clusters Score -880359.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16302 members Mstep: Class 2 contains 4727 members Entering Unmasked Estep Score: -880360.687500 Penalty: 905.782898 Iteration 33Q: 3 clusters Score -880360.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16328 members Mstep: Class 2 contains 4701 members Entering Unmasked Estep Score: -880363.562500 Penalty: 905.782898 Iteration 34Q: 3 clusters Score -880363.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16352 members Mstep: Class 2 contains 4677 members Entering Unmasked Estep Score: -880365.312500 Penalty: 905.782898 Iteration 35Q: 3 clusters Score -880365.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16383 members Mstep: Class 2 contains 4646 members Entering Unmasked Estep Score: -880367.750000 Penalty: 905.782898 Iteration 36Q: 3 clusters Score -880367.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16408 members Mstep: Class 2 contains 4621 members Entering Unmasked Estep Score: -880367.062500 Penalty: 905.782898 Iteration 37Q: 3 clusters Score -880367.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16426 members Mstep: Class 2 contains 4603 members Entering Unmasked Estep Score: -880368.937500 Penalty: 905.782898 Iteration 38Q: 3 clusters Score -880368.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16443 members Mstep: Class 2 contains 4586 members Entering Unmasked Estep Score: -880369.937500 Penalty: 905.782898 Iteration 39Q: 3 clusters Score -880369.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16459 members Mstep: Class 2 contains 4570 members Entering Unmasked Estep Score: -880371.000000 Penalty: 905.782898 Iteration 40F: 3 clusters Score -880371 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16478 members Mstep: Class 2 contains 4551 members Entering Unmasked Estep Score: -880375.125000 Penalty: 905.782898 Iteration 41Q: 3 clusters Score -880375.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16502 members Mstep: Class 2 contains 4527 members Entering Unmasked Estep Score: -880377.625000 Penalty: 905.782898 Iteration 42Q: 3 clusters Score -880377.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16528 members Mstep: Class 2 contains 4501 members Entering Unmasked Estep Score: -880378.687500 Penalty: 905.782898 Iteration 43Q: 3 clusters Score -880378.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16558 members Mstep: Class 2 contains 4471 members Entering Unmasked Estep Score: -880383.312500 Penalty: 905.782898 Iteration 44Q: 3 clusters Score -880383.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16579 members Mstep: Class 2 contains 4450 members Entering Unmasked Estep Score: -880382.250000 Penalty: 905.782898 Iteration 45Q: 3 clusters Score -880382.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16606 members Mstep: Class 2 contains 4423 members Entering Unmasked Estep Score: -880385.750000 Penalty: 905.782898 Iteration 46Q: 3 clusters Score -880385.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16637 members Mstep: Class 2 contains 4392 members Entering Unmasked Estep Score: -880387.500000 Penalty: 905.782898 Iteration 47Q: 3 clusters Score -880387.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16660 members Mstep: Class 2 contains 4369 members Entering Unmasked Estep Score: -880390.125000 Penalty: 905.782898 Iteration 48Q: 3 clusters Score -880390.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16684 members Mstep: Class 2 contains 4345 members Entering Unmasked Estep Score: -880391.437500 Penalty: 905.782898 Iteration 49Q: 3 clusters Score -880391.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16711 members Mstep: Class 2 contains 4318 members Entering Unmasked Estep Score: -880389.812500 Penalty: 905.782898 Iteration 50Q: 3 clusters Score -880389.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16738 members Mstep: Class 2 contains 4291 members Entering Unmasked Estep Score: -880393.562500 Penalty: 905.782898 Iteration 51Q: 3 clusters Score -880393.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16767 members Mstep: Class 2 contains 4262 members Entering Unmasked Estep Score: -880396.312500 Penalty: 905.782898 Iteration 52Q: 3 clusters Score -880396.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16789 members Mstep: Class 2 contains 4240 members Entering Unmasked Estep Score: -880398.187500 Penalty: 905.782898 Iteration 53Q: 3 clusters Score -880398.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16815 members Mstep: Class 2 contains 4214 members Entering Unmasked Estep Score: -880400.687500 Penalty: 905.782898 Iteration 54Q: 3 clusters Score -880400.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16833 members Mstep: Class 2 contains 4196 members Entering Unmasked Estep Score: -880399.812500 Penalty: 905.782898 Iteration 55Q: 3 clusters Score -880399.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16849 members Mstep: Class 2 contains 4180 members Entering Unmasked Estep Score: -880399.812500 Penalty: 905.782898 Iteration 56Q: 3 clusters Score -880399.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16870 members Mstep: Class 2 contains 4159 members Entering Unmasked Estep Score: -880403.062500 Penalty: 905.782898 Iteration 57Q: 3 clusters Score -880403.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16898 members Mstep: Class 2 contains 4131 members Entering Unmasked Estep Score: -880403.500000 Penalty: 905.782898 Iteration 58Q: 3 clusters Score -880403.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16931 members Mstep: Class 2 contains 4098 members Entering Unmasked Estep Score: -880408.062500 Penalty: 905.782898 Iteration 59Q: 3 clusters Score -880408.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16967 members Mstep: Class 2 contains 4062 members Entering Unmasked Estep Score: -880409.937500 Penalty: 905.782898 Iteration 60F: 3 clusters Score -880409.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17004 members Mstep: Class 2 contains 4025 members Entering Unmasked Estep Score: -880414.562500 Penalty: 905.782898 Iteration 61Q: 3 clusters Score -880414.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17040 members Mstep: Class 2 contains 3989 members Entering Unmasked Estep Score: -880415.875000 Penalty: 905.782898 Iteration 62Q: 3 clusters Score -880415.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17072 members Mstep: Class 2 contains 3957 members Entering Unmasked Estep Score: -880416.937500 Penalty: 905.782898 Iteration 63Q: 3 clusters Score -880416.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17100 members Mstep: Class 2 contains 3929 members Entering Unmasked Estep Score: -880419.250000 Penalty: 905.782898 Iteration 64Q: 3 clusters Score -880419.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17127 members Mstep: Class 2 contains 3902 members Entering Unmasked Estep Score: -880421.000000 Penalty: 905.782898 Iteration 65Q: 3 clusters Score -880421 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17140 members Mstep: Class 2 contains 3889 members Entering Unmasked Estep Score: -880422.437500 Penalty: 905.782898 Iteration 66Q: 3 clusters Score -880422.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17149 members Mstep: Class 2 contains 3880 members Entering Unmasked Estep Score: -880426.062500 Penalty: 905.782898 Iteration 67Q: 3 clusters Score -880426.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17160 members Mstep: Class 2 contains 3869 members Entering Unmasked Estep Score: -880425.062500 Penalty: 905.782898 Iteration 68Q: 3 clusters Score -880425.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17170 members Mstep: Class 2 contains 3859 members Entering Unmasked Estep Score: -880424.437500 Penalty: 905.782898 Iteration 69Q: 3 clusters Score -880424.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17180 members Mstep: Class 2 contains 3849 members Entering Unmasked Estep Score: -880426.000000 Penalty: 905.782898 Iteration 70Q: 3 clusters Score -880426 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17188 members Mstep: Class 2 contains 3841 members Entering Unmasked Estep Score: -880425.312500 Penalty: 905.782898 Iteration 71Q: 3 clusters Score -880425.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17199 members Mstep: Class 2 contains 3830 members Entering Unmasked Estep Score: -880427.437500 Penalty: 905.782898 Iteration 72Q: 3 clusters Score -880427.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17216 members Mstep: Class 2 contains 3813 members Entering Unmasked Estep Score: -880430.000000 Penalty: 905.782898 Iteration 73Q: 3 clusters Score -880430 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17241 members Mstep: Class 2 contains 3788 members Entering Unmasked Estep Score: -880429.125000 Penalty: 905.782898 Iteration 74Q: 3 clusters Score -880429.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17253 members Mstep: Class 2 contains 3776 members Entering Unmasked Estep Score: -880430.250000 Penalty: 905.782898 Iteration 75Q: 3 clusters Score -880430.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17261 members Mstep: Class 2 contains 3768 members Entering Unmasked Estep Score: -880428.875000 Penalty: 905.782898 Iteration 76Q: 3 clusters Score -880428.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17269 members Mstep: Class 2 contains 3760 members Entering Unmasked Estep Score: -880429.437500 Penalty: 905.782898 Iteration 77Q: 3 clusters Score -880429.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17279 members Mstep: Class 2 contains 3750 members Entering Unmasked Estep Score: -880430.500000 Penalty: 905.782898 Iteration 78Q: 3 clusters Score -880430.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17290 members Mstep: Class 2 contains 3739 members Entering Unmasked Estep Score: -880432.562500 Penalty: 905.782898 Iteration 79Q: 3 clusters Score -880432.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17300 members Mstep: Class 2 contains 3729 members Entering Unmasked Estep Score: -880432.750000 Penalty: 905.782898 Iteration 80F: 3 clusters Score -880432.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17315 members Mstep: Class 2 contains 3714 members Entering Unmasked Estep Score: -880433.500000 Penalty: 905.782898 Iteration 81Q: 3 clusters Score -880433.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17327 members Mstep: Class 2 contains 3702 members Entering Unmasked Estep Score: -880434.437500 Penalty: 905.782898 Iteration 82Q: 3 clusters Score -880434.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17339 members Mstep: Class 2 contains 3690 members Entering Unmasked Estep Score: -880433.437500 Penalty: 905.782898 Iteration 83Q: 3 clusters Score -880433.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17355 members Mstep: Class 2 contains 3674 members Entering Unmasked Estep Score: -880434.500000 Penalty: 905.782898 Iteration 84Q: 3 clusters Score -880434.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17371 members Mstep: Class 2 contains 3658 members Entering Unmasked Estep Score: -880434.437500 Penalty: 905.782898 Iteration 85Q: 3 clusters Score -880434.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17384 members Mstep: Class 2 contains 3645 members Entering Unmasked Estep Score: -880437.437500 Penalty: 905.782898 Iteration 86Q: 3 clusters Score -880437.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17398 members Mstep: Class 2 contains 3631 members Entering Unmasked Estep Score: -880437.125000 Penalty: 905.782898 Iteration 87Q: 3 clusters Score -880437.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17409 members Mstep: Class 2 contains 3620 members Entering Unmasked Estep Score: -880438.500000 Penalty: 905.782898 Iteration 88Q: 3 clusters Score -880438.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17427 members Mstep: Class 2 contains 3602 members Entering Unmasked Estep Score: -880441.500000 Penalty: 905.782898 Iteration 89Q: 3 clusters Score -880441.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17446 members Mstep: Class 2 contains 3583 members Entering Unmasked Estep Score: -880440.875000 Penalty: 905.782898 Iteration 90Q: 3 clusters Score -880440.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17469 members Mstep: Class 2 contains 3560 members Entering Unmasked Estep Score: -880442.750000 Penalty: 905.782898 Iteration 91Q: 3 clusters Score -880442.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17493 members Mstep: Class 2 contains 3536 members Entering Unmasked Estep Score: -880443.000000 Penalty: 905.782898 Iteration 92Q: 3 clusters Score -880443 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17520 members Mstep: Class 2 contains 3509 members Entering Unmasked Estep Score: -880445.312500 Penalty: 905.782898 Iteration 93Q: 3 clusters Score -880445.3 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17555 members Mstep: Class 2 contains 3474 members Entering Unmasked Estep Score: -880449.562500 Penalty: 905.782898 Iteration 94Q: 3 clusters Score -880449.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17584 members Mstep: Class 2 contains 3445 members Entering Unmasked Estep Score: -880454.437500 Penalty: 905.782898 Iteration 95Q: 3 clusters Score -880454.4 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17625 members Mstep: Class 2 contains 3404 members Entering Unmasked Estep Score: -880458.250000 Penalty: 905.782898 Iteration 96Q: 3 clusters Score -880458.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17657 members Mstep: Class 2 contains 3372 members Entering Unmasked Estep Score: -880461.250000 Penalty: 905.782898 Iteration 97Q: 3 clusters Score -880461.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17697 members Mstep: Class 2 contains 3332 members Entering Unmasked Estep Score: -880464.187500 Penalty: 905.782898 Iteration 98Q: 3 clusters Score -880464.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17729 members Mstep: Class 2 contains 3300 members Entering Unmasked Estep Score: -880467.500000 Penalty: 905.782898 Iteration 99Q: 3 clusters Score -880467.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17757 members Mstep: Class 2 contains 3272 members Entering Unmasked Estep Score: -880471.812500 Penalty: 905.782898 Iteration 100F: 3 clusters Score -880471.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17783 members Mstep: Class 2 contains 3246 members Entering Unmasked Estep Score: -880473.562500 Penalty: 905.782898 Iteration 101Q: 3 clusters Score -880473.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17808 members Mstep: Class 2 contains 3221 members Entering Unmasked Estep Score: -880473.000000 Penalty: 905.782898 Iteration 102Q: 3 clusters Score -880473 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17829 members Mstep: Class 2 contains 3200 members Entering Unmasked Estep Score: -880475.812500 Penalty: 905.782898 Iteration 103Q: 3 clusters Score -880475.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17849 members Mstep: Class 2 contains 3180 members Entering Unmasked Estep Score: -880472.062500 Penalty: 905.782898 Iteration 104Q: 3 clusters Score -880472.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17865 members Mstep: Class 2 contains 3164 members Entering Unmasked Estep Score: -880472.625000 Penalty: 905.782898 Iteration 105Q: 3 clusters Score -880472.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17881 members Mstep: Class 2 contains 3148 members Entering Unmasked Estep Score: -880476.125000 Penalty: 905.782898 Iteration 106Q: 3 clusters Score -880476.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17901 members Mstep: Class 2 contains 3128 members Entering Unmasked Estep Score: -880478.625000 Penalty: 905.782898 Iteration 107Q: 3 clusters Score -880478.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17917 members Mstep: Class 2 contains 3112 members Entering Unmasked Estep Score: -880480.937500 Penalty: 905.782898 Iteration 108Q: 3 clusters Score -880480.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17933 members Mstep: Class 2 contains 3096 members Entering Unmasked Estep Score: -880483.562500 Penalty: 905.782898 Iteration 109Q: 3 clusters Score -880483.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17957 members Mstep: Class 2 contains 3072 members Entering Unmasked Estep Score: -880484.250000 Penalty: 905.782898 Iteration 110Q: 3 clusters Score -880484.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17988 members Mstep: Class 2 contains 3041 members Entering Unmasked Estep Score: -880487.437500 Penalty: 905.782898 Iteration 111Q: 3 clusters Score -880487.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18014 members Mstep: Class 2 contains 3015 members Entering Unmasked Estep Score: -880489.625000 Penalty: 905.782898 Iteration 112Q: 3 clusters Score -880489.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18043 members Mstep: Class 2 contains 2986 members Entering Unmasked Estep Score: -880490.625000 Penalty: 905.782898 Iteration 113Q: 3 clusters Score -880490.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18070 members Mstep: Class 2 contains 2959 members Entering Unmasked Estep Score: -880497.125000 Penalty: 905.782898 Iteration 114Q: 3 clusters Score -880497.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18097 members Mstep: Class 2 contains 2932 members Entering Unmasked Estep Score: -880498.000000 Penalty: 905.782898 Iteration 115Q: 3 clusters Score -880498 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18117 members Mstep: Class 2 contains 2912 members Entering Unmasked Estep Score: -880498.812500 Penalty: 905.782898 Iteration 116Q: 3 clusters Score -880498.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18134 members Mstep: Class 2 contains 2895 members Entering Unmasked Estep Score: -880498.250000 Penalty: 905.782898 Iteration 117Q: 3 clusters Score -880498.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18150 members Mstep: Class 2 contains 2879 members Entering Unmasked Estep Score: -880499.687500 Penalty: 905.782898 Iteration 118Q: 3 clusters Score -880499.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18162 members Mstep: Class 2 contains 2867 members Entering Unmasked Estep Score: -880503.500000 Penalty: 905.782898 Iteration 119Q: 3 clusters Score -880503.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18175 members Mstep: Class 2 contains 2854 members Entering Unmasked Estep Score: -880502.250000 Penalty: 905.782898 Iteration 120F: 3 clusters Score -880502.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18187 members Mstep: Class 2 contains 2842 members Entering Unmasked Estep Score: -880504.812500 Penalty: 905.782898 Iteration 121Q: 3 clusters Score -880504.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18194 members Mstep: Class 2 contains 2835 members Entering Unmasked Estep Score: -880503.562500 Penalty: 905.782898 Iteration 122Q: 3 clusters Score -880503.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18203 members Mstep: Class 2 contains 2826 members Entering Unmasked Estep Score: -880503.750000 Penalty: 905.782898 Iteration 123Q: 3 clusters Score -880503.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18215 members Mstep: Class 2 contains 2814 members Entering Unmasked Estep Score: -880503.562500 Penalty: 905.782898 Iteration 124Q: 3 clusters Score -880503.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18229 members Mstep: Class 2 contains 2800 members Entering Unmasked Estep Score: -880505.062500 Penalty: 905.782898 Iteration 125Q: 3 clusters Score -880505.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18236 members Mstep: Class 2 contains 2793 members Entering Unmasked Estep Score: -880505.500000 Penalty: 905.782898 Iteration 126Q: 3 clusters Score -880505.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18243 members Mstep: Class 2 contains 2786 members Entering Unmasked Estep Score: -880506.187500 Penalty: 905.782898 Iteration 127Q: 3 clusters Score -880506.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18250 members Mstep: Class 2 contains 2779 members Entering Unmasked Estep Score: -880508.375000 Penalty: 905.782898 Iteration 128Q: 3 clusters Score -880508.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18258 members Mstep: Class 2 contains 2771 members Entering Unmasked Estep Score: -880508.375000 Penalty: 905.782898 Iteration 129Q: 3 clusters Score -880508.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18270 members Mstep: Class 2 contains 2759 members Entering Unmasked Estep Score: -880508.562500 Penalty: 905.782898 Iteration 130Q: 3 clusters Score -880508.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18284 members Mstep: Class 2 contains 2745 members Entering Unmasked Estep Score: -880508.312500 Penalty: 905.782898 Iteration 131Q: 3 clusters Score -880508.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18292 members Mstep: Class 2 contains 2737 members Entering Unmasked Estep Score: -880508.125000 Penalty: 905.782898 Iteration 132Q: 3 clusters Score -880508.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18302 members Mstep: Class 2 contains 2727 members Entering Unmasked Estep Score: -880510.250000 Penalty: 905.782898 Iteration 133Q: 3 clusters Score -880510.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18310 members Mstep: Class 2 contains 2719 members Entering Unmasked Estep Score: -880508.750000 Penalty: 905.782898 Iteration 134Q: 3 clusters Score -880508.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18320 members Mstep: Class 2 contains 2709 members Entering Unmasked Estep Score: -880509.437500 Penalty: 905.782898 Iteration 135Q: 3 clusters Score -880509.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18327 members Mstep: Class 2 contains 2702 members Entering Unmasked Estep Score: -880509.687500 Penalty: 905.782898 Iteration 136Q: 3 clusters Score -880509.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18335 members Mstep: Class 2 contains 2694 members Entering Unmasked Estep Score: -880511.062500 Penalty: 905.782898 Iteration 137Q: 3 clusters Score -880511.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18346 members Mstep: Class 2 contains 2683 members Entering Unmasked Estep Score: -880511.687500 Penalty: 905.782898 Iteration 138Q: 3 clusters Score -880511.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18360 members Mstep: Class 2 contains 2669 members Entering Unmasked Estep Score: -880513.062500 Penalty: 905.782898 Iteration 139Q: 3 clusters Score -880513.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18376 members Mstep: Class 2 contains 2653 members Entering Unmasked Estep Score: -880514.937500 Penalty: 905.782898 Iteration 140F: 3 clusters Score -880514.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18398 members Mstep: Class 2 contains 2631 members Entering Unmasked Estep Score: -880516.312500 Penalty: 905.782898 Iteration 141Q: 3 clusters Score -880516.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18418 members Mstep: Class 2 contains 2611 members Entering Unmasked Estep Score: -880518.937500 Penalty: 905.782898 Iteration 142Q: 3 clusters Score -880518.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18438 members Mstep: Class 2 contains 2591 members Entering Unmasked Estep Score: -880521.250000 Penalty: 905.782898 Iteration 143Q: 3 clusters Score -880521.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18455 members Mstep: Class 2 contains 2574 members Entering Unmasked Estep Score: -880522.000000 Penalty: 905.782898 Iteration 144Q: 3 clusters Score -880522 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18472 members Mstep: Class 2 contains 2557 members Entering Unmasked Estep Score: -880524.250000 Penalty: 905.782898 Iteration 145Q: 3 clusters Score -880524.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18489 members Mstep: Class 2 contains 2540 members Entering Unmasked Estep Score: -880525.875000 Penalty: 905.782898 Iteration 146Q: 3 clusters Score -880525.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18503 members Mstep: Class 2 contains 2526 members Entering Unmasked Estep Score: -880525.000000 Penalty: 905.782898 Iteration 147Q: 3 clusters Score -880525 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18511 members Mstep: Class 2 contains 2518 members Entering Unmasked Estep Score: -880525.812500 Penalty: 905.782898 Iteration 148Q: 3 clusters Score -880525.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18519 members Mstep: Class 2 contains 2510 members Entering Unmasked Estep Score: -880526.312500 Penalty: 905.782898 Iteration 149Q: 3 clusters Score -880526.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18524 members Mstep: Class 2 contains 2505 members Entering Unmasked Estep Score: -880526.062500 Penalty: 905.782898 Iteration 150Q: 3 clusters Score -880526.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18528 members Mstep: Class 2 contains 2501 members Entering Unmasked Estep Score: -880525.562500 Penalty: 905.782898 Iteration 151Q: 3 clusters Score -880525.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18533 members Mstep: Class 2 contains 2496 members Entering Unmasked Estep Score: -880527.437500 Penalty: 905.782898 Iteration 152Q: 3 clusters Score -880527.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18536 members Mstep: Class 2 contains 2493 members Entering Unmasked Estep Score: -880529.125000 Penalty: 905.782898 Iteration 153Q: 3 clusters Score -880529.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18538 members Mstep: Class 2 contains 2491 members Entering Unmasked Estep Score: -880527.000000 Penalty: 905.782898 Iteration 154Q: 3 clusters Score -880527 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18540 members Mstep: Class 2 contains 2489 members Entering Unmasked Estep Score: -880527.125000 Penalty: 905.782898 Iteration 155Q: 3 clusters Score -880527.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18541 members Mstep: Class 2 contains 2488 members Entering Unmasked Estep Score: -880528.500000 Penalty: 905.782898 Iteration 156Q: 3 clusters Score -880528.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18543 members Mstep: Class 2 contains 2486 members Entering Unmasked Estep Score: -880528.812500 Penalty: 905.782898 Iteration 157Q: 3 clusters Score -880528.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18545 members Mstep: Class 2 contains 2484 members Entering Unmasked Estep Score: -880528.812500 Penalty: 905.782898 Iteration 158Q: 3 clusters Score -880528.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18547 members Mstep: Class 2 contains 2482 members Entering Unmasked Estep Score: -880528.375000 Penalty: 905.782898 Iteration 159Q: 3 clusters Score -880528.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18548 members Mstep: Class 2 contains 2481 members Entering Unmasked Estep Score: -880528.875000 Penalty: 905.782898 Iteration 160F: 3 clusters Score -880528.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18549 members Mstep: Class 2 contains 2480 members Entering Unmasked Estep Score: -880529.437500 Penalty: 905.782898 Iteration 161Q: 3 clusters Score -880529.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18549 members Mstep: Class 2 contains 2480 members Entering Unmasked Estep Score: -880529.437500 Penalty: 905.782898 Iteration 162F: 3 clusters Score -880529.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (31084 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31084 members Entering Unmasked Estep Score: -1373790.000000 Penalty: 470.672394 Iteration 0F: 2 clusters Score -1373790 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15654 members Mstep: Class 2 contains 15430 members Entering Unmasked Estep Score: -1353084.750000 Penalty: 941.344788 Iteration 0F: 3 clusters Score -1353085 nChanged 14912 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16364 members Mstep: Class 2 contains 14720 members Entering Unmasked Estep Score: -1361712.125000 Penalty: 941.344788 Iteration 1F: 3 clusters Score -1361712 nChanged 949 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16627 members Mstep: Class 2 contains 14457 members Entering Unmasked Estep Score: -1361962.750000 Penalty: 941.344788 Iteration 2Q: 3 clusters Score -1361963 nChanged 1028 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16991 members Mstep: Class 2 contains 14093 members Entering Unmasked Estep Score: -1362303.625000 Penalty: 941.344788 Iteration 3Q: 3 clusters Score -1362304 nChanged 1194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17601 members Mstep: Class 2 contains 13483 members Entering Unmasked Estep Score: -1362838.375000 Penalty: 941.344788 Iteration 4Q: 3 clusters Score -1362838 nChanged 1403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18442 members Mstep: Class 2 contains 12642 members Entering Unmasked Estep Score: -1363593.375000 Penalty: 941.344788 Iteration 5Q: 3 clusters Score -1363593 nChanged 1633 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19679 members Mstep: Class 2 contains 11405 members Entering Unmasked Estep Score: -1364697.125000 Penalty: 941.344788 Iteration 6F: 3 clusters Score -1364697 nChanged 1820 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21293 members Mstep: Class 2 contains 9791 members Entering Unmasked Estep Score: -1366168.125000 Penalty: 941.344788 Iteration 7F: 3 clusters Score -1366168 nChanged 1966 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23169 members Mstep: Class 2 contains 7915 members Entering Unmasked Estep Score: -1367861.500000 Penalty: 941.344788 Iteration 8F: 3 clusters Score -1367862 nChanged 1947 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25092 members Mstep: Class 2 contains 5992 members Entering Unmasked Estep Score: -1369527.875000 Penalty: 941.344788 Iteration 9F: 3 clusters Score -1369528 nChanged 1650 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26716 members Mstep: Class 2 contains 4368 members Entering Unmasked Estep Score: -1370864.125000 Penalty: 941.344788 Iteration 10F: 3 clusters Score -1370864 nChanged 1281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27979 members Mstep: Class 2 contains 3105 members Entering Unmasked Estep Score: -1371813.625000 Penalty: 941.344788 Iteration 11Q: 3 clusters Score -1371814 nChanged 868 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28837 members Mstep: Class 2 contains 2247 members Entering Unmasked Estep Score: -1372370.500000 Penalty: 941.344788 Iteration 12Q: 3 clusters Score -1372370 nChanged 586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29403 members Mstep: Class 2 contains 1681 members Entering Unmasked Estep Score: -1372716.125000 Penalty: 941.344788 Iteration 13Q: 3 clusters Score -1372716 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29792 members Mstep: Class 2 contains 1292 members Entering Unmasked Estep Score: -1372926.375000 Penalty: 941.344788 Iteration 14Q: 3 clusters Score -1372926 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30049 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -1373061.000000 Penalty: 941.344788 Iteration 15Q: 3 clusters Score -1373061 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30238 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -1373161.250000 Penalty: 941.344788 Iteration 16Q: 3 clusters Score -1373161 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30371 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -1373231.125000 Penalty: 941.344788 Iteration 17Q: 3 clusters Score -1373231 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30460 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -1373281.625000 Penalty: 941.344788 Iteration 18Q: 3 clusters Score -1373282 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30526 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -1373315.625000 Penalty: 941.344788 Iteration 19Q: 3 clusters Score -1373316 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30585 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -1373346.125000 Penalty: 941.344788 Iteration 20F: 3 clusters Score -1373346 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30628 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -1373363.875000 Penalty: 941.344788 Iteration 21Q: 3 clusters Score -1373364 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30656 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -1373378.500000 Penalty: 941.344788 Iteration 22Q: 3 clusters Score -1373378 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30683 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -1373392.500000 Penalty: 941.344788 Iteration 23Q: 3 clusters Score -1373392 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30700 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -1373398.000000 Penalty: 941.344788 Iteration 24Q: 3 clusters Score -1373398 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30720 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -1373406.875000 Penalty: 941.344788 Iteration 25Q: 3 clusters Score -1373407 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30739 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -1373417.500000 Penalty: 941.344788 Iteration 26Q: 3 clusters Score -1373418 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30756 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -1373423.750000 Penalty: 941.344788 Iteration 27Q: 3 clusters Score -1373424 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30764 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -1373428.375000 Penalty: 941.344788 Iteration 28Q: 3 clusters Score -1373428 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30777 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -1373436.125000 Penalty: 941.344788 Iteration 29Q: 3 clusters Score -1373436 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30791 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -1373442.125000 Penalty: 941.344788 Iteration 30Q: 3 clusters Score -1373442 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30795 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -1373447.000000 Penalty: 941.344788 Iteration 31Q: 3 clusters Score -1373447 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30797 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -1373450.250000 Penalty: 941.344788 Iteration 32Q: 3 clusters Score -1373450 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30798 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -1373451.250000 Penalty: 941.344788 Iteration 33Q: 3 clusters Score -1373451 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30798 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -1373452.250000 Penalty: 941.344788 Iteration 34Q: 3 clusters Score -1373452 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30799 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -1373452.500000 Penalty: 941.344788 Iteration 35Q: 3 clusters Score -1373452 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30800 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -1373454.500000 Penalty: 941.344788 Iteration 36Q: 3 clusters Score -1373454 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30802 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -1373453.375000 Penalty: 941.344788 Iteration 37Q: 3 clusters Score -1373453 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30802 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -1373456.000000 Penalty: 941.344788 Iteration 38Q: 3 clusters Score -1373456 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30804 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -1373456.625000 Penalty: 941.344788 Iteration 39Q: 3 clusters Score -1373457 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30806 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -1373458.500000 Penalty: 941.344788 Iteration 40F: 3 clusters Score -1373458 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30809 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -1373463.125000 Penalty: 941.344788 Iteration 41Q: 3 clusters Score -1373463 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30813 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -1373466.750000 Penalty: 941.344788 Iteration 42Q: 3 clusters Score -1373467 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30814 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -1373468.125000 Penalty: 941.344788 Iteration 43Q: 3 clusters Score -1373468 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30815 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -1373469.625000 Penalty: 941.344788 Iteration 44Q: 3 clusters Score -1373470 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30816 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -1373469.750000 Penalty: 941.344788 Iteration 45Q: 3 clusters Score -1373470 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30816 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -1373469.750000 Penalty: 941.344788 Iteration 46F: 3 clusters Score -1373470 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (1205 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Entering Unmasked Estep Score: -56864.023438 Penalty: 322.787689 Iteration 0F: 2 clusters Score -56864.02 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -55920.656250 Penalty: 645.575378 Iteration 0F: 3 clusters Score -55920.66 nChanged 486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -56174.027344 Penalty: 645.575378 Iteration 1F: 3 clusters Score -56174.03 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -56209.019531 Penalty: 645.575378 Iteration 2F: 3 clusters Score -56209.02 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -56235.121094 Penalty: 645.575378 Iteration 3Q: 3 clusters Score -56235.12 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -56254.179688 Penalty: 645.575378 Iteration 4Q: 3 clusters Score -56254.18 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -56279.250000 Penalty: 645.575378 Iteration 5Q: 3 clusters Score -56279.25 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -56314.613281 Penalty: 645.575378 Iteration 6Q: 3 clusters Score -56314.61 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -56353.535156 Penalty: 645.575378 Iteration 7Q: 3 clusters Score -56353.54 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -56396.871094 Penalty: 645.575378 Iteration 8F: 3 clusters Score -56396.87 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -56442.867188 Penalty: 645.575378 Iteration 9Q: 3 clusters Score -56442.87 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -56485.355469 Penalty: 645.575378 Iteration 10Q: 3 clusters Score -56485.36 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -56510.039062 Penalty: 645.575378 Iteration 11Q: 3 clusters Score -56510.04 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -56530.347656 Penalty: 645.575378 Iteration 12Q: 3 clusters Score -56530.35 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 1083 members Entering Unmasked Estep Score: -56542.257812 Penalty: 645.575378 Iteration 13Q: 3 clusters Score -56542.26 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 1095 members Entering Unmasked Estep Score: -56550.207031 Penalty: 645.575378 Iteration 14Q: 3 clusters Score -56550.21 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -56553.707031 Penalty: 645.575378 Iteration 15Q: 3 clusters Score -56553.71 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 1106 members Entering Unmasked Estep Score: -56557.632812 Penalty: 645.575378 Iteration 16Q: 3 clusters Score -56557.63 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -56561.726562 Penalty: 645.575378 Iteration 17Q: 3 clusters Score -56561.73 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -56564.179688 Penalty: 645.575378 Iteration 18Q: 3 clusters Score -56564.18 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 1116 members Entering Unmasked Estep Score: -56565.824219 Penalty: 645.575378 Iteration 19Q: 3 clusters Score -56565.82 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -56567.226562 Penalty: 645.575378 Iteration 20F: 3 clusters Score -56567.23 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -56569.101562 Penalty: 645.575378 Iteration 21Q: 3 clusters Score -56569.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -56569.101562 Penalty: 645.575378 Iteration 22F: 3 clusters Score -56569.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (366 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Entering Unmasked Estep Score: -13762.393555 Penalty: 268.569824 Iteration 0F: 2 clusters Score -13762.39 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -13362.416016 Penalty: 537.139648 Iteration 0F: 3 clusters Score -13362.42 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -13455.520508 Penalty: 537.139648 Iteration 1F: 3 clusters Score -13455.52 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -13472.493164 Penalty: 537.139648 Iteration 2F: 3 clusters Score -13472.49 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -13477.745117 Penalty: 537.139648 Iteration 3Q: 3 clusters Score -13477.75 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -13479.334961 Penalty: 537.139648 Iteration 4Q: 3 clusters Score -13479.33 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -13480.147461 Penalty: 537.139648 Iteration 5Q: 3 clusters Score -13480.15 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -13482.292969 Penalty: 537.139648 Iteration 6Q: 3 clusters Score -13482.29 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -13483.433594 Penalty: 537.139648 Iteration 7Q: 3 clusters Score -13483.43 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -13484.419922 Penalty: 537.139648 Iteration 8Q: 3 clusters Score -13484.42 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -13485.871094 Penalty: 537.139648 Iteration 9Q: 3 clusters Score -13485.87 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -13491.046875 Penalty: 537.139648 Iteration 10Q: 3 clusters Score -13491.05 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -13495.532227 Penalty: 537.139648 Iteration 11Q: 3 clusters Score -13495.53 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -13497.385742 Penalty: 537.139648 Iteration 12Q: 3 clusters Score -13497.39 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -13499.143555 Penalty: 537.139648 Iteration 13Q: 3 clusters Score -13499.14 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -13500.012695 Penalty: 537.139648 Iteration 14Q: 3 clusters Score -13500.01 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -13501.393555 Penalty: 537.139648 Iteration 15Q: 3 clusters Score -13501.39 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -13505.612305 Penalty: 537.139648 Iteration 16Q: 3 clusters Score -13505.61 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -13508.023438 Penalty: 537.139648 Iteration 17Q: 3 clusters Score -13508.02 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -13508.691406 Penalty: 537.139648 Iteration 18Q: 3 clusters Score -13508.69 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -13509.180664 Penalty: 537.139648 Iteration 19Q: 3 clusters Score -13509.18 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -13509.180664 Penalty: 537.139648 Iteration 20F: 3 clusters Score -13509.18 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 246 members Mstep: Class 3 contains 341 members Mstep: Class 4 contains 4295 members Mstep: Class 5 contains 4576 members Mstep: Class 6 contains 1080 members Mstep: Class 7 contains 2834 members Mstep: Class 9 contains 3851 members Mstep: Class 10 contains 16235 members Mstep: Class 11 contains 774 members Mstep: Class 12 contains 261623 members Mstep: Class 14 contains 1758 members Mstep: Class 15 contains 337 members Mstep: Class 16 contains 9981 members Mstep: Class 17 contains 6547 members Mstep: Class 18 contains 21029 members Mstep: Class 19 contains 31084 members Mstep: Class 22 contains 1205 members Mstep: Class 23 contains 366 members Entering Unmasked Estep ConsiderDeletion Score: -15540676.000000 Penalty: 12249.329102 Iteration 79Q: 22 clusters Score -1.554068e+07 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 247 members Mstep: Class 3 contains 341 members Mstep: Class 4 contains 4311 members Mstep: Class 5 contains 4471 members Mstep: Class 6 contains 1080 members Mstep: Class 7 contains 2784 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3849 members Mstep: Class 10 contains 16254 members Mstep: Class 11 contains 774 members Mstep: Class 12 contains 261623 members Mstep: Class 13 contains 205 members Mstep: Class 14 contains 1758 members Mstep: Class 15 contains 337 members Mstep: Class 16 contains 9939 members Mstep: Class 17 contains 6550 members Mstep: Class 18 contains 21187 members Mstep: Class 19 contains 31087 members Mstep: Class 22 contains 1205 members Mstep: Class 23 contains 366 members Entering Unmasked Estep ConsiderDeletion Score: -15540738.000000 Penalty: 12249.329102 Iteration 80F: 22 clusters Score -1.554074e+07 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 248 members Mstep: Class 3 contains 341 members Mstep: Class 4 contains 4325 members Mstep: Class 5 contains 4374 members Mstep: Class 6 contains 1080 members Mstep: Class 7 contains 2733 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3847 members Mstep: Class 10 contains 16266 members Mstep: Class 11 contains 774 members Mstep: Class 12 contains 261624 members Mstep: Class 13 contains 208 members Mstep: Class 14 contains 1758 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 9898 members Mstep: Class 17 contains 6551 members Mstep: Class 18 contains 21350 members Mstep: Class 19 contains 31088 members Mstep: Class 22 contains 1204 members Mstep: Class 23 contains 366 members Entering Unmasked Estep ConsiderDeletion Score: -15540780.000000 Penalty: 12249.329102 Iteration 81Q: 22 clusters Score -1.554078e+07 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 341 members Mstep: Class 4 contains 4336 members Mstep: Class 5 contains 4284 members Mstep: Class 6 contains 1080 members Mstep: Class 7 contains 2683 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3843 members Mstep: Class 10 contains 16275 members Mstep: Class 11 contains 773 members Mstep: Class 12 contains 261620 members Mstep: Class 13 contains 209 members Mstep: Class 14 contains 1758 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 9849 members Mstep: Class 17 contains 6551 members Mstep: Class 18 contains 21519 members Mstep: Class 19 contains 31095 members Mstep: Class 22 contains 1204 members Mstep: Class 23 contains 367 members Entering Unmasked Estep ConsiderDeletion Score: -15540849.000000 Penalty: 12249.329102 Iteration 82Q: 22 clusters Score -1.554085e+07 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 341 members Mstep: Class 4 contains 4346 members Mstep: Class 5 contains 4198 members Mstep: Class 6 contains 1080 members Mstep: Class 7 contains 2641 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3841 members Mstep: Class 10 contains 16281 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 261608 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1758 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 9800 members Mstep: Class 17 contains 6551 members Mstep: Class 18 contains 21691 members Mstep: Class 19 contains 31099 members Mstep: Class 22 contains 1204 members Mstep: Class 23 contains 366 members Entering Unmasked Estep ConsiderDeletion Score: -15540835.000000 Penalty: 12249.329102 Iteration 83Q: 22 clusters Score -1.554084e+07 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 341 members Mstep: Class 4 contains 4346 members Mstep: Class 5 contains 4109 members Mstep: Class 6 contains 1080 members Mstep: Class 7 contains 2596 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3838 members Mstep: Class 10 contains 16286 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 261605 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1758 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 9744 members Mstep: Class 17 contains 6552 members Mstep: Class 18 contains 21878 members Mstep: Class 19 contains 31102 members Mstep: Class 22 contains 1204 members Mstep: Class 23 contains 366 members Entering Unmasked Estep ConsiderDeletion Score: -15540956.000000 Penalty: 12249.329102 Iteration 84Q: 22 clusters Score -1.554096e+07 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 341 members Mstep: Class 4 contains 4353 members Mstep: Class 5 contains 4014 members Mstep: Class 6 contains 1080 members Mstep: Class 7 contains 2553 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3837 members Mstep: Class 10 contains 16290 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 261594 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1757 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 9710 members Mstep: Class 17 contains 6552 members Mstep: Class 18 contains 22050 members Mstep: Class 19 contains 31104 members Mstep: Class 22 contains 1204 members Mstep: Class 23 contains 366 members Entering Unmasked Estep ConsiderDeletion Score: -15541039.000000 Penalty: 12249.329102 Iteration 85Q: 22 clusters Score -1.554104e+07 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 341 members Mstep: Class 4 contains 4357 members Mstep: Class 5 contains 3922 members Mstep: Class 6 contains 1080 members Mstep: Class 7 contains 2499 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3837 members Mstep: Class 10 contains 16295 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 261573 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1756 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 9676 members Mstep: Class 17 contains 6552 members Mstep: Class 18 contains 22241 members Mstep: Class 19 contains 31106 members Mstep: Class 22 contains 1204 members Mstep: Class 23 contains 366 members Entering Unmasked Estep ConsiderDeletion Score: -15541108.000000 Penalty: 12249.329102 Iteration 86Q: 22 clusters Score -1.554111e+07 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 341 members Mstep: Class 4 contains 4370 members Mstep: Class 5 contains 3836 members Mstep: Class 6 contains 1080 members Mstep: Class 7 contains 2429 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3836 members Mstep: Class 10 contains 16302 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 261557 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1755 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 9648 members Mstep: Class 17 contains 6552 members Mstep: Class 18 contains 22420 members Mstep: Class 19 contains 31109 members Mstep: Class 22 contains 1204 members Mstep: Class 23 contains 366 members Entering Unmasked Estep ConsiderDeletion Score: -15541187.000000 Penalty: 12249.329102 Iteration 87Q: 22 clusters Score -1.554119e+07 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 341 members Mstep: Class 4 contains 4382 members Mstep: Class 5 contains 3738 members Mstep: Class 6 contains 1080 members Mstep: Class 7 contains 2376 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3836 members Mstep: Class 10 contains 16305 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 261548 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1753 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 9624 members Mstep: Class 17 contains 6553 members Mstep: Class 18 contains 22588 members Mstep: Class 19 contains 31111 members Mstep: Class 22 contains 1204 members Mstep: Class 23 contains 366 members Entering Unmasked Estep ConsiderDeletion Score: -15541248.000000 Penalty: 12249.329102 Iteration 88Q: 22 clusters Score -1.554125e+07 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 341 members Mstep: Class 4 contains 4403 members Mstep: Class 5 contains 3632 members Mstep: Class 6 contains 1080 members Mstep: Class 7 contains 2332 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3836 members Mstep: Class 10 contains 16306 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 261542 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1754 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 9617 members Mstep: Class 17 contains 6553 members Mstep: Class 18 contains 22726 members Mstep: Class 19 contains 31112 members Mstep: Class 22 contains 1204 members Mstep: Class 23 contains 367 members Entering Unmasked Estep ConsiderDeletion Score: -15541349.000000 Penalty: 12249.329102 Iteration 89Q: 22 clusters Score -1.554135e+07 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 341 members Mstep: Class 4 contains 4429 members Mstep: Class 5 contains 3539 members Mstep: Class 6 contains 1080 members Mstep: Class 7 contains 2279 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3836 members Mstep: Class 10 contains 16307 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 261541 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1755 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 9623 members Mstep: Class 17 contains 6553 members Mstep: Class 18 contains 22840 members Mstep: Class 19 contains 31112 members Mstep: Class 22 contains 1204 members Mstep: Class 23 contains 366 members Entering Unmasked Estep ConsiderDeletion Score: -15541378.000000 Penalty: 12249.329102 Iteration 90Q: 22 clusters Score -1.554138e+07 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 341 members Mstep: Class 4 contains 4449 members Mstep: Class 5 contains 3456 members Mstep: Class 6 contains 1080 members Mstep: Class 7 contains 2212 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3835 members Mstep: Class 10 contains 16307 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 261526 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1755 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 9626 members Mstep: Class 17 contains 6553 members Mstep: Class 18 contains 22981 members Mstep: Class 19 contains 31114 members Mstep: Class 22 contains 1204 members Mstep: Class 23 contains 366 members Entering Unmasked Estep ConsiderDeletion Score: -15541447.000000 Penalty: 12249.329102 Iteration 91Q: 22 clusters Score -1.554145e+07 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 341 members Mstep: Class 4 contains 4470 members Mstep: Class 5 contains 3377 members Mstep: Class 6 contains 1080 members Mstep: Class 7 contains 2157 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3834 members Mstep: Class 10 contains 16307 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 261505 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1755 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 9622 members Mstep: Class 17 contains 6552 members Mstep: Class 18 contains 23121 members Mstep: Class 19 contains 31114 members Mstep: Class 22 contains 1204 members Mstep: Class 23 contains 366 members Entering Unmasked Estep ConsiderDeletion Score: -15541560.000000 Penalty: 12249.329102 Iteration 92Q: 22 clusters Score -1.554156e+07 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 341 members Mstep: Class 4 contains 4492 members Mstep: Class 5 contains 3308 members Mstep: Class 6 contains 1080 members Mstep: Class 7 contains 2100 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3833 members Mstep: Class 10 contains 16309 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 261466 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1755 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 9618 members Mstep: Class 17 contains 6551 members Mstep: Class 18 contains 23267 members Mstep: Class 19 contains 31115 members Mstep: Class 22 contains 1204 members Mstep: Class 23 contains 366 members Entering Unmasked Estep ConsiderDeletion Score: -15541625.000000 Penalty: 12249.329102 Iteration 93Q: 22 clusters Score -1.554162e+07 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 341 members Mstep: Class 4 contains 4511 members Mstep: Class 5 contains 3235 members Mstep: Class 6 contains 1080 members Mstep: Class 7 contains 2032 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3832 members Mstep: Class 10 contains 16315 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 261438 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1755 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 9632 members Mstep: Class 17 contains 6550 members Mstep: Class 18 contains 23398 members Mstep: Class 19 contains 31116 members Mstep: Class 22 contains 1204 members Mstep: Class 23 contains 366 members Entering Unmasked Estep ConsiderDeletion Score: -15541671.000000 Penalty: 12249.329102 Iteration 94Q: 22 clusters Score -1.554167e+07 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 341 members Mstep: Class 4 contains 4532 members Mstep: Class 5 contains 3172 members Mstep: Class 6 contains 1080 members Mstep: Class 7 contains 1976 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3832 members Mstep: Class 10 contains 16317 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 261406 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1755 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 9642 members Mstep: Class 17 contains 6550 members Mstep: Class 18 contains 23510 members Mstep: Class 19 contains 31120 members Mstep: Class 22 contains 1204 members Mstep: Class 23 contains 368 members Entering Unmasked Estep ConsiderDeletion Score: -15541749.000000 Penalty: 12249.329102 Iteration 95Q: 22 clusters Score -1.554175e+07 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 341 members Mstep: Class 4 contains 4558 members Mstep: Class 5 contains 3116 members Mstep: Class 6 contains 1080 members Mstep: Class 7 contains 1926 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3832 members Mstep: Class 10 contains 16321 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 261377 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1755 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 9649 members Mstep: Class 17 contains 6550 members Mstep: Class 18 contains 23603 members Mstep: Class 19 contains 31124 members Mstep: Class 22 contains 1204 members Mstep: Class 23 contains 369 members Entering Unmasked Estep ConsiderDeletion Score: -15541803.000000 Penalty: 12249.329102 Iteration 96Q: 22 clusters Score -1.55418e+07 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 341 members Mstep: Class 4 contains 4582 members Mstep: Class 5 contains 3084 members Mstep: Class 6 contains 1080 members Mstep: Class 7 contains 1886 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3832 members Mstep: Class 10 contains 16326 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 261357 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1755 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 9646 members Mstep: Class 17 contains 6550 members Mstep: Class 18 contains 23668 members Mstep: Class 19 contains 31125 members Mstep: Class 22 contains 1204 members Mstep: Class 23 contains 369 members Entering Unmasked Estep ConsiderDeletion Score: -15541811.000000 Penalty: 12249.329102 Iteration 97Q: 22 clusters Score -1.554181e+07 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 341 members Mstep: Class 4 contains 4603 members Mstep: Class 5 contains 3058 members Mstep: Class 6 contains 1080 members Mstep: Class 7 contains 1848 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3832 members Mstep: Class 10 contains 16331 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 261345 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1755 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 9645 members Mstep: Class 17 contains 6549 members Mstep: Class 18 contains 23720 members Mstep: Class 19 contains 31127 members Mstep: Class 22 contains 1204 members Mstep: Class 23 contains 367 members Entering Unmasked Estep ConsiderDeletion Score: -15541857.000000 Penalty: 12249.329102 Iteration 98Q: 22 clusters Score -1.554186e+07 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 341 members Mstep: Class 4 contains 4622 members Mstep: Class 5 contains 3031 members Mstep: Class 6 contains 1080 members Mstep: Class 7 contains 1790 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3832 members Mstep: Class 10 contains 16344 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 261327 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1755 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 9638 members Mstep: Class 17 contains 6549 members Mstep: Class 18 contains 23794 members Mstep: Class 19 contains 31130 members Mstep: Class 22 contains 1204 members Mstep: Class 23 contains 368 members Entering Unmasked Estep ConsiderDeletion Score: -15541855.000000 Penalty: 12249.329102 Iteration 99Q: 22 clusters Score -1.554186e+07 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 341 members Mstep: Class 4 contains 4641 members Mstep: Class 5 contains 3004 members Mstep: Class 6 contains 1080 members Mstep: Class 7 contains 1751 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3832 members Mstep: Class 10 contains 16357 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 261303 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1756 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 9624 members Mstep: Class 17 contains 6549 members Mstep: Class 18 contains 23863 members Mstep: Class 19 contains 31132 members Mstep: Class 22 contains 1204 members Mstep: Class 23 contains 368 members Entering Unmasked Estep ConsiderDeletion Score: -15541855.000000 Penalty: 12249.329102 Iteration 100F: 22 clusters Score -1.554186e+07 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 341 members Mstep: Class 4 contains 4663 members Mstep: Class 5 contains 2974 members Mstep: Class 6 contains 1080 members Mstep: Class 7 contains 1722 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3832 members Mstep: Class 10 contains 16368 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 261286 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1756 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 9601 members Mstep: Class 17 contains 6549 members Mstep: Class 18 contains 23926 members Mstep: Class 19 contains 31134 members Mstep: Class 22 contains 1204 members Mstep: Class 23 contains 369 members Entering Unmasked Estep ConsiderDeletion Score: -15541906.000000 Penalty: 12249.329102 Iteration 101Q: 22 clusters Score -1.554191e+07 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 341 members Mstep: Class 4 contains 4681 members Mstep: Class 5 contains 2953 members Mstep: Class 6 contains 1080 members Mstep: Class 7 contains 1700 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3832 members Mstep: Class 10 contains 16378 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 261285 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1756 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 9578 members Mstep: Class 17 contains 6550 members Mstep: Class 18 contains 23962 members Mstep: Class 19 contains 31135 members Mstep: Class 22 contains 1204 members Mstep: Class 23 contains 370 members Entering Unmasked Estep ConsiderDeletion Score: -15541918.000000 Penalty: 12249.329102 Iteration 102Q: 22 clusters Score -1.554192e+07 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 341 members Mstep: Class 4 contains 4690 members Mstep: Class 5 contains 2939 members Mstep: Class 6 contains 1080 members Mstep: Class 7 contains 1684 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3832 members Mstep: Class 10 contains 16396 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 261263 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1756 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 9563 members Mstep: Class 17 contains 6556 members Mstep: Class 18 contains 23995 members Mstep: Class 19 contains 31137 members Mstep: Class 22 contains 1204 members Mstep: Class 23 contains 369 members Entering Unmasked Estep ConsiderDeletion Score: -15541921.000000 Penalty: 12249.329102 Iteration 103Q: 22 clusters Score -1.554192e+07 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 341 members Mstep: Class 4 contains 4697 members Mstep: Class 5 contains 2924 members Mstep: Class 6 contains 1080 members Mstep: Class 7 contains 1667 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3832 members Mstep: Class 10 contains 16413 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 261233 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1756 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 9558 members Mstep: Class 17 contains 6561 members Mstep: Class 18 contains 24033 members Mstep: Class 19 contains 31137 members Mstep: Class 22 contains 1204 members Mstep: Class 23 contains 369 members Entering Unmasked Estep ConsiderDeletion Score: -15541938.000000 Penalty: 12249.329102 Iteration 104Q: 22 clusters Score -1.554194e+07 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 341 members Mstep: Class 4 contains 4705 members Mstep: Class 5 contains 2912 members Mstep: Class 6 contains 1080 members Mstep: Class 7 contains 1656 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3832 members Mstep: Class 10 contains 16432 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 261202 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1756 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 9542 members Mstep: Class 17 contains 6564 members Mstep: Class 18 contains 24071 members Mstep: Class 19 contains 31139 members Mstep: Class 22 contains 1204 members Mstep: Class 23 contains 369 members Entering Unmasked Estep ConsiderDeletion Score: -15541946.000000 Penalty: 12249.329102 Iteration 105Q: 22 clusters Score -1.554195e+07 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 341 members Mstep: Class 4 contains 4716 members Mstep: Class 5 contains 2903 members Mstep: Class 6 contains 1080 members Mstep: Class 7 contains 1641 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3832 members Mstep: Class 10 contains 16452 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 261177 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1756 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 9535 members Mstep: Class 17 contains 6570 members Mstep: Class 18 contains 24090 members Mstep: Class 19 contains 31139 members Mstep: Class 22 contains 1204 members Mstep: Class 23 contains 369 members Entering Unmasked Estep ConsiderDeletion Score: -15541942.000000 Penalty: 12249.329102 Iteration 106Q: 22 clusters Score -1.554194e+07 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 341 members Mstep: Class 4 contains 4728 members Mstep: Class 5 contains 2900 members Mstep: Class 6 contains 1080 members Mstep: Class 7 contains 1630 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3832 members Mstep: Class 10 contains 16470 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 261141 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1758 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 9521 members Mstep: Class 17 contains 6572 members Mstep: Class 18 contains 24120 members Mstep: Class 19 contains 31138 members Mstep: Class 22 contains 1204 members Mstep: Class 23 contains 370 members Entering Unmasked Estep ConsiderDeletion Score: -15541991.000000 Penalty: 12249.329102 Iteration 107Q: 22 clusters Score -1.554199e+07 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 341 members Mstep: Class 4 contains 4740 members Mstep: Class 5 contains 2891 members Mstep: Class 6 contains 1080 members Mstep: Class 7 contains 1623 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3832 members Mstep: Class 10 contains 16490 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 261103 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1758 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 9509 members Mstep: Class 17 contains 6576 members Mstep: Class 18 contains 24150 members Mstep: Class 19 contains 31139 members Mstep: Class 22 contains 1203 members Mstep: Class 23 contains 370 members Entering Unmasked Estep ConsiderDeletion Score: -15542020.000000 Penalty: 12249.329102 Iteration 108Q: 22 clusters Score -1.554202e+07 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 341 members Mstep: Class 4 contains 4747 members Mstep: Class 5 contains 2889 members Mstep: Class 6 contains 1080 members Mstep: Class 7 contains 1620 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3832 members Mstep: Class 10 contains 16510 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 261072 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1758 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 9495 members Mstep: Class 17 contains 6576 members Mstep: Class 18 contains 24175 members Mstep: Class 19 contains 31139 members Mstep: Class 22 contains 1201 members Mstep: Class 23 contains 370 members Entering Unmasked Estep ConsiderDeletion Score: -15542026.000000 Penalty: 12249.329102 Iteration 109Q: 22 clusters Score -1.554203e+07 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 342 members Mstep: Class 4 contains 4748 members Mstep: Class 5 contains 2886 members Mstep: Class 6 contains 1080 members Mstep: Class 7 contains 1612 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3832 members Mstep: Class 10 contains 16531 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 261045 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1758 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 9484 members Mstep: Class 17 contains 6575 members Mstep: Class 18 contains 24204 members Mstep: Class 19 contains 31140 members Mstep: Class 22 contains 1199 members Mstep: Class 23 contains 369 members Entering Unmasked Estep ConsiderDeletion Score: -15542043.000000 Penalty: 12249.329102 Iteration 110Q: 22 clusters Score -1.554204e+07 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 342 members Mstep: Class 4 contains 4750 members Mstep: Class 5 contains 2886 members Mstep: Class 6 contains 1080 members Mstep: Class 7 contains 1604 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3831 members Mstep: Class 10 contains 16550 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 261013 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1757 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 9472 members Mstep: Class 17 contains 6577 members Mstep: Class 18 contains 24235 members Mstep: Class 19 contains 31141 members Mstep: Class 22 contains 1198 members Mstep: Class 23 contains 369 members Entering Unmasked Estep ConsiderDeletion Score: -15542050.000000 Penalty: 12249.329102 Iteration 111Q: 22 clusters Score -1.554205e+07 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 342 members Mstep: Class 4 contains 4750 members Mstep: Class 5 contains 2889 members Mstep: Class 6 contains 1080 members Mstep: Class 7 contains 1594 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3831 members Mstep: Class 10 contains 16564 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 260991 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1757 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 9459 members Mstep: Class 17 contains 6576 members Mstep: Class 18 contains 24262 members Mstep: Class 19 contains 31143 members Mstep: Class 22 contains 1198 members Mstep: Class 23 contains 369 members Entering Unmasked Estep ConsiderDeletion Score: -15542069.000000 Penalty: 12249.329102 Iteration 112Q: 22 clusters Score -1.554207e+07 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 342 members Mstep: Class 4 contains 4753 members Mstep: Class 5 contains 2887 members Mstep: Class 6 contains 1080 members Mstep: Class 7 contains 1586 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3831 members Mstep: Class 10 contains 16572 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 260974 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1757 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 9449 members Mstep: Class 17 contains 6576 members Mstep: Class 18 contains 24290 members Mstep: Class 19 contains 31142 members Mstep: Class 22 contains 1197 members Mstep: Class 23 contains 369 members Entering Unmasked Estep ConsiderDeletion Score: -15542043.000000 Penalty: 12249.329102 Iteration 113Q: 22 clusters Score -1.554204e+07 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 342 members Mstep: Class 4 contains 4757 members Mstep: Class 5 contains 2888 members Mstep: Class 6 contains 1080 members Mstep: Class 7 contains 1576 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3831 members Mstep: Class 10 contains 16579 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 260958 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1757 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 9447 members Mstep: Class 17 contains 6576 members Mstep: Class 18 contains 24309 members Mstep: Class 19 contains 31140 members Mstep: Class 22 contains 1196 members Mstep: Class 23 contains 369 members Entering Unmasked Estep ConsiderDeletion Score: -15542035.000000 Penalty: 12249.329102 Iteration 114Q: 22 clusters Score -1.554204e+07 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 342 members Mstep: Class 4 contains 4764 members Mstep: Class 5 contains 2887 members Mstep: Class 6 contains 1080 members Mstep: Class 7 contains 1567 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3831 members Mstep: Class 10 contains 16585 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 260943 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1757 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 9443 members Mstep: Class 17 contains 6576 members Mstep: Class 18 contains 24327 members Mstep: Class 19 contains 31137 members Mstep: Class 22 contains 1197 members Mstep: Class 23 contains 369 members Entering Unmasked Estep ConsiderDeletion Score: -15542056.000000 Penalty: 12249.329102 Iteration 115Q: 22 clusters Score -1.554206e+07 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 342 members Mstep: Class 4 contains 4773 members Mstep: Class 5 contains 2888 members Mstep: Class 6 contains 1080 members Mstep: Class 7 contains 1566 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3831 members Mstep: Class 10 contains 16589 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 260916 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1757 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 9439 members Mstep: Class 17 contains 6576 members Mstep: Class 18 contains 24343 members Mstep: Class 19 contains 31137 members Mstep: Class 22 contains 1199 members Mstep: Class 23 contains 369 members Entering Unmasked Estep ConsiderDeletion Score: -15542078.000000 Penalty: 12249.329102 Iteration 116Q: 22 clusters Score -1.554208e+07 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 342 members Mstep: Class 4 contains 4779 members Mstep: Class 5 contains 2884 members Mstep: Class 6 contains 1080 members Mstep: Class 7 contains 1571 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3831 members Mstep: Class 10 contains 16590 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 260885 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1757 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 9437 members Mstep: Class 17 contains 6576 members Mstep: Class 18 contains 24368 members Mstep: Class 19 contains 31135 members Mstep: Class 22 contains 1201 members Mstep: Class 23 contains 369 members Entering Unmasked Estep ConsiderDeletion Score: -15542073.000000 Penalty: 12249.329102 Iteration 117Q: 22 clusters Score -1.554207e+07 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 342 members Mstep: Class 4 contains 4784 members Mstep: Class 5 contains 2881 members Mstep: Class 6 contains 1080 members Mstep: Class 7 contains 1573 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3831 members Mstep: Class 10 contains 16591 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 260855 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1757 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 9442 members Mstep: Class 17 contains 6576 members Mstep: Class 18 contains 24386 members Mstep: Class 19 contains 31135 members Mstep: Class 22 contains 1203 members Mstep: Class 23 contains 369 members Entering Unmasked Estep ConsiderDeletion Score: -15542075.000000 Penalty: 12249.329102 Iteration 118Q: 22 clusters Score -1.554208e+07 nChanged 77 Entering ConstructFrom: Score: -15542075.000000 Penalty: 12249.329102 Entering ConstructFrom: Trying to split cluster 1 (358 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Entering Unmasked Estep Score: -13979.932617 Penalty: 267.564270 Iteration 0F: 2 clusters Score -13979.93 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -13594.983398 Penalty: 535.128540 Iteration 0F: 3 clusters Score -13594.98 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -13708.815430 Penalty: 535.128540 Iteration 1F: 3 clusters Score -13708.82 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -13731.984375 Penalty: 535.128540 Iteration 2F: 3 clusters Score -13731.98 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -13748.220703 Penalty: 535.128540 Iteration 3Q: 3 clusters Score -13748.22 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -13751.840820 Penalty: 535.128540 Iteration 4Q: 3 clusters Score -13751.84 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -13752.575195 Penalty: 535.128540 Iteration 5Q: 3 clusters Score -13752.58 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -13752.831055 Penalty: 535.128540 Iteration 6Q: 3 clusters Score -13752.83 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -13753.823242 Penalty: 535.128540 Iteration 7Q: 3 clusters Score -13753.82 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -13754.124023 Penalty: 535.128540 Iteration 8Q: 3 clusters Score -13754.12 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -13754.124023 Penalty: 535.128540 Iteration 9F: 3 clusters Score -13754.12 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (249 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Entering Unmasked Estep Score: -9263.502930 Penalty: 251.044098 Iteration 0F: 2 clusters Score -9263.503 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -8961.080078 Penalty: 502.088196 Iteration 0F: 3 clusters Score -8961.08 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -9068.340820 Penalty: 502.088196 Iteration 1F: 3 clusters Score -9068.341 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -9113.998047 Penalty: 502.088196 Iteration 2F: 3 clusters Score -9113.998 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -9136.215820 Penalty: 502.088196 Iteration 3F: 3 clusters Score -9136.216 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -9148.074219 Penalty: 502.088196 Iteration 4Q: 3 clusters Score -9148.074 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -9150.306641 Penalty: 502.088196 Iteration 5Q: 3 clusters Score -9150.307 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -9156.038086 Penalty: 502.088196 Iteration 6Q: 3 clusters Score -9156.038 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -9159.618164 Penalty: 502.088196 Iteration 7Q: 3 clusters Score -9159.618 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -9163.895508 Penalty: 502.088196 Iteration 8Q: 3 clusters Score -9163.896 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -9166.065430 Penalty: 502.088196 Iteration 9Q: 3 clusters Score -9166.065 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -9170.556641 Penalty: 502.088196 Iteration 10Q: 3 clusters Score -9170.557 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -9175.272461 Penalty: 502.088196 Iteration 11Q: 3 clusters Score -9175.272 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -9185.789062 Penalty: 502.088196 Iteration 12Q: 3 clusters Score -9185.789 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -9191.375000 Penalty: 502.088196 Iteration 13Q: 3 clusters Score -9191.375 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -9201.749023 Penalty: 502.088196 Iteration 14Q: 3 clusters Score -9201.749 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -9242.273438 Penalty: 502.088196 Iteration 15Q: 3 clusters Score -9242.273 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -9259.442383 Penalty: 502.088196 Iteration 16Q: 3 clusters Score -9259.442 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -9274.348633 Penalty: 502.088196 Iteration 17Q: 3 clusters Score -9274.349 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -9285.644531 Penalty: 502.088196 Iteration 18Q: 3 clusters Score -9285.645 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -9285.947266 Penalty: 502.088196 Iteration 19Q: 3 clusters Score -9285.947 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -9286.118164 Penalty: 502.088196 Iteration 20F: 3 clusters Score -9286.118 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 60 members Mstep: Class 3 contains 342 members Mstep: Class 4 contains 4791 members Mstep: Class 5 contains 2878 members Mstep: Class 6 contains 1080 members Mstep: Class 7 contains 1574 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3831 members Mstep: Class 10 contains 16590 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 260825 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1757 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 9446 members Mstep: Class 17 contains 6576 members Mstep: Class 18 contains 24407 members Mstep: Class 19 contains 31135 members Mstep: Class 20 contains 189 members Mstep: Class 22 contains 1204 members Mstep: Class 23 contains 369 members Entering Unmasked Estep Score: -15541777.000000 Penalty: 12832.630859 Splitting cluster 2 changes total score from -15542075.000000 to -15541777.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 3 (342 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Entering Unmasked Estep Score: -14324.371094 Penalty: 265.483887 Iteration 0F: 2 clusters Score -14324.37 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -13948.124023 Penalty: 530.967773 Iteration 0F: 3 clusters Score -13948.12 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -14059.488281 Penalty: 530.967773 Iteration 1F: 3 clusters Score -14059.49 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -14089.862305 Penalty: 530.967773 Iteration 2F: 3 clusters Score -14089.86 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -14104.156250 Penalty: 530.967773 Iteration 3Q: 3 clusters Score -14104.16 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -14117.141602 Penalty: 530.967773 Iteration 4Q: 3 clusters Score -14117.14 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -14132.826172 Penalty: 530.967773 Iteration 5Q: 3 clusters Score -14132.83 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -14146.816406 Penalty: 530.967773 Iteration 6Q: 3 clusters Score -14146.82 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -14167.498047 Penalty: 530.967773 Iteration 7Q: 3 clusters Score -14167.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -14172.703125 Penalty: 530.967773 Iteration 8Q: 3 clusters Score -14172.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -14183.121094 Penalty: 530.967773 Iteration 9Q: 3 clusters Score -14183.12 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -14187.169922 Penalty: 530.967773 Iteration 10Q: 3 clusters Score -14187.17 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -14193.091797 Penalty: 530.967773 Iteration 11Q: 3 clusters Score -14193.09 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -14194.423828 Penalty: 530.967773 Iteration 12Q: 3 clusters Score -14194.42 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -14194.723633 Penalty: 530.967773 Iteration 13Q: 3 clusters Score -14194.72 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -14194.723633 Penalty: 530.967773 Iteration 14F: 3 clusters Score -14194.72 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (4791 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4791 members Entering Unmasked Estep Score: -188749.453125 Penalty: 385.589478 Iteration 0F: 2 clusters Score -188749.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2499 members Mstep: Class 2 contains 2292 members Entering Unmasked Estep Score: -185570.906250 Penalty: 771.178955 Iteration 0F: 3 clusters Score -185570.9 nChanged 2134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3121 members Mstep: Class 2 contains 1670 members Entering Unmasked Estep Score: -186865.578125 Penalty: 771.178955 Iteration 1F: 3 clusters Score -186865.6 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3426 members Mstep: Class 2 contains 1365 members Entering Unmasked Estep Score: -187130.734375 Penalty: 771.178955 Iteration 2F: 3 clusters Score -187130.7 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3749 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -187440.859375 Penalty: 771.178955 Iteration 3F: 3 clusters Score -187440.9 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4079 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -187766.234375 Penalty: 771.178955 Iteration 4F: 3 clusters Score -187766.2 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4364 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -188070.750000 Penalty: 771.178955 Iteration 5F: 3 clusters Score -188070.8 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4565 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -188282.203125 Penalty: 771.178955 Iteration 6Q: 3 clusters Score -188282.2 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4663 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -188411.843750 Penalty: 771.178955 Iteration 7Q: 3 clusters Score -188411.8 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4707 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -188479.453125 Penalty: 771.178955 Iteration 8Q: 3 clusters Score -188479.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4722 members Mstep: Class 2 contains 69 members Entering Unmasked Estep Score: -188504.625000 Penalty: 771.178955 Iteration 9Q: 3 clusters Score -188504.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4730 members Mstep: Class 2 contains 61 members Entering Unmasked Estep Score: -188515.796875 Penalty: 771.178955 Iteration 10Q: 3 clusters Score -188515.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4732 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -188522.156250 Penalty: 771.178955 Iteration 11Q: 3 clusters Score -188522.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4734 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -188523.437500 Penalty: 771.178955 Iteration 12Q: 3 clusters Score -188523.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4734 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -188557.375000 Penalty: 771.178955 Iteration 13F: 3 clusters Score -188557.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4726 members Mstep: Class 2 contains 65 members Entering Unmasked Estep Score: -188596.515625 Penalty: 771.178955 Iteration 14Q: 3 clusters Score -188596.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4720 members Mstep: Class 2 contains 71 members Entering Unmasked Estep Score: -188623.140625 Penalty: 771.178955 Iteration 15Q: 3 clusters Score -188623.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4718 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -188635.109375 Penalty: 771.178955 Iteration 16Q: 3 clusters Score -188635.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4715 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -188638.937500 Penalty: 771.178955 Iteration 17Q: 3 clusters Score -188638.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4716 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -188640.765625 Penalty: 771.178955 Iteration 18Q: 3 clusters Score -188640.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4718 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -188645.968750 Penalty: 771.178955 Iteration 19Q: 3 clusters Score -188646 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4718 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -188651.078125 Penalty: 771.178955 Iteration 20F: 3 clusters Score -188651.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4718 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -188655.187500 Penalty: 771.178955 Iteration 21Q: 3 clusters Score -188655.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4718 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -188655.187500 Penalty: 771.178955 Iteration 22F: 3 clusters Score -188655.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (2878 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2878 members Entering Unmasked Estep Score: -121394.609375 Penalty: 362.400726 Iteration 0F: 2 clusters Score -121394.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1455 members Mstep: Class 2 contains 1423 members Entering Unmasked Estep Score: -119364.789062 Penalty: 724.801453 Iteration 0F: 3 clusters Score -119364.8 nChanged 1243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1610 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -120049.570312 Penalty: 724.801453 Iteration 1F: 3 clusters Score -120049.6 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1682 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -120122.007812 Penalty: 724.801453 Iteration 2F: 3 clusters Score -120122 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1780 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -120197.000000 Penalty: 724.801453 Iteration 3Q: 3 clusters Score -120197 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1900 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -120310.398438 Penalty: 724.801453 Iteration 4F: 3 clusters Score -120310.4 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2045 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -120458.195312 Penalty: 724.801453 Iteration 5F: 3 clusters Score -120458.2 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2194 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -120641.265625 Penalty: 724.801453 Iteration 6F: 3 clusters Score -120641.3 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2346 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -120834.062500 Penalty: 724.801453 Iteration 7F: 3 clusters Score -120834.1 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2436 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -120969.390625 Penalty: 724.801453 Iteration 8Q: 3 clusters Score -120969.4 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2477 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -121050.984375 Penalty: 724.801453 Iteration 9Q: 3 clusters Score -121051 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2503 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -121099.679688 Penalty: 724.801453 Iteration 10Q: 3 clusters Score -121099.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2509 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -121127.070312 Penalty: 724.801453 Iteration 11Q: 3 clusters Score -121127.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2507 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -121144.765625 Penalty: 724.801453 Iteration 12Q: 3 clusters Score -121144.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2507 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -121161.828125 Penalty: 724.801453 Iteration 13Q: 3 clusters Score -121161.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2507 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -121179.578125 Penalty: 724.801453 Iteration 14Q: 3 clusters Score -121179.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2496 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -121196.695312 Penalty: 724.801453 Iteration 15Q: 3 clusters Score -121196.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2488 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -121203.945312 Penalty: 724.801453 Iteration 16Q: 3 clusters Score -121203.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2487 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -121209.906250 Penalty: 724.801453 Iteration 17Q: 3 clusters Score -121209.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2488 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -121215.640625 Penalty: 724.801453 Iteration 18Q: 3 clusters Score -121215.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2490 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -121219.906250 Penalty: 724.801453 Iteration 19Q: 3 clusters Score -121219.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2491 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -121222.296875 Penalty: 724.801453 Iteration 20F: 3 clusters Score -121222.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2491 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -121223.578125 Penalty: 724.801453 Iteration 21Q: 3 clusters Score -121223.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2488 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -121225.148438 Penalty: 724.801453 Iteration 22Q: 3 clusters Score -121225.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2485 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -121227.843750 Penalty: 724.801453 Iteration 23Q: 3 clusters Score -121227.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2487 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -121231.101562 Penalty: 724.801453 Iteration 24Q: 3 clusters Score -121231.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2490 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -121233.992188 Penalty: 724.801453 Iteration 25Q: 3 clusters Score -121234 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2488 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -121235.156250 Penalty: 724.801453 Iteration 26Q: 3 clusters Score -121235.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2486 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -121235.867188 Penalty: 724.801453 Iteration 27Q: 3 clusters Score -121235.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2483 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -121237.125000 Penalty: 724.801453 Iteration 28Q: 3 clusters Score -121237.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2482 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -121238.265625 Penalty: 724.801453 Iteration 29Q: 3 clusters Score -121238.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2478 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -121239.671875 Penalty: 724.801453 Iteration 30Q: 3 clusters Score -121239.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2475 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -121241.484375 Penalty: 724.801453 Iteration 31Q: 3 clusters Score -121241.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2473 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -121242.304688 Penalty: 724.801453 Iteration 32Q: 3 clusters Score -121242.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2471 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -121244.132812 Penalty: 724.801453 Iteration 33Q: 3 clusters Score -121244.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2468 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -121244.851562 Penalty: 724.801453 Iteration 34Q: 3 clusters Score -121244.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2465 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -121245.773438 Penalty: 724.801453 Iteration 35Q: 3 clusters Score -121245.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2462 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -121246.578125 Penalty: 724.801453 Iteration 36Q: 3 clusters Score -121246.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2460 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -121247.578125 Penalty: 724.801453 Iteration 37Q: 3 clusters Score -121247.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2457 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -121248.726562 Penalty: 724.801453 Iteration 38Q: 3 clusters Score -121248.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2451 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -121249.875000 Penalty: 724.801453 Iteration 39Q: 3 clusters Score -121249.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2447 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -121250.593750 Penalty: 724.801453 Iteration 40F: 3 clusters Score -121250.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2443 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -121251.859375 Penalty: 724.801453 Iteration 41Q: 3 clusters Score -121251.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2433 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -121256.515625 Penalty: 724.801453 Iteration 42Q: 3 clusters Score -121256.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2425 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -121258.703125 Penalty: 724.801453 Iteration 43Q: 3 clusters Score -121258.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2420 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -121259.750000 Penalty: 724.801453 Iteration 44Q: 3 clusters Score -121259.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2416 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -121260.257812 Penalty: 724.801453 Iteration 45Q: 3 clusters Score -121260.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2414 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -121260.296875 Penalty: 724.801453 Iteration 46Q: 3 clusters Score -121260.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2414 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -121260.296875 Penalty: 724.801453 Iteration 47F: 3 clusters Score -121260.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (1080 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1080 members Entering Unmasked Estep Score: -49405.300781 Penalty: 317.804596 Iteration 0F: 2 clusters Score -49405.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -48541.308594 Penalty: 635.609192 Iteration 0F: 3 clusters Score -48541.31 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -48809.406250 Penalty: 635.609192 Iteration 1F: 3 clusters Score -48809.41 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -48857.414062 Penalty: 635.609192 Iteration 2F: 3 clusters Score -48857.41 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -48881.042969 Penalty: 635.609192 Iteration 3Q: 3 clusters Score -48881.04 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -48897.878906 Penalty: 635.609192 Iteration 4Q: 3 clusters Score -48897.88 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -48913.750000 Penalty: 635.609192 Iteration 5Q: 3 clusters Score -48913.75 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -48923.449219 Penalty: 635.609192 Iteration 6Q: 3 clusters Score -48923.45 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -48931.648438 Penalty: 635.609192 Iteration 7Q: 3 clusters Score -48931.65 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -48935.277344 Penalty: 635.609192 Iteration 8Q: 3 clusters Score -48935.28 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -48937.511719 Penalty: 635.609192 Iteration 9Q: 3 clusters Score -48937.51 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -48940.875000 Penalty: 635.609192 Iteration 10Q: 3 clusters Score -48940.88 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -48943.996094 Penalty: 635.609192 Iteration 11Q: 3 clusters Score -48944 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -48946.164062 Penalty: 635.609192 Iteration 12Q: 3 clusters Score -48946.16 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -48949.480469 Penalty: 635.609192 Iteration 13Q: 3 clusters Score -48949.48 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -48951.937500 Penalty: 635.609192 Iteration 14Q: 3 clusters Score -48951.94 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -48954.597656 Penalty: 635.609192 Iteration 15Q: 3 clusters Score -48954.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -48959.625000 Penalty: 635.609192 Iteration 16Q: 3 clusters Score -48959.62 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -48964.218750 Penalty: 635.609192 Iteration 17Q: 3 clusters Score -48964.22 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -48971.601562 Penalty: 635.609192 Iteration 18Q: 3 clusters Score -48971.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -48978.132812 Penalty: 635.609192 Iteration 19Q: 3 clusters Score -48978.13 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -48986.582031 Penalty: 635.609192 Iteration 20F: 3 clusters Score -48986.58 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -48999.355469 Penalty: 635.609192 Iteration 21Q: 3 clusters Score -48999.36 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -49018.535156 Penalty: 635.609192 Iteration 22Q: 3 clusters Score -49018.54 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -49033.941406 Penalty: 635.609192 Iteration 23Q: 3 clusters Score -49033.94 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -49050.953125 Penalty: 635.609192 Iteration 24Q: 3 clusters Score -49050.95 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -49062.699219 Penalty: 635.609192 Iteration 25Q: 3 clusters Score -49062.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -49074.871094 Penalty: 635.609192 Iteration 26Q: 3 clusters Score -49074.87 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -49083.042969 Penalty: 635.609192 Iteration 27Q: 3 clusters Score -49083.04 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -49094.910156 Penalty: 635.609192 Iteration 28Q: 3 clusters Score -49094.91 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -49105.562500 Penalty: 635.609192 Iteration 29Q: 3 clusters Score -49105.56 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -49110.433594 Penalty: 635.609192 Iteration 30Q: 3 clusters Score -49110.43 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -49117.179688 Penalty: 635.609192 Iteration 31Q: 3 clusters Score -49117.18 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -49118.570312 Penalty: 635.609192 Iteration 32Q: 3 clusters Score -49118.57 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -49118.570312 Penalty: 635.609192 Iteration 33F: 3 clusters Score -49118.57 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (1574 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1574 members Entering Unmasked Estep Score: -68526.570312 Penalty: 334.942566 Iteration 0F: 2 clusters Score -68526.57 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -67357.140625 Penalty: 669.885132 Iteration 0F: 3 clusters Score -67357.14 nChanged 630 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -67666.531250 Penalty: 669.885132 Iteration 1F: 3 clusters Score -67666.53 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -67753.500000 Penalty: 669.885132 Iteration 2F: 3 clusters Score -67753.5 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -67847.406250 Penalty: 669.885132 Iteration 3F: 3 clusters Score -67847.41 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -67929.562500 Penalty: 669.885132 Iteration 4F: 3 clusters Score -67929.56 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -68019.359375 Penalty: 669.885132 Iteration 5F: 3 clusters Score -68019.36 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -68083.375000 Penalty: 669.885132 Iteration 6Q: 3 clusters Score -68083.38 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -68121.523438 Penalty: 669.885132 Iteration 7Q: 3 clusters Score -68121.52 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -68144.664062 Penalty: 669.885132 Iteration 8Q: 3 clusters Score -68144.66 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -68168.906250 Penalty: 669.885132 Iteration 9Q: 3 clusters Score -68168.91 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1266 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -68195.328125 Penalty: 669.885132 Iteration 10Q: 3 clusters Score -68195.33 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1287 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -68221.125000 Penalty: 669.885132 Iteration 11Q: 3 clusters Score -68221.12 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1301 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -68235.453125 Penalty: 669.885132 Iteration 12Q: 3 clusters Score -68235.45 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -68248.968750 Penalty: 669.885132 Iteration 13Q: 3 clusters Score -68248.97 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -68260.726562 Penalty: 669.885132 Iteration 14Q: 3 clusters Score -68260.73 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1334 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -68268.882812 Penalty: 669.885132 Iteration 15Q: 3 clusters Score -68268.88 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1341 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -68277.875000 Penalty: 669.885132 Iteration 16Q: 3 clusters Score -68277.88 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1346 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -68281.367188 Penalty: 669.885132 Iteration 17Q: 3 clusters Score -68281.37 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -68284.062500 Penalty: 669.885132 Iteration 18Q: 3 clusters Score -68284.06 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1353 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -68287.648438 Penalty: 669.885132 Iteration 19Q: 3 clusters Score -68287.65 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -68289.664062 Penalty: 669.885132 Iteration 20F: 3 clusters Score -68289.66 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -68293.257812 Penalty: 669.885132 Iteration 21Q: 3 clusters Score -68293.26 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1361 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -68297.242188 Penalty: 669.885132 Iteration 22Q: 3 clusters Score -68297.24 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1358 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -68299.039062 Penalty: 669.885132 Iteration 23Q: 3 clusters Score -68299.04 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1356 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -68299.789062 Penalty: 669.885132 Iteration 24Q: 3 clusters Score -68299.79 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1356 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -68299.789062 Penalty: 669.885132 Iteration 25F: 3 clusters Score -68299.79 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (730 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Entering Unmasked Estep Score: -29473.835938 Penalty: 299.983521 Iteration 0F: 2 clusters Score -29473.84 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -28805.679688 Penalty: 599.967041 Iteration 0F: 3 clusters Score -28805.68 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -28989.595703 Penalty: 599.967041 Iteration 1F: 3 clusters Score -28989.6 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -29032.376953 Penalty: 599.967041 Iteration 2F: 3 clusters Score -29032.38 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -29058.962891 Penalty: 599.967041 Iteration 3Q: 3 clusters Score -29058.96 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -29079.808594 Penalty: 599.967041 Iteration 4Q: 3 clusters Score -29079.81 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -29095.792969 Penalty: 599.967041 Iteration 5Q: 3 clusters Score -29095.79 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -29127.498047 Penalty: 599.967041 Iteration 6Q: 3 clusters Score -29127.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -29162.333984 Penalty: 599.967041 Iteration 7Q: 3 clusters Score -29162.33 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -29182.855469 Penalty: 599.967041 Iteration 8Q: 3 clusters Score -29182.86 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -29200.443359 Penalty: 599.967041 Iteration 9Q: 3 clusters Score -29200.44 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -29219.968750 Penalty: 599.967041 Iteration 10Q: 3 clusters Score -29219.97 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -29227.607422 Penalty: 599.967041 Iteration 11Q: 3 clusters Score -29227.61 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -29238.292969 Penalty: 599.967041 Iteration 12Q: 3 clusters Score -29238.29 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -29244.886719 Penalty: 599.967041 Iteration 13Q: 3 clusters Score -29244.89 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -29250.564453 Penalty: 599.967041 Iteration 14Q: 3 clusters Score -29250.56 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -29252.037109 Penalty: 599.967041 Iteration 15Q: 3 clusters Score -29252.04 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -29255.191406 Penalty: 599.967041 Iteration 16Q: 3 clusters Score -29255.19 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -29258.472656 Penalty: 599.967041 Iteration 17Q: 3 clusters Score -29258.47 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -29259.867188 Penalty: 599.967041 Iteration 18Q: 3 clusters Score -29259.87 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -29261.091797 Penalty: 599.967041 Iteration 19Q: 3 clusters Score -29261.09 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -29262.367188 Penalty: 599.967041 Iteration 20F: 3 clusters Score -29262.37 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -29262.822266 Penalty: 599.967041 Iteration 21Q: 3 clusters Score -29262.82 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -29263.669922 Penalty: 599.967041 Iteration 22Q: 3 clusters Score -29263.67 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -29265.312500 Penalty: 599.967041 Iteration 23Q: 3 clusters Score -29265.31 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -29267.755859 Penalty: 599.967041 Iteration 24Q: 3 clusters Score -29267.76 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -29269.750000 Penalty: 599.967041 Iteration 25Q: 3 clusters Score -29269.75 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -29277.646484 Penalty: 599.967041 Iteration 26Q: 3 clusters Score -29277.65 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -29279.169922 Penalty: 599.967041 Iteration 27Q: 3 clusters Score -29279.17 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -29279.687500 Penalty: 599.967041 Iteration 28Q: 3 clusters Score -29279.69 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -29280.746094 Penalty: 599.967041 Iteration 29Q: 3 clusters Score -29280.75 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -29281.632812 Penalty: 599.967041 Iteration 30Q: 3 clusters Score -29281.63 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -29284.332031 Penalty: 599.967041 Iteration 31Q: 3 clusters Score -29284.33 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -29285.992188 Penalty: 599.967041 Iteration 32Q: 3 clusters Score -29285.99 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -29287.150391 Penalty: 599.967041 Iteration 33Q: 3 clusters Score -29287.15 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -29288.785156 Penalty: 599.967041 Iteration 34Q: 3 clusters Score -29288.79 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -29289.564453 Penalty: 599.967041 Iteration 35Q: 3 clusters Score -29289.56 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -29292.763672 Penalty: 599.967041 Iteration 36Q: 3 clusters Score -29292.76 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -29294.392578 Penalty: 599.967041 Iteration 37Q: 3 clusters Score -29294.39 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -29295.203125 Penalty: 599.967041 Iteration 38Q: 3 clusters Score -29295.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -29295.203125 Penalty: 599.967041 Iteration 39F: 3 clusters Score -29295.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (3831 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3831 members Entering Unmasked Estep Score: -160675.265625 Penalty: 375.415100 Iteration 0F: 2 clusters Score -160675.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1934 members Mstep: Class 2 contains 1897 members Entering Unmasked Estep Score: -158148.500000 Penalty: 750.830200 Iteration 0F: 3 clusters Score -158148.5 nChanged 1702 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1962 members Mstep: Class 2 contains 1869 members Entering Unmasked Estep Score: -159199.921875 Penalty: 750.830200 Iteration 1F: 3 clusters Score -159199.9 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2005 members Mstep: Class 2 contains 1826 members Entering Unmasked Estep Score: -159296.671875 Penalty: 750.830200 Iteration 2F: 3 clusters Score -159296.7 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2051 members Mstep: Class 2 contains 1780 members Entering Unmasked Estep Score: -159391.875000 Penalty: 750.830200 Iteration 3Q: 3 clusters Score -159391.9 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2112 members Mstep: Class 2 contains 1719 members Entering Unmasked Estep Score: -159484.031250 Penalty: 750.830200 Iteration 4Q: 3 clusters Score -159484 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2179 members Mstep: Class 2 contains 1652 members Entering Unmasked Estep Score: -159590.796875 Penalty: 750.830200 Iteration 5Q: 3 clusters Score -159590.8 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2265 members Mstep: Class 2 contains 1566 members Entering Unmasked Estep Score: -159711.687500 Penalty: 750.830200 Iteration 6Q: 3 clusters Score -159711.7 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2354 members Mstep: Class 2 contains 1477 members Entering Unmasked Estep Score: -159847.312500 Penalty: 750.830200 Iteration 7Q: 3 clusters Score -159847.3 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2456 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -159992.296875 Penalty: 750.830200 Iteration 8Q: 3 clusters Score -159992.3 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2558 members Mstep: Class 2 contains 1273 members Entering Unmasked Estep Score: -160176.390625 Penalty: 750.830200 Iteration 9Q: 3 clusters Score -160176.4 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2624 members Mstep: Class 2 contains 1207 members Entering Unmasked Estep Score: -160264.703125 Penalty: 750.830200 Iteration 10Q: 3 clusters Score -160264.7 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2678 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -160306.046875 Penalty: 750.830200 Iteration 11Q: 3 clusters Score -160306 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2718 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -160322.171875 Penalty: 750.830200 Iteration 12Q: 3 clusters Score -160322.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2750 members Mstep: Class 2 contains 1081 members Entering Unmasked Estep Score: -160332.125000 Penalty: 750.830200 Iteration 13Q: 3 clusters Score -160332.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2776 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -160337.546875 Penalty: 750.830200 Iteration 14Q: 3 clusters Score -160337.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2794 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -160340.750000 Penalty: 750.830200 Iteration 15Q: 3 clusters Score -160340.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2811 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -160343.859375 Penalty: 750.830200 Iteration 16Q: 3 clusters Score -160343.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2828 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -160347.484375 Penalty: 750.830200 Iteration 17Q: 3 clusters Score -160347.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2845 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -160350.921875 Penalty: 750.830200 Iteration 18Q: 3 clusters Score -160350.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2853 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -160352.093750 Penalty: 750.830200 Iteration 19Q: 3 clusters Score -160352.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2860 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -160352.843750 Penalty: 750.830200 Iteration 20F: 3 clusters Score -160352.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2863 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -160353.843750 Penalty: 750.830200 Iteration 21Q: 3 clusters Score -160353.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2869 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -160354.468750 Penalty: 750.830200 Iteration 22Q: 3 clusters Score -160354.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2874 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -160354.562500 Penalty: 750.830200 Iteration 23Q: 3 clusters Score -160354.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2875 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -160355.046875 Penalty: 750.830200 Iteration 24Q: 3 clusters Score -160355 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2876 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -160354.953125 Penalty: 750.830200 Iteration 25Q: 3 clusters Score -160355 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2876 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -160354.953125 Penalty: 750.830200 Iteration 26F: 3 clusters Score -160355 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (16590 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16590 members Entering Unmasked Estep Score: -760410.062500 Penalty: 442.103271 Iteration 0F: 2 clusters Score -760410.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8347 members Mstep: Class 2 contains 8243 members Entering Unmasked Estep Score: -749247.312500 Penalty: 884.206543 Iteration 0F: 3 clusters Score -749247.3 nChanged 7883 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9020 members Mstep: Class 2 contains 7570 members Entering Unmasked Estep Score: -754255.812500 Penalty: 884.206543 Iteration 1F: 3 clusters Score -754255.8 nChanged 998 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9310 members Mstep: Class 2 contains 7280 members Entering Unmasked Estep Score: -755005.375000 Penalty: 884.206543 Iteration 2F: 3 clusters Score -755005.4 nChanged 1129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9583 members Mstep: Class 2 contains 7007 members Entering Unmasked Estep Score: -756024.750000 Penalty: 884.206543 Iteration 3F: 3 clusters Score -756024.8 nChanged 1199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9756 members Mstep: Class 2 contains 6834 members Entering Unmasked Estep Score: -757072.750000 Penalty: 884.206543 Iteration 4F: 3 clusters Score -757072.8 nChanged 1078 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9840 members Mstep: Class 2 contains 6750 members Entering Unmasked Estep Score: -757768.062500 Penalty: 884.206543 Iteration 5F: 3 clusters Score -757768.1 nChanged 707 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9859 members Mstep: Class 2 contains 6731 members Entering Unmasked Estep Score: -758032.000000 Penalty: 884.206543 Iteration 6Q: 3 clusters Score -758032 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9870 members Mstep: Class 2 contains 6720 members Entering Unmasked Estep Score: -758129.312500 Penalty: 884.206543 Iteration 7Q: 3 clusters Score -758129.3 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9917 members Mstep: Class 2 contains 6673 members Entering Unmasked Estep Score: -758183.750000 Penalty: 884.206543 Iteration 8Q: 3 clusters Score -758183.8 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9980 members Mstep: Class 2 contains 6610 members Entering Unmasked Estep Score: -758219.437500 Penalty: 884.206543 Iteration 9Q: 3 clusters Score -758219.4 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10046 members Mstep: Class 2 contains 6544 members Entering Unmasked Estep Score: -758245.937500 Penalty: 884.206543 Iteration 10Q: 3 clusters Score -758245.9 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10117 members Mstep: Class 2 contains 6473 members Entering Unmasked Estep Score: -758272.187500 Penalty: 884.206543 Iteration 11Q: 3 clusters Score -758272.2 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10190 members Mstep: Class 2 contains 6400 members Entering Unmasked Estep Score: -758297.750000 Penalty: 884.206543 Iteration 12Q: 3 clusters Score -758297.8 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10265 members Mstep: Class 2 contains 6325 members Entering Unmasked Estep Score: -758324.750000 Penalty: 884.206543 Iteration 13Q: 3 clusters Score -758324.8 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10350 members Mstep: Class 2 contains 6240 members Entering Unmasked Estep Score: -758348.312500 Penalty: 884.206543 Iteration 14Q: 3 clusters Score -758348.3 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10427 members Mstep: Class 2 contains 6163 members Entering Unmasked Estep Score: -758366.500000 Penalty: 884.206543 Iteration 15Q: 3 clusters Score -758366.5 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10512 members Mstep: Class 2 contains 6078 members Entering Unmasked Estep Score: -758385.562500 Penalty: 884.206543 Iteration 16Q: 3 clusters Score -758385.6 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10596 members Mstep: Class 2 contains 5994 members Entering Unmasked Estep Score: -758403.062500 Penalty: 884.206543 Iteration 17Q: 3 clusters Score -758403.1 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10677 members Mstep: Class 2 contains 5913 members Entering Unmasked Estep Score: -758421.875000 Penalty: 884.206543 Iteration 18Q: 3 clusters Score -758421.9 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10761 members Mstep: Class 2 contains 5829 members Entering Unmasked Estep Score: -758449.187500 Penalty: 884.206543 Iteration 19Q: 3 clusters Score -758449.2 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10851 members Mstep: Class 2 contains 5739 members Entering Unmasked Estep Score: -758469.375000 Penalty: 884.206543 Iteration 20F: 3 clusters Score -758469.4 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10930 members Mstep: Class 2 contains 5660 members Entering Unmasked Estep Score: -758488.812500 Penalty: 884.206543 Iteration 21Q: 3 clusters Score -758488.8 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11012 members Mstep: Class 2 contains 5578 members Entering Unmasked Estep Score: -758505.062500 Penalty: 884.206543 Iteration 22Q: 3 clusters Score -758505.1 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11104 members Mstep: Class 2 contains 5486 members Entering Unmasked Estep Score: -758523.062500 Penalty: 884.206543 Iteration 23Q: 3 clusters Score -758523.1 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11200 members Mstep: Class 2 contains 5390 members Entering Unmasked Estep Score: -758543.875000 Penalty: 884.206543 Iteration 24Q: 3 clusters Score -758543.9 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11304 members Mstep: Class 2 contains 5286 members Entering Unmasked Estep Score: -758571.062500 Penalty: 884.206543 Iteration 25Q: 3 clusters Score -758571.1 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11433 members Mstep: Class 2 contains 5157 members Entering Unmasked Estep Score: -758602.562500 Penalty: 884.206543 Iteration 26Q: 3 clusters Score -758602.6 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11578 members Mstep: Class 2 contains 5012 members Entering Unmasked Estep Score: -758646.750000 Penalty: 884.206543 Iteration 27Q: 3 clusters Score -758646.8 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11739 members Mstep: Class 2 contains 4851 members Entering Unmasked Estep Score: -758692.750000 Penalty: 884.206543 Iteration 28Q: 3 clusters Score -758692.8 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11911 members Mstep: Class 2 contains 4679 members Entering Unmasked Estep Score: -758738.937500 Penalty: 884.206543 Iteration 29Q: 3 clusters Score -758738.9 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12066 members Mstep: Class 2 contains 4524 members Entering Unmasked Estep Score: -758781.812500 Penalty: 884.206543 Iteration 30Q: 3 clusters Score -758781.8 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12211 members Mstep: Class 2 contains 4379 members Entering Unmasked Estep Score: -758821.437500 Penalty: 884.206543 Iteration 31Q: 3 clusters Score -758821.4 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12368 members Mstep: Class 2 contains 4222 members Entering Unmasked Estep Score: -758861.062500 Penalty: 884.206543 Iteration 32Q: 3 clusters Score -758861.1 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12519 members Mstep: Class 2 contains 4071 members Entering Unmasked Estep Score: -758897.312500 Penalty: 884.206543 Iteration 33Q: 3 clusters Score -758897.3 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12670 members Mstep: Class 2 contains 3920 members Entering Unmasked Estep Score: -758943.437500 Penalty: 884.206543 Iteration 34Q: 3 clusters Score -758943.4 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12830 members Mstep: Class 2 contains 3760 members Entering Unmasked Estep Score: -758982.437500 Penalty: 884.206543 Iteration 35Q: 3 clusters Score -758982.4 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12981 members Mstep: Class 2 contains 3609 members Entering Unmasked Estep Score: -759021.000000 Penalty: 884.206543 Iteration 36Q: 3 clusters Score -759021 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13136 members Mstep: Class 2 contains 3454 members Entering Unmasked Estep Score: -759059.812500 Penalty: 884.206543 Iteration 37Q: 3 clusters Score -759059.8 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13286 members Mstep: Class 2 contains 3304 members Entering Unmasked Estep Score: -759103.125000 Penalty: 884.206543 Iteration 38Q: 3 clusters Score -759103.1 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13446 members Mstep: Class 2 contains 3144 members Entering Unmasked Estep Score: -759149.312500 Penalty: 884.206543 Iteration 39Q: 3 clusters Score -759149.3 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13575 members Mstep: Class 2 contains 3015 members Entering Unmasked Estep Score: -759186.750000 Penalty: 884.206543 Iteration 40F: 3 clusters Score -759186.8 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13723 members Mstep: Class 2 contains 2867 members Entering Unmasked Estep Score: -759230.812500 Penalty: 884.206543 Iteration 41Q: 3 clusters Score -759230.8 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13864 members Mstep: Class 2 contains 2726 members Entering Unmasked Estep Score: -759271.812500 Penalty: 884.206543 Iteration 42Q: 3 clusters Score -759271.8 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13994 members Mstep: Class 2 contains 2596 members Entering Unmasked Estep Score: -759310.250000 Penalty: 884.206543 Iteration 43Q: 3 clusters Score -759310.2 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14125 members Mstep: Class 2 contains 2465 members Entering Unmasked Estep Score: -759344.000000 Penalty: 884.206543 Iteration 44Q: 3 clusters Score -759344 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14246 members Mstep: Class 2 contains 2344 members Entering Unmasked Estep Score: -759374.187500 Penalty: 884.206543 Iteration 45Q: 3 clusters Score -759374.2 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14367 members Mstep: Class 2 contains 2223 members Entering Unmasked Estep Score: -759407.250000 Penalty: 884.206543 Iteration 46Q: 3 clusters Score -759407.2 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14492 members Mstep: Class 2 contains 2098 members Entering Unmasked Estep Score: -759439.687500 Penalty: 884.206543 Iteration 47Q: 3 clusters Score -759439.7 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14625 members Mstep: Class 2 contains 1965 members Entering Unmasked Estep Score: -759478.562500 Penalty: 884.206543 Iteration 48Q: 3 clusters Score -759478.6 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14768 members Mstep: Class 2 contains 1822 members Entering Unmasked Estep Score: -759527.125000 Penalty: 884.206543 Iteration 49Q: 3 clusters Score -759527.1 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14913 members Mstep: Class 2 contains 1677 members Entering Unmasked Estep Score: -759585.125000 Penalty: 884.206543 Iteration 50Q: 3 clusters Score -759585.1 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15064 members Mstep: Class 2 contains 1526 members Entering Unmasked Estep Score: -759641.875000 Penalty: 884.206543 Iteration 51Q: 3 clusters Score -759641.9 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15199 members Mstep: Class 2 contains 1391 members Entering Unmasked Estep Score: -759693.187500 Penalty: 884.206543 Iteration 52Q: 3 clusters Score -759693.2 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15330 members Mstep: Class 2 contains 1260 members Entering Unmasked Estep Score: -759740.187500 Penalty: 884.206543 Iteration 53Q: 3 clusters Score -759740.2 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15454 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -759794.437500 Penalty: 884.206543 Iteration 54Q: 3 clusters Score -759794.4 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15575 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -759843.937500 Penalty: 884.206543 Iteration 55Q: 3 clusters Score -759843.9 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15683 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -759883.750000 Penalty: 884.206543 Iteration 56Q: 3 clusters Score -759883.8 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15774 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -759919.187500 Penalty: 884.206543 Iteration 57Q: 3 clusters Score -759919.2 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15849 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -759949.750000 Penalty: 884.206543 Iteration 58Q: 3 clusters Score -759949.8 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15914 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -759980.875000 Penalty: 884.206543 Iteration 59Q: 3 clusters Score -759980.9 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15967 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -760000.687500 Penalty: 884.206543 Iteration 60F: 3 clusters Score -760000.7 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16006 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -760014.687500 Penalty: 884.206543 Iteration 61Q: 3 clusters Score -760014.7 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16050 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -760030.375000 Penalty: 884.206543 Iteration 62Q: 3 clusters Score -760030.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16084 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -760042.187500 Penalty: 884.206543 Iteration 63Q: 3 clusters Score -760042.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16115 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -760052.375000 Penalty: 884.206543 Iteration 64Q: 3 clusters Score -760052.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16140 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -760059.437500 Penalty: 884.206543 Iteration 65Q: 3 clusters Score -760059.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16158 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -760066.312500 Penalty: 884.206543 Iteration 66Q: 3 clusters Score -760066.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16176 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -760071.750000 Penalty: 884.206543 Iteration 67Q: 3 clusters Score -760071.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16190 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -760075.437500 Penalty: 884.206543 Iteration 68Q: 3 clusters Score -760075.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16206 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -760080.312500 Penalty: 884.206543 Iteration 69Q: 3 clusters Score -760080.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16222 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -760085.125000 Penalty: 884.206543 Iteration 70Q: 3 clusters Score -760085.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16237 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -760092.812500 Penalty: 884.206543 Iteration 71Q: 3 clusters Score -760092.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16250 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -760104.000000 Penalty: 884.206543 Iteration 72Q: 3 clusters Score -760104 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16266 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -760125.875000 Penalty: 884.206543 Iteration 73Q: 3 clusters Score -760125.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16282 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -760139.375000 Penalty: 884.206543 Iteration 74Q: 3 clusters Score -760139.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16299 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -760156.375000 Penalty: 884.206543 Iteration 75Q: 3 clusters Score -760156.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16309 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -760169.875000 Penalty: 884.206543 Iteration 76Q: 3 clusters Score -760169.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16312 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -760178.000000 Penalty: 884.206543 Iteration 77Q: 3 clusters Score -760178 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16310 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -760182.750000 Penalty: 884.206543 Iteration 78Q: 3 clusters Score -760182.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16311 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -760189.937500 Penalty: 884.206543 Iteration 79Q: 3 clusters Score -760189.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16310 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -760194.125000 Penalty: 884.206543 Iteration 80F: 3 clusters Score -760194.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16310 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -760196.062500 Penalty: 884.206543 Iteration 81Q: 3 clusters Score -760196.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16313 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -760200.812500 Penalty: 884.206543 Iteration 82Q: 3 clusters Score -760200.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16319 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -760206.312500 Penalty: 884.206543 Iteration 83Q: 3 clusters Score -760206.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16321 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -760208.062500 Penalty: 884.206543 Iteration 84Q: 3 clusters Score -760208.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16327 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -760209.875000 Penalty: 884.206543 Iteration 85Q: 3 clusters Score -760209.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16333 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -760214.062500 Penalty: 884.206543 Iteration 86Q: 3 clusters Score -760214.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16338 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -760217.687500 Penalty: 884.206543 Iteration 87Q: 3 clusters Score -760217.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16340 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -760218.812500 Penalty: 884.206543 Iteration 88Q: 3 clusters Score -760218.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16339 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -760220.187500 Penalty: 884.206543 Iteration 89Q: 3 clusters Score -760220.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16339 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -760220.187500 Penalty: 884.206543 Iteration 90Q: 3 clusters Score -760220.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16339 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -760220.187500 Penalty: 884.206543 Iteration 91F: 3 clusters Score -760220.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (772 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Entering Unmasked Estep Score: -31025.468750 Penalty: 302.528778 Iteration 0F: 2 clusters Score -31025.47 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -30354.960938 Penalty: 605.057556 Iteration 0F: 3 clusters Score -30354.96 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -30558.957031 Penalty: 605.057556 Iteration 1F: 3 clusters Score -30558.96 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -30604.443359 Penalty: 605.057556 Iteration 2F: 3 clusters Score -30604.44 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -30626.029297 Penalty: 605.057556 Iteration 3Q: 3 clusters Score -30626.03 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -30645.314453 Penalty: 605.057556 Iteration 4Q: 3 clusters Score -30645.31 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -30658.525391 Penalty: 605.057556 Iteration 5Q: 3 clusters Score -30658.53 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -30670.224609 Penalty: 605.057556 Iteration 6Q: 3 clusters Score -30670.22 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -30686.933594 Penalty: 605.057556 Iteration 7Q: 3 clusters Score -30686.93 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -30711.044922 Penalty: 605.057556 Iteration 8Q: 3 clusters Score -30711.04 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -30734.095703 Penalty: 605.057556 Iteration 9Q: 3 clusters Score -30734.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -30753.994141 Penalty: 605.057556 Iteration 10Q: 3 clusters Score -30753.99 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -30764.707031 Penalty: 605.057556 Iteration 11Q: 3 clusters Score -30764.71 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -30772.142578 Penalty: 605.057556 Iteration 12Q: 3 clusters Score -30772.14 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -30775.609375 Penalty: 605.057556 Iteration 13Q: 3 clusters Score -30775.61 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -30779.402344 Penalty: 605.057556 Iteration 14Q: 3 clusters Score -30779.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -30782.998047 Penalty: 605.057556 Iteration 15Q: 3 clusters Score -30783 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -30785.591797 Penalty: 605.057556 Iteration 16Q: 3 clusters Score -30785.59 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -30786.164062 Penalty: 605.057556 Iteration 17Q: 3 clusters Score -30786.16 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -30786.287109 Penalty: 605.057556 Iteration 18Q: 3 clusters Score -30786.29 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -30786.658203 Penalty: 605.057556 Iteration 19Q: 3 clusters Score -30786.66 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -30786.898438 Penalty: 605.057556 Iteration 20F: 3 clusters Score -30786.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (260825 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260825 members Entering Unmasked Estep Score: -11272081.000000 Penalty: 567.458069 Iteration 0F: 2 clusters Score -1.127208e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130613 members Mstep: Class 2 contains 130212 members Entering Unmasked Estep Score: -11104259.000000 Penalty: 1134.916138 Iteration 0F: 3 clusters Score -1.110426e+07 nChanged 128625 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139324 members Mstep: Class 2 contains 121501 members Entering Unmasked Estep Score: -11189937.000000 Penalty: 1134.916138 Iteration 1F: 3 clusters Score -1.118994e+07 nChanged 15612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143518 members Mstep: Class 2 contains 117307 members Entering Unmasked Estep Score: -11200456.000000 Penalty: 1134.916138 Iteration 2F: 3 clusters Score -1.120046e+07 nChanged 18768 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149350 members Mstep: Class 2 contains 111475 members Entering Unmasked Estep Score: -11216480.000000 Penalty: 1134.916138 Iteration 3F: 3 clusters Score -1.121648e+07 nChanged 20020 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155828 members Mstep: Class 2 contains 104997 members Entering Unmasked Estep Score: -11234673.000000 Penalty: 1134.916138 Iteration 4F: 3 clusters Score -1.123467e+07 nChanged 16967 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161501 members Mstep: Class 2 contains 99324 members Entering Unmasked Estep Score: -11247114.000000 Penalty: 1134.916138 Iteration 5F: 3 clusters Score -1.124711e+07 nChanged 11120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166451 members Mstep: Class 2 contains 94374 members Entering Unmasked Estep Score: -11252955.000000 Penalty: 1134.916138 Iteration 6Q: 3 clusters Score -1.125296e+07 nChanged 7131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171006 members Mstep: Class 2 contains 89819 members Entering Unmasked Estep Score: -11256439.000000 Penalty: 1134.916138 Iteration 7Q: 3 clusters Score -1.125644e+07 nChanged 5595 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175375 members Mstep: Class 2 contains 85450 members Entering Unmasked Estep Score: -11259125.000000 Penalty: 1134.916138 Iteration 8Q: 3 clusters Score -1.125912e+07 nChanged 5102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179625 members Mstep: Class 2 contains 81200 members Entering Unmasked Estep Score: -11261740.000000 Penalty: 1134.916138 Iteration 9Q: 3 clusters Score -1.126174e+07 nChanged 4831 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183732 members Mstep: Class 2 contains 77093 members Entering Unmasked Estep Score: -11264109.000000 Penalty: 1134.916138 Iteration 10Q: 3 clusters Score -1.126411e+07 nChanged 4566 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187754 members Mstep: Class 2 contains 73071 members Entering Unmasked Estep Score: -11266198.000000 Penalty: 1134.916138 Iteration 11Q: 3 clusters Score -1.12662e+07 nChanged 4417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191809 members Mstep: Class 2 contains 69016 members Entering Unmasked Estep Score: -11268015.000000 Penalty: 1134.916138 Iteration 12Q: 3 clusters Score -1.126802e+07 nChanged 4250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195863 members Mstep: Class 2 contains 64962 members Entering Unmasked Estep Score: -11269959.000000 Penalty: 1134.916138 Iteration 13Q: 3 clusters Score -1.126996e+07 nChanged 4137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199866 members Mstep: Class 2 contains 60959 members Entering Unmasked Estep Score: -11271807.000000 Penalty: 1134.916138 Iteration 14Q: 3 clusters Score -1.127181e+07 nChanged 3853 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203661 members Mstep: Class 2 contains 57164 members Entering Unmasked Estep Score: -11273406.000000 Penalty: 1134.916138 Iteration 15Q: 3 clusters Score -1.127341e+07 nChanged 3679 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207312 members Mstep: Class 2 contains 53513 members Entering Unmasked Estep Score: -11274713.000000 Penalty: 1134.916138 Iteration 16Q: 3 clusters Score -1.127471e+07 nChanged 3391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210689 members Mstep: Class 2 contains 50136 members Entering Unmasked Estep Score: -11275856.000000 Penalty: 1134.916138 Iteration 17Q: 3 clusters Score -1.127586e+07 nChanged 3225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213910 members Mstep: Class 2 contains 46915 members Entering Unmasked Estep Score: -11276714.000000 Penalty: 1134.916138 Iteration 18Q: 3 clusters Score -1.127671e+07 nChanged 3018 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216928 members Mstep: Class 2 contains 43897 members Entering Unmasked Estep Score: -11277450.000000 Penalty: 1134.916138 Iteration 19Q: 3 clusters Score -1.127745e+07 nChanged 2855 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219783 members Mstep: Class 2 contains 41042 members Entering Unmasked Estep Score: -11278089.000000 Penalty: 1134.916138 Iteration 20F: 3 clusters Score -1.127809e+07 nChanged 2581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222364 members Mstep: Class 2 contains 38461 members Entering Unmasked Estep Score: -11278457.000000 Penalty: 1134.916138 Iteration 21Q: 3 clusters Score -1.127846e+07 nChanged 2341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224705 members Mstep: Class 2 contains 36120 members Entering Unmasked Estep Score: -11278881.000000 Penalty: 1134.916138 Iteration 22Q: 3 clusters Score -1.127888e+07 nChanged 2239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226944 members Mstep: Class 2 contains 33881 members Entering Unmasked Estep Score: -11279161.000000 Penalty: 1134.916138 Iteration 23Q: 3 clusters Score -1.127916e+07 nChanged 2034 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228978 members Mstep: Class 2 contains 31847 members Entering Unmasked Estep Score: -11279443.000000 Penalty: 1134.916138 Iteration 24Q: 3 clusters Score -1.127944e+07 nChanged 1886 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230864 members Mstep: Class 2 contains 29961 members Entering Unmasked Estep Score: -11279541.000000 Penalty: 1134.916138 Iteration 25Q: 3 clusters Score -1.127954e+07 nChanged 1720 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232584 members Mstep: Class 2 contains 28241 members Entering Unmasked Estep Score: -11279641.000000 Penalty: 1134.916138 Iteration 26Q: 3 clusters Score -1.127964e+07 nChanged 1511 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234095 members Mstep: Class 2 contains 26730 members Entering Unmasked Estep Score: -11279670.000000 Penalty: 1134.916138 Iteration 27Q: 3 clusters Score -1.127967e+07 nChanged 1336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235431 members Mstep: Class 2 contains 25394 members Entering Unmasked Estep Score: -11279623.000000 Penalty: 1134.916138 Iteration 28Q: 3 clusters Score -1.127962e+07 nChanged 1219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236650 members Mstep: Class 2 contains 24175 members Entering Unmasked Estep Score: -11279623.000000 Penalty: 1134.916138 Iteration 29Q: 3 clusters Score -1.127962e+07 nChanged 1124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237774 members Mstep: Class 2 contains 23051 members Entering Unmasked Estep Score: -11279447.000000 Penalty: 1134.916138 Iteration 30Q: 3 clusters Score -1.127945e+07 nChanged 1032 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238806 members Mstep: Class 2 contains 22019 members Entering Unmasked Estep Score: -11279410.000000 Penalty: 1134.916138 Iteration 31Q: 3 clusters Score -1.127941e+07 nChanged 948 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239754 members Mstep: Class 2 contains 21071 members Entering Unmasked Estep Score: -11279339.000000 Penalty: 1134.916138 Iteration 32Q: 3 clusters Score -1.127934e+07 nChanged 848 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240602 members Mstep: Class 2 contains 20223 members Entering Unmasked Estep Score: -11279228.000000 Penalty: 1134.916138 Iteration 33Q: 3 clusters Score -1.127923e+07 nChanged 763 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241365 members Mstep: Class 2 contains 19460 members Entering Unmasked Estep Score: -11279145.000000 Penalty: 1134.916138 Iteration 34Q: 3 clusters Score -1.127914e+07 nChanged 713 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242076 members Mstep: Class 2 contains 18749 members Entering Unmasked Estep Score: -11279065.000000 Penalty: 1134.916138 Iteration 35Q: 3 clusters Score -1.127906e+07 nChanged 600 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242676 members Mstep: Class 2 contains 18149 members Entering Unmasked Estep Score: -11279042.000000 Penalty: 1134.916138 Iteration 36Q: 3 clusters Score -1.127904e+07 nChanged 536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243212 members Mstep: Class 2 contains 17613 members Entering Unmasked Estep Score: -11278937.000000 Penalty: 1134.916138 Iteration 37Q: 3 clusters Score -1.127894e+07 nChanged 489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243701 members Mstep: Class 2 contains 17124 members Entering Unmasked Estep Score: -11278842.000000 Penalty: 1134.916138 Iteration 38Q: 3 clusters Score -1.127884e+07 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244128 members Mstep: Class 2 contains 16697 members Entering Unmasked Estep Score: -11278736.000000 Penalty: 1134.916138 Iteration 39Q: 3 clusters Score -1.127874e+07 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244504 members Mstep: Class 2 contains 16321 members Entering Unmasked Estep Score: -11278721.000000 Penalty: 1134.916138 Iteration 40F: 3 clusters Score -1.127872e+07 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244823 members Mstep: Class 2 contains 16002 members Entering Unmasked Estep Score: -11278627.000000 Penalty: 1134.916138 Iteration 41Q: 3 clusters Score -1.127863e+07 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245118 members Mstep: Class 2 contains 15707 members Entering Unmasked Estep Score: -11278556.000000 Penalty: 1134.916138 Iteration 42Q: 3 clusters Score -1.127856e+07 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245389 members Mstep: Class 2 contains 15436 members Entering Unmasked Estep Score: -11278490.000000 Penalty: 1134.916138 Iteration 43Q: 3 clusters Score -1.127849e+07 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245650 members Mstep: Class 2 contains 15175 members Entering Unmasked Estep Score: -11278444.000000 Penalty: 1134.916138 Iteration 44Q: 3 clusters Score -1.127844e+07 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245882 members Mstep: Class 2 contains 14943 members Entering Unmasked Estep Score: -11278396.000000 Penalty: 1134.916138 Iteration 45Q: 3 clusters Score -1.12784e+07 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246096 members Mstep: Class 2 contains 14729 members Entering Unmasked Estep Score: -11278389.000000 Penalty: 1134.916138 Iteration 46Q: 3 clusters Score -1.127839e+07 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246312 members Mstep: Class 2 contains 14513 members Entering Unmasked Estep Score: -11278338.000000 Penalty: 1134.916138 Iteration 47Q: 3 clusters Score -1.127834e+07 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246508 members Mstep: Class 2 contains 14317 members Entering Unmasked Estep Score: -11278319.000000 Penalty: 1134.916138 Iteration 48Q: 3 clusters Score -1.127832e+07 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246656 members Mstep: Class 2 contains 14169 members Entering Unmasked Estep Score: -11278237.000000 Penalty: 1134.916138 Iteration 49Q: 3 clusters Score -1.127824e+07 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246793 members Mstep: Class 2 contains 14032 members Entering Unmasked Estep Score: -11278204.000000 Penalty: 1134.916138 Iteration 50Q: 3 clusters Score -1.12782e+07 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246933 members Mstep: Class 2 contains 13892 members Entering Unmasked Estep Score: -11278176.000000 Penalty: 1134.916138 Iteration 51Q: 3 clusters Score -1.127818e+07 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247057 members Mstep: Class 2 contains 13768 members Entering Unmasked Estep Score: -11278156.000000 Penalty: 1134.916138 Iteration 52Q: 3 clusters Score -1.127816e+07 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247183 members Mstep: Class 2 contains 13642 members Entering Unmasked Estep Score: -11278143.000000 Penalty: 1134.916138 Iteration 53Q: 3 clusters Score -1.127814e+07 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247280 members Mstep: Class 2 contains 13545 members Entering Unmasked Estep Score: -11278117.000000 Penalty: 1134.916138 Iteration 54Q: 3 clusters Score -1.127812e+07 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247377 members Mstep: Class 2 contains 13448 members Entering Unmasked Estep Score: -11278094.000000 Penalty: 1134.916138 Iteration 55Q: 3 clusters Score -1.127809e+07 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247458 members Mstep: Class 2 contains 13367 members Entering Unmasked Estep Score: -11278054.000000 Penalty: 1134.916138 Iteration 56Q: 3 clusters Score -1.127805e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247520 members Mstep: Class 2 contains 13305 members Entering Unmasked Estep Score: -11278024.000000 Penalty: 1134.916138 Iteration 57Q: 3 clusters Score -1.127802e+07 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247572 members Mstep: Class 2 contains 13253 members Entering Unmasked Estep Score: -11277990.000000 Penalty: 1134.916138 Iteration 58Q: 3 clusters Score -1.127799e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247620 members Mstep: Class 2 contains 13205 members Entering Unmasked Estep Score: -11277987.000000 Penalty: 1134.916138 Iteration 59Q: 3 clusters Score -1.127799e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247659 members Mstep: Class 2 contains 13166 members Entering Unmasked Estep Score: -11277965.000000 Penalty: 1134.916138 Iteration 60F: 3 clusters Score -1.127796e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247699 members Mstep: Class 2 contains 13126 members Entering Unmasked Estep Score: -11277950.000000 Penalty: 1134.916138 Iteration 61Q: 3 clusters Score -1.127795e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247733 members Mstep: Class 2 contains 13092 members Entering Unmasked Estep Score: -11277935.000000 Penalty: 1134.916138 Iteration 62Q: 3 clusters Score -1.127794e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247756 members Mstep: Class 2 contains 13069 members Entering Unmasked Estep Score: -11277927.000000 Penalty: 1134.916138 Iteration 63Q: 3 clusters Score -1.127793e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247776 members Mstep: Class 2 contains 13049 members Entering Unmasked Estep Score: -11277931.000000 Penalty: 1134.916138 Iteration 64Q: 3 clusters Score -1.127793e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247796 members Mstep: Class 2 contains 13029 members Entering Unmasked Estep Score: -11277920.000000 Penalty: 1134.916138 Iteration 65Q: 3 clusters Score -1.127792e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247814 members Mstep: Class 2 contains 13011 members Entering Unmasked Estep Score: -11277896.000000 Penalty: 1134.916138 Iteration 66Q: 3 clusters Score -1.12779e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247836 members Mstep: Class 2 contains 12989 members Entering Unmasked Estep Score: -11277887.000000 Penalty: 1134.916138 Iteration 67Q: 3 clusters Score -1.127789e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247861 members Mstep: Class 2 contains 12964 members Entering Unmasked Estep Score: -11277876.000000 Penalty: 1134.916138 Iteration 68Q: 3 clusters Score -1.127788e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247884 members Mstep: Class 2 contains 12941 members Entering Unmasked Estep Score: -11277872.000000 Penalty: 1134.916138 Iteration 69Q: 3 clusters Score -1.127787e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247906 members Mstep: Class 2 contains 12919 members Entering Unmasked Estep Score: -11277871.000000 Penalty: 1134.916138 Iteration 70Q: 3 clusters Score -1.127787e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247924 members Mstep: Class 2 contains 12901 members Entering Unmasked Estep Score: -11277869.000000 Penalty: 1134.916138 Iteration 71Q: 3 clusters Score -1.127787e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247940 members Mstep: Class 2 contains 12885 members Entering Unmasked Estep Score: -11277868.000000 Penalty: 1134.916138 Iteration 72Q: 3 clusters Score -1.127787e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247962 members Mstep: Class 2 contains 12863 members Entering Unmasked Estep Score: -11277867.000000 Penalty: 1134.916138 Iteration 73Q: 3 clusters Score -1.127787e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247986 members Mstep: Class 2 contains 12839 members Entering Unmasked Estep Score: -11277871.000000 Penalty: 1134.916138 Iteration 74Q: 3 clusters Score -1.127787e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248001 members Mstep: Class 2 contains 12824 members Entering Unmasked Estep Score: -11277866.000000 Penalty: 1134.916138 Iteration 75Q: 3 clusters Score -1.127787e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248016 members Mstep: Class 2 contains 12809 members Entering Unmasked Estep Score: -11277876.000000 Penalty: 1134.916138 Iteration 76Q: 3 clusters Score -1.127788e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248030 members Mstep: Class 2 contains 12795 members Entering Unmasked Estep Score: -11277875.000000 Penalty: 1134.916138 Iteration 77Q: 3 clusters Score -1.127788e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248049 members Mstep: Class 2 contains 12776 members Entering Unmasked Estep Score: -11277878.000000 Penalty: 1134.916138 Iteration 78Q: 3 clusters Score -1.127788e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248060 members Mstep: Class 2 contains 12765 members Entering Unmasked Estep Score: -11277876.000000 Penalty: 1134.916138 Iteration 79Q: 3 clusters Score -1.127788e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248070 members Mstep: Class 2 contains 12755 members Entering Unmasked Estep Score: -11277888.000000 Penalty: 1134.916138 Iteration 80F: 3 clusters Score -1.127789e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248076 members Mstep: Class 2 contains 12749 members Entering Unmasked Estep Score: -11277886.000000 Penalty: 1134.916138 Iteration 81Q: 3 clusters Score -1.127789e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248080 members Mstep: Class 2 contains 12745 members Entering Unmasked Estep Score: -11277884.000000 Penalty: 1134.916138 Iteration 82Q: 3 clusters Score -1.127788e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248085 members Mstep: Class 2 contains 12740 members Entering Unmasked Estep Score: -11277893.000000 Penalty: 1134.916138 Iteration 83Q: 3 clusters Score -1.127789e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248090 members Mstep: Class 2 contains 12735 members Entering Unmasked Estep Score: -11277890.000000 Penalty: 1134.916138 Iteration 84Q: 3 clusters Score -1.127789e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248096 members Mstep: Class 2 contains 12729 members Entering Unmasked Estep Score: -11277890.000000 Penalty: 1134.916138 Iteration 85Q: 3 clusters Score -1.127789e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248101 members Mstep: Class 2 contains 12724 members Entering Unmasked Estep Score: -11277883.000000 Penalty: 1134.916138 Iteration 86Q: 3 clusters Score -1.127788e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248109 members Mstep: Class 2 contains 12716 members Entering Unmasked Estep Score: -11277889.000000 Penalty: 1134.916138 Iteration 87Q: 3 clusters Score -1.127789e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248116 members Mstep: Class 2 contains 12709 members Entering Unmasked Estep Score: -11277891.000000 Penalty: 1134.916138 Iteration 88Q: 3 clusters Score -1.127789e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248119 members Mstep: Class 2 contains 12706 members Entering Unmasked Estep Score: -11277890.000000 Penalty: 1134.916138 Iteration 89Q: 3 clusters Score -1.127789e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248125 members Mstep: Class 2 contains 12700 members Entering Unmasked Estep Score: -11277887.000000 Penalty: 1134.916138 Iteration 90Q: 3 clusters Score -1.127789e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248133 members Mstep: Class 2 contains 12692 members Entering Unmasked Estep Score: -11277890.000000 Penalty: 1134.916138 Iteration 91Q: 3 clusters Score -1.127789e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248142 members Mstep: Class 2 contains 12683 members Entering Unmasked Estep Score: -11277879.000000 Penalty: 1134.916138 Iteration 92Q: 3 clusters Score -1.127788e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248156 members Mstep: Class 2 contains 12669 members Entering Unmasked Estep Score: -11277881.000000 Penalty: 1134.916138 Iteration 93Q: 3 clusters Score -1.127788e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248169 members Mstep: Class 2 contains 12656 members Entering Unmasked Estep Score: -11277882.000000 Penalty: 1134.916138 Iteration 94Q: 3 clusters Score -1.127788e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248179 members Mstep: Class 2 contains 12646 members Entering Unmasked Estep Score: -11277883.000000 Penalty: 1134.916138 Iteration 95Q: 3 clusters Score -1.127788e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248190 members Mstep: Class 2 contains 12635 members Entering Unmasked Estep Score: -11277884.000000 Penalty: 1134.916138 Iteration 96Q: 3 clusters Score -1.127788e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248204 members Mstep: Class 2 contains 12621 members Entering Unmasked Estep Score: -11277885.000000 Penalty: 1134.916138 Iteration 97Q: 3 clusters Score -1.127788e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248217 members Mstep: Class 2 contains 12608 members Entering Unmasked Estep Score: -11277883.000000 Penalty: 1134.916138 Iteration 98Q: 3 clusters Score -1.127788e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248231 members Mstep: Class 2 contains 12594 members Entering Unmasked Estep Score: -11277870.000000 Penalty: 1134.916138 Iteration 99Q: 3 clusters Score -1.127787e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248243 members Mstep: Class 2 contains 12582 members Entering Unmasked Estep Score: -11277868.000000 Penalty: 1134.916138 Iteration 100F: 3 clusters Score -1.127787e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248250 members Mstep: Class 2 contains 12575 members Entering Unmasked Estep Score: -11277864.000000 Penalty: 1134.916138 Iteration 101Q: 3 clusters Score -1.127786e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248254 members Mstep: Class 2 contains 12571 members Entering Unmasked Estep Score: -11277867.000000 Penalty: 1134.916138 Iteration 102Q: 3 clusters Score -1.127787e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248258 members Mstep: Class 2 contains 12567 members Entering Unmasked Estep Score: -11277875.000000 Penalty: 1134.916138 Iteration 103Q: 3 clusters Score -1.127788e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248262 members Mstep: Class 2 contains 12563 members Entering Unmasked Estep Score: -11277872.000000 Penalty: 1134.916138 Iteration 104Q: 3 clusters Score -1.127787e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248265 members Mstep: Class 2 contains 12560 members Entering Unmasked Estep Score: -11277884.000000 Penalty: 1134.916138 Iteration 105Q: 3 clusters Score -1.127788e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248265 members Mstep: Class 2 contains 12560 members Entering Unmasked Estep Score: -11277884.000000 Penalty: 1134.916138 Iteration 106F: 3 clusters Score -1.127788e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 342 members Mstep: Class 4 contains 4791 members Mstep: Class 5 contains 2878 members Mstep: Class 6 contains 1080 members Mstep: Class 7 contains 1574 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3831 members Mstep: Class 10 contains 16590 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 248265 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1757 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 9446 members Mstep: Class 17 contains 6576 members Mstep: Class 18 contains 24407 members Mstep: Class 19 contains 31135 members Mstep: Class 20 contains 12560 members Mstep: Class 22 contains 1204 members Mstep: Class 23 contains 369 members Entering Unmasked Estep Score: -15547947.000000 Penalty: 12832.630859 Splitting cluster 12 changes total score from -15542075.000000 to -15547947.000000 So it's getting split into cluster 20. Entering ConstructFrom: Trying to split cluster 13 (210 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Entering Unmasked Estep Score: -7994.052734 Penalty: 243.293381 Iteration 0F: 2 clusters Score -7994.053 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -7701.958496 Penalty: 486.586761 Iteration 0F: 3 clusters Score -7701.958 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -7788.127441 Penalty: 486.586761 Iteration 1F: 3 clusters Score -7788.127 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -7813.781250 Penalty: 486.586761 Iteration 2F: 3 clusters Score -7813.781 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -7834.463867 Penalty: 486.586761 Iteration 3F: 3 clusters Score -7834.464 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -7847.150879 Penalty: 486.586761 Iteration 4Q: 3 clusters Score -7847.151 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -7851.875000 Penalty: 486.586761 Iteration 5Q: 3 clusters Score -7851.875 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -7851.875000 Penalty: 486.586761 Iteration 6F: 3 clusters Score -7851.875 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (1757 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1757 members Entering Unmasked Estep Score: -74617.773438 Penalty: 339.947021 Iteration 0F: 2 clusters Score -74617.77 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -73314.585938 Penalty: 679.894043 Iteration 0F: 3 clusters Score -73314.59 nChanged 770 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -73703.695312 Penalty: 679.894043 Iteration 1F: 3 clusters Score -73703.7 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -73749.062500 Penalty: 679.894043 Iteration 2F: 3 clusters Score -73749.06 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -73786.914062 Penalty: 679.894043 Iteration 3Q: 3 clusters Score -73786.91 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -73828.843750 Penalty: 679.894043 Iteration 4Q: 3 clusters Score -73828.84 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -73863.187500 Penalty: 679.894043 Iteration 5Q: 3 clusters Score -73863.19 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -73904.515625 Penalty: 679.894043 Iteration 6Q: 3 clusters Score -73904.52 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -73945.226562 Penalty: 679.894043 Iteration 7Q: 3 clusters Score -73945.23 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -73972.750000 Penalty: 679.894043 Iteration 8Q: 3 clusters Score -73972.75 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -74014.179688 Penalty: 679.894043 Iteration 9Q: 3 clusters Score -74014.18 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -74068.101562 Penalty: 679.894043 Iteration 10Q: 3 clusters Score -74068.1 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -74124.632812 Penalty: 679.894043 Iteration 11Q: 3 clusters Score -74124.63 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -74190.054688 Penalty: 679.894043 Iteration 12Q: 3 clusters Score -74190.05 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -74241.523438 Penalty: 679.894043 Iteration 13Q: 3 clusters Score -74241.52 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -74292.718750 Penalty: 679.894043 Iteration 14Q: 3 clusters Score -74292.72 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -74338.773438 Penalty: 679.894043 Iteration 15Q: 3 clusters Score -74338.77 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -74388.085938 Penalty: 679.894043 Iteration 16Q: 3 clusters Score -74388.09 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -74439.148438 Penalty: 679.894043 Iteration 17Q: 3 clusters Score -74439.15 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -74463.937500 Penalty: 679.894043 Iteration 18Q: 3 clusters Score -74463.94 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -74480.187500 Penalty: 679.894043 Iteration 19Q: 3 clusters Score -74480.19 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1099 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -74491.851562 Penalty: 679.894043 Iteration 20F: 3 clusters Score -74491.85 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -74498.734375 Penalty: 679.894043 Iteration 21Q: 3 clusters Score -74498.73 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -74504.445312 Penalty: 679.894043 Iteration 22Q: 3 clusters Score -74504.45 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -74509.789062 Penalty: 679.894043 Iteration 23Q: 3 clusters Score -74509.79 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -74512.882812 Penalty: 679.894043 Iteration 24Q: 3 clusters Score -74512.88 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -74515.898438 Penalty: 679.894043 Iteration 25Q: 3 clusters Score -74515.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -74518.187500 Penalty: 679.894043 Iteration 26Q: 3 clusters Score -74518.19 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -74520.562500 Penalty: 679.894043 Iteration 27Q: 3 clusters Score -74520.56 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -74522.890625 Penalty: 679.894043 Iteration 28Q: 3 clusters Score -74522.89 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -74524.484375 Penalty: 679.894043 Iteration 29Q: 3 clusters Score -74524.48 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -74525.945312 Penalty: 679.894043 Iteration 30Q: 3 clusters Score -74525.95 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -74527.046875 Penalty: 679.894043 Iteration 31Q: 3 clusters Score -74527.05 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1179 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -74528.453125 Penalty: 679.894043 Iteration 32Q: 3 clusters Score -74528.45 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -74530.304688 Penalty: 679.894043 Iteration 33Q: 3 clusters Score -74530.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -74531.937500 Penalty: 679.894043 Iteration 34Q: 3 clusters Score -74531.94 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -74533.750000 Penalty: 679.894043 Iteration 35Q: 3 clusters Score -74533.75 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -74535.046875 Penalty: 679.894043 Iteration 36Q: 3 clusters Score -74535.05 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -74535.289062 Penalty: 679.894043 Iteration 37Q: 3 clusters Score -74535.29 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -74535.890625 Penalty: 679.894043 Iteration 38Q: 3 clusters Score -74535.89 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -74537.367188 Penalty: 679.894043 Iteration 39Q: 3 clusters Score -74537.37 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -74538.679688 Penalty: 679.894043 Iteration 40F: 3 clusters Score -74538.68 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -74538.945312 Penalty: 679.894043 Iteration 41Q: 3 clusters Score -74538.95 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -74539.382812 Penalty: 679.894043 Iteration 42Q: 3 clusters Score -74539.38 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -74539.382812 Penalty: 679.894043 Iteration 43F: 3 clusters Score -74539.38 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (334 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Entering Unmasked Estep Score: -12815.240234 Penalty: 264.406921 Iteration 0F: 2 clusters Score -12815.24 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -12436.337891 Penalty: 528.813843 Iteration 0F: 3 clusters Score -12436.34 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -12522.874023 Penalty: 528.813843 Iteration 1F: 3 clusters Score -12522.87 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -12535.398438 Penalty: 528.813843 Iteration 2F: 3 clusters Score -12535.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -12545.193359 Penalty: 528.813843 Iteration 3Q: 3 clusters Score -12545.19 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -12547.616211 Penalty: 528.813843 Iteration 4Q: 3 clusters Score -12547.62 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -12549.209961 Penalty: 528.813843 Iteration 5Q: 3 clusters Score -12549.21 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -12550.421875 Penalty: 528.813843 Iteration 6Q: 3 clusters Score -12550.42 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -12550.421875 Penalty: 528.813843 Iteration 7F: 3 clusters Score -12550.42 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (9446 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9446 members Entering Unmasked Estep Score: -411731.812500 Penalty: 416.477295 Iteration 0F: 2 clusters Score -411731.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4787 members Mstep: Class 2 contains 4659 members Entering Unmasked Estep Score: -405371.093750 Penalty: 832.954590 Iteration 0F: 3 clusters Score -405371.1 nChanged 4408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5383 members Mstep: Class 2 contains 4063 members Entering Unmasked Estep Score: -407968.781250 Penalty: 832.954590 Iteration 1F: 3 clusters Score -407968.8 nChanged 541 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5796 members Mstep: Class 2 contains 3650 members Entering Unmasked Estep Score: -408266.343750 Penalty: 832.954590 Iteration 2F: 3 clusters Score -408266.3 nChanged 633 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6331 members Mstep: Class 2 contains 3115 members Entering Unmasked Estep Score: -408674.125000 Penalty: 832.954590 Iteration 3F: 3 clusters Score -408674.1 nChanged 668 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6941 members Mstep: Class 2 contains 2505 members Entering Unmasked Estep Score: -409178.687500 Penalty: 832.954590 Iteration 4F: 3 clusters Score -409178.7 nChanged 662 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7571 members Mstep: Class 2 contains 1875 members Entering Unmasked Estep Score: -409765.937500 Penalty: 832.954590 Iteration 5F: 3 clusters Score -409765.9 nChanged 572 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8117 members Mstep: Class 2 contains 1329 members Entering Unmasked Estep Score: -410299.031250 Penalty: 832.954590 Iteration 6F: 3 clusters Score -410299 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8534 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -410721.750000 Penalty: 832.954590 Iteration 7Q: 3 clusters Score -410721.8 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8808 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -410994.312500 Penalty: 832.954590 Iteration 8Q: 3 clusters Score -410994.3 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8970 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -411152.562500 Penalty: 832.954590 Iteration 9Q: 3 clusters Score -411152.6 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9066 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -411237.343750 Penalty: 832.954590 Iteration 10Q: 3 clusters Score -411237.3 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9129 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -411285.156250 Penalty: 832.954590 Iteration 11Q: 3 clusters Score -411285.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9167 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -411311.718750 Penalty: 832.954590 Iteration 12Q: 3 clusters Score -411311.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9195 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -411327.468750 Penalty: 832.954590 Iteration 13Q: 3 clusters Score -411327.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9215 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -411341.781250 Penalty: 832.954590 Iteration 14Q: 3 clusters Score -411341.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9229 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -411354.093750 Penalty: 832.954590 Iteration 15Q: 3 clusters Score -411354.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9249 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -411371.218750 Penalty: 832.954590 Iteration 16Q: 3 clusters Score -411371.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9262 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -411383.406250 Penalty: 832.954590 Iteration 17Q: 3 clusters Score -411383.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9269 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -411388.531250 Penalty: 832.954590 Iteration 18Q: 3 clusters Score -411388.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9272 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -411390.812500 Penalty: 832.954590 Iteration 19Q: 3 clusters Score -411390.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9274 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -411391.312500 Penalty: 832.954590 Iteration 20F: 3 clusters Score -411391.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9277 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -411392.656250 Penalty: 832.954590 Iteration 21Q: 3 clusters Score -411392.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9277 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -411394.093750 Penalty: 832.954590 Iteration 22Q: 3 clusters Score -411394.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9279 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -411395.250000 Penalty: 832.954590 Iteration 23Q: 3 clusters Score -411395.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9281 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -411396.843750 Penalty: 832.954590 Iteration 24Q: 3 clusters Score -411396.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9283 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -411397.500000 Penalty: 832.954590 Iteration 25Q: 3 clusters Score -411397.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9284 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -411397.875000 Penalty: 832.954590 Iteration 26Q: 3 clusters Score -411397.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9286 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -411399.156250 Penalty: 832.954590 Iteration 27Q: 3 clusters Score -411399.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9288 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -411400.343750 Penalty: 832.954590 Iteration 28Q: 3 clusters Score -411400.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9287 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -411400.250000 Penalty: 832.954590 Iteration 29Q: 3 clusters Score -411400.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9286 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -411399.875000 Penalty: 832.954590 Iteration 30Q: 3 clusters Score -411399.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9286 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -411399.875000 Penalty: 832.954590 Iteration 31F: 3 clusters Score -411399.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (6576 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6576 members Entering Unmasked Estep Score: -306521.281250 Penalty: 399.998749 Iteration 0F: 2 clusters Score -306521.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3264 members Mstep: Class 2 contains 3312 members Entering Unmasked Estep Score: -302075.062500 Penalty: 799.997498 Iteration 0F: 3 clusters Score -302075.1 nChanged 2999 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3033 members Mstep: Class 2 contains 3543 members Entering Unmasked Estep Score: -303956.031250 Penalty: 799.997498 Iteration 1F: 3 clusters Score -303956 nChanged 501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2804 members Mstep: Class 2 contains 3772 members Entering Unmasked Estep Score: -304324.031250 Penalty: 799.997498 Iteration 2F: 3 clusters Score -304324 nChanged 562 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2536 members Mstep: Class 2 contains 4040 members Entering Unmasked Estep Score: -304826.656250 Penalty: 799.997498 Iteration 3F: 3 clusters Score -304826.7 nChanged 498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2328 members Mstep: Class 2 contains 4248 members Entering Unmasked Estep Score: -305283.781250 Penalty: 799.997498 Iteration 4F: 3 clusters Score -305283.8 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2190 members Mstep: Class 2 contains 4386 members Entering Unmasked Estep Score: -305585.750000 Penalty: 799.997498 Iteration 5F: 3 clusters Score -305585.8 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2109 members Mstep: Class 2 contains 4467 members Entering Unmasked Estep Score: -305705.593750 Penalty: 799.997498 Iteration 6Q: 3 clusters Score -305705.6 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2047 members Mstep: Class 2 contains 4529 members Entering Unmasked Estep Score: -305744.218750 Penalty: 799.997498 Iteration 7Q: 3 clusters Score -305744.2 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1983 members Mstep: Class 2 contains 4593 members Entering Unmasked Estep Score: -305768.906250 Penalty: 799.997498 Iteration 8Q: 3 clusters Score -305768.9 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1920 members Mstep: Class 2 contains 4656 members Entering Unmasked Estep Score: -305786.875000 Penalty: 799.997498 Iteration 9Q: 3 clusters Score -305786.9 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1866 members Mstep: Class 2 contains 4710 members Entering Unmasked Estep Score: -305801.593750 Penalty: 799.997498 Iteration 10Q: 3 clusters Score -305801.6 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1807 members Mstep: Class 2 contains 4769 members Entering Unmasked Estep Score: -305813.531250 Penalty: 799.997498 Iteration 11Q: 3 clusters Score -305813.5 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1764 members Mstep: Class 2 contains 4812 members Entering Unmasked Estep Score: -305823.531250 Penalty: 799.997498 Iteration 12Q: 3 clusters Score -305823.5 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1720 members Mstep: Class 2 contains 4856 members Entering Unmasked Estep Score: -305832.593750 Penalty: 799.997498 Iteration 13Q: 3 clusters Score -305832.6 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1672 members Mstep: Class 2 contains 4904 members Entering Unmasked Estep Score: -305843.125000 Penalty: 799.997498 Iteration 14Q: 3 clusters Score -305843.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1638 members Mstep: Class 2 contains 4938 members Entering Unmasked Estep Score: -305849.312500 Penalty: 799.997498 Iteration 15Q: 3 clusters Score -305849.3 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1598 members Mstep: Class 2 contains 4978 members Entering Unmasked Estep Score: -305858.125000 Penalty: 799.997498 Iteration 16Q: 3 clusters Score -305858.1 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1554 members Mstep: Class 2 contains 5022 members Entering Unmasked Estep Score: -305866.625000 Penalty: 799.997498 Iteration 17Q: 3 clusters Score -305866.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1510 members Mstep: Class 2 contains 5066 members Entering Unmasked Estep Score: -305875.937500 Penalty: 799.997498 Iteration 18Q: 3 clusters Score -305875.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1466 members Mstep: Class 2 contains 5110 members Entering Unmasked Estep Score: -305887.250000 Penalty: 799.997498 Iteration 19Q: 3 clusters Score -305887.2 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1416 members Mstep: Class 2 contains 5160 members Entering Unmasked Estep Score: -305908.812500 Penalty: 799.997498 Iteration 20F: 3 clusters Score -305908.8 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1358 members Mstep: Class 2 contains 5218 members Entering Unmasked Estep Score: -305933.843750 Penalty: 799.997498 Iteration 21Q: 3 clusters Score -305933.8 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 5287 members Entering Unmasked Estep Score: -305966.750000 Penalty: 799.997498 Iteration 22Q: 3 clusters Score -305966.8 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 5356 members Entering Unmasked Estep Score: -305994.500000 Penalty: 799.997498 Iteration 23Q: 3 clusters Score -305994.5 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 5421 members Entering Unmasked Estep Score: -306022.250000 Penalty: 799.997498 Iteration 24Q: 3 clusters Score -306022.2 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 5478 members Entering Unmasked Estep Score: -306047.031250 Penalty: 799.997498 Iteration 25Q: 3 clusters Score -306047 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 5524 members Entering Unmasked Estep Score: -306061.906250 Penalty: 799.997498 Iteration 26Q: 3 clusters Score -306061.9 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 5567 members Entering Unmasked Estep Score: -306074.593750 Penalty: 799.997498 Iteration 27Q: 3 clusters Score -306074.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 5602 members Entering Unmasked Estep Score: -306083.562500 Penalty: 799.997498 Iteration 28Q: 3 clusters Score -306083.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 5641 members Entering Unmasked Estep Score: -306099.343750 Penalty: 799.997498 Iteration 29Q: 3 clusters Score -306099.3 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 5695 members Entering Unmasked Estep Score: -306118.906250 Penalty: 799.997498 Iteration 30Q: 3 clusters Score -306118.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 5739 members Entering Unmasked Estep Score: -306133.968750 Penalty: 799.997498 Iteration 31Q: 3 clusters Score -306134 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 5783 members Entering Unmasked Estep Score: -306145.218750 Penalty: 799.997498 Iteration 32Q: 3 clusters Score -306145.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 5810 members Entering Unmasked Estep Score: -306151.968750 Penalty: 799.997498 Iteration 33Q: 3 clusters Score -306152 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 5838 members Entering Unmasked Estep Score: -306159.750000 Penalty: 799.997498 Iteration 34Q: 3 clusters Score -306159.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 5867 members Entering Unmasked Estep Score: -306166.875000 Penalty: 799.997498 Iteration 35Q: 3 clusters Score -306166.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 5895 members Entering Unmasked Estep Score: -306173.187500 Penalty: 799.997498 Iteration 36Q: 3 clusters Score -306173.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 5919 members Entering Unmasked Estep Score: -306181.250000 Penalty: 799.997498 Iteration 37Q: 3 clusters Score -306181.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 5942 members Entering Unmasked Estep Score: -306189.812500 Penalty: 799.997498 Iteration 38Q: 3 clusters Score -306189.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 5960 members Entering Unmasked Estep Score: -306194.968750 Penalty: 799.997498 Iteration 39Q: 3 clusters Score -306195 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 5980 members Entering Unmasked Estep Score: -306200.718750 Penalty: 799.997498 Iteration 40F: 3 clusters Score -306200.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 6000 members Entering Unmasked Estep Score: -306206.562500 Penalty: 799.997498 Iteration 41Q: 3 clusters Score -306206.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 6015 members Entering Unmasked Estep Score: -306209.093750 Penalty: 799.997498 Iteration 42Q: 3 clusters Score -306209.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 6029 members Entering Unmasked Estep Score: -306212.656250 Penalty: 799.997498 Iteration 43Q: 3 clusters Score -306212.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 6037 members Entering Unmasked Estep Score: -306214.968750 Penalty: 799.997498 Iteration 44Q: 3 clusters Score -306215 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 6044 members Entering Unmasked Estep Score: -306214.937500 Penalty: 799.997498 Iteration 45Q: 3 clusters Score -306214.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 6045 members Entering Unmasked Estep Score: -306215.250000 Penalty: 799.997498 Iteration 46Q: 3 clusters Score -306215.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 6047 members Entering Unmasked Estep Score: -306215.625000 Penalty: 799.997498 Iteration 47Q: 3 clusters Score -306215.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 6047 members Entering Unmasked Estep Score: -306215.625000 Penalty: 799.997498 Iteration 48F: 3 clusters Score -306215.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (24407 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24407 members Entering Unmasked Estep Score: -1020449.750000 Penalty: 459.669434 Iteration 0F: 2 clusters Score -1020450 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12203 members Mstep: Class 2 contains 12204 members Entering Unmasked Estep Score: -1004204.312500 Penalty: 919.338867 Iteration 0F: 3 clusters Score -1004204 nChanged 11597 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12626 members Mstep: Class 2 contains 11781 members Entering Unmasked Estep Score: -1011031.437500 Penalty: 919.338867 Iteration 1F: 3 clusters Score -1011031 nChanged 985 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12925 members Mstep: Class 2 contains 11482 members Entering Unmasked Estep Score: -1011348.875000 Penalty: 919.338867 Iteration 2Q: 3 clusters Score -1011349 nChanged 1035 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13248 members Mstep: Class 2 contains 11159 members Entering Unmasked Estep Score: -1011710.937500 Penalty: 919.338867 Iteration 3Q: 3 clusters Score -1011711 nChanged 1153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13667 members Mstep: Class 2 contains 10740 members Entering Unmasked Estep Score: -1012219.875000 Penalty: 919.338867 Iteration 4Q: 3 clusters Score -1012220 nChanged 1262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14081 members Mstep: Class 2 contains 10326 members Entering Unmasked Estep Score: -1012871.562500 Penalty: 919.338867 Iteration 5F: 3 clusters Score -1012872 nChanged 1335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14420 members Mstep: Class 2 contains 9987 members Entering Unmasked Estep Score: -1013685.625000 Penalty: 919.338867 Iteration 6F: 3 clusters Score -1013686 nChanged 1363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14661 members Mstep: Class 2 contains 9746 members Entering Unmasked Estep Score: -1014685.562500 Penalty: 919.338867 Iteration 7F: 3 clusters Score -1014686 nChanged 1333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14822 members Mstep: Class 2 contains 9585 members Entering Unmasked Estep Score: -1015540.500000 Penalty: 919.338867 Iteration 8F: 3 clusters Score -1015540 nChanged 1013 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14961 members Mstep: Class 2 contains 9446 members Entering Unmasked Estep Score: -1015919.437500 Penalty: 919.338867 Iteration 9Q: 3 clusters Score -1015919 nChanged 551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15112 members Mstep: Class 2 contains 9295 members Entering Unmasked Estep Score: -1016050.000000 Penalty: 919.338867 Iteration 10Q: 3 clusters Score -1016050 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15292 members Mstep: Class 2 contains 9115 members Entering Unmasked Estep Score: -1016124.312500 Penalty: 919.338867 Iteration 11Q: 3 clusters Score -1016124 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15507 members Mstep: Class 2 contains 8900 members Entering Unmasked Estep Score: -1016200.000000 Penalty: 919.338867 Iteration 12Q: 3 clusters Score -1016200 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15714 members Mstep: Class 2 contains 8693 members Entering Unmasked Estep Score: -1016288.500000 Penalty: 919.338867 Iteration 13Q: 3 clusters Score -1016288 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15954 members Mstep: Class 2 contains 8453 members Entering Unmasked Estep Score: -1016397.062500 Penalty: 919.338867 Iteration 14Q: 3 clusters Score -1016397 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16239 members Mstep: Class 2 contains 8168 members Entering Unmasked Estep Score: -1016561.687500 Penalty: 919.338867 Iteration 15Q: 3 clusters Score -1016562 nChanged 504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16543 members Mstep: Class 2 contains 7864 members Entering Unmasked Estep Score: -1016777.687500 Penalty: 919.338867 Iteration 16Q: 3 clusters Score -1016778 nChanged 574 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16905 members Mstep: Class 2 contains 7502 members Entering Unmasked Estep Score: -1017074.750000 Penalty: 919.338867 Iteration 17Q: 3 clusters Score -1017075 nChanged 606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17275 members Mstep: Class 2 contains 7132 members Entering Unmasked Estep Score: -1017399.937500 Penalty: 919.338867 Iteration 18Q: 3 clusters Score -1017400 nChanged 623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17660 members Mstep: Class 2 contains 6747 members Entering Unmasked Estep Score: -1017773.687500 Penalty: 919.338867 Iteration 19Q: 3 clusters Score -1017774 nChanged 581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18055 members Mstep: Class 2 contains 6352 members Entering Unmasked Estep Score: -1018172.625000 Penalty: 919.338867 Iteration 20F: 3 clusters Score -1018173 nChanged 583 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18442 members Mstep: Class 2 contains 5965 members Entering Unmasked Estep Score: -1018665.937500 Penalty: 919.338867 Iteration 21Q: 3 clusters Score -1018666 nChanged 570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18756 members Mstep: Class 2 contains 5651 members Entering Unmasked Estep Score: -1019142.375000 Penalty: 919.338867 Iteration 22Q: 3 clusters Score -1019142 nChanged 531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19045 members Mstep: Class 2 contains 5362 members Entering Unmasked Estep Score: -1019562.625000 Penalty: 919.338867 Iteration 23Q: 3 clusters Score -1019563 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19246 members Mstep: Class 2 contains 5161 members Entering Unmasked Estep Score: -1019815.500000 Penalty: 919.338867 Iteration 24Q: 3 clusters Score -1019816 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19393 members Mstep: Class 2 contains 5014 members Entering Unmasked Estep Score: -1019942.500000 Penalty: 919.338867 Iteration 25Q: 3 clusters Score -1019942 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19528 members Mstep: Class 2 contains 4879 members Entering Unmasked Estep Score: -1020038.750000 Penalty: 919.338867 Iteration 26Q: 3 clusters Score -1020039 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19638 members Mstep: Class 2 contains 4769 members Entering Unmasked Estep Score: -1020085.125000 Penalty: 919.338867 Iteration 27Q: 3 clusters Score -1020085 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19753 members Mstep: Class 2 contains 4654 members Entering Unmasked Estep Score: -1020123.062500 Penalty: 919.338867 Iteration 28Q: 3 clusters Score -1020123 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19856 members Mstep: Class 2 contains 4551 members Entering Unmasked Estep Score: -1020148.375000 Penalty: 919.338867 Iteration 29Q: 3 clusters Score -1020148 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19955 members Mstep: Class 2 contains 4452 members Entering Unmasked Estep Score: -1020156.062500 Penalty: 919.338867 Iteration 30Q: 3 clusters Score -1020156 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20027 members Mstep: Class 2 contains 4380 members Entering Unmasked Estep Score: -1020163.875000 Penalty: 919.338867 Iteration 31Q: 3 clusters Score -1020164 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20098 members Mstep: Class 2 contains 4309 members Entering Unmasked Estep Score: -1020176.125000 Penalty: 919.338867 Iteration 32Q: 3 clusters Score -1020176 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20154 members Mstep: Class 2 contains 4253 members Entering Unmasked Estep Score: -1020180.937500 Penalty: 919.338867 Iteration 33Q: 3 clusters Score -1020181 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20201 members Mstep: Class 2 contains 4206 members Entering Unmasked Estep Score: -1020185.312500 Penalty: 919.338867 Iteration 34Q: 3 clusters Score -1020185 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20245 members Mstep: Class 2 contains 4162 members Entering Unmasked Estep Score: -1020192.250000 Penalty: 919.338867 Iteration 35Q: 3 clusters Score -1020192 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20285 members Mstep: Class 2 contains 4122 members Entering Unmasked Estep Score: -1020193.375000 Penalty: 919.338867 Iteration 36Q: 3 clusters Score -1020193 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20323 members Mstep: Class 2 contains 4084 members Entering Unmasked Estep Score: -1020197.062500 Penalty: 919.338867 Iteration 37Q: 3 clusters Score -1020197 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20365 members Mstep: Class 2 contains 4042 members Entering Unmasked Estep Score: -1020205.125000 Penalty: 919.338867 Iteration 38Q: 3 clusters Score -1020205 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20404 members Mstep: Class 2 contains 4003 members Entering Unmasked Estep Score: -1020208.562500 Penalty: 919.338867 Iteration 39Q: 3 clusters Score -1020209 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20445 members Mstep: Class 2 contains 3962 members Entering Unmasked Estep Score: -1020214.187500 Penalty: 919.338867 Iteration 40F: 3 clusters Score -1020214 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20486 members Mstep: Class 2 contains 3921 members Entering Unmasked Estep Score: -1020217.000000 Penalty: 919.338867 Iteration 41Q: 3 clusters Score -1020217 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20526 members Mstep: Class 2 contains 3881 members Entering Unmasked Estep Score: -1020222.375000 Penalty: 919.338867 Iteration 42Q: 3 clusters Score -1020222 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20564 members Mstep: Class 2 contains 3843 members Entering Unmasked Estep Score: -1020223.937500 Penalty: 919.338867 Iteration 43Q: 3 clusters Score -1020224 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20589 members Mstep: Class 2 contains 3818 members Entering Unmasked Estep Score: -1020224.250000 Penalty: 919.338867 Iteration 44Q: 3 clusters Score -1020224 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20609 members Mstep: Class 2 contains 3798 members Entering Unmasked Estep Score: -1020229.937500 Penalty: 919.338867 Iteration 45Q: 3 clusters Score -1020230 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20635 members Mstep: Class 2 contains 3772 members Entering Unmasked Estep Score: -1020231.062500 Penalty: 919.338867 Iteration 46Q: 3 clusters Score -1020231 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20661 members Mstep: Class 2 contains 3746 members Entering Unmasked Estep Score: -1020232.625000 Penalty: 919.338867 Iteration 47Q: 3 clusters Score -1020233 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20691 members Mstep: Class 2 contains 3716 members Entering Unmasked Estep Score: -1020234.250000 Penalty: 919.338867 Iteration 48Q: 3 clusters Score -1020234 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20718 members Mstep: Class 2 contains 3689 members Entering Unmasked Estep Score: -1020237.250000 Penalty: 919.338867 Iteration 49Q: 3 clusters Score -1020237 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20738 members Mstep: Class 2 contains 3669 members Entering Unmasked Estep Score: -1020238.625000 Penalty: 919.338867 Iteration 50Q: 3 clusters Score -1020239 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20751 members Mstep: Class 2 contains 3656 members Entering Unmasked Estep Score: -1020237.312500 Penalty: 919.338867 Iteration 51Q: 3 clusters Score -1020237 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20756 members Mstep: Class 2 contains 3651 members Entering Unmasked Estep Score: -1020237.125000 Penalty: 919.338867 Iteration 52Q: 3 clusters Score -1020237 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20757 members Mstep: Class 2 contains 3650 members Entering Unmasked Estep Score: -1020237.687500 Penalty: 919.338867 Iteration 53Q: 3 clusters Score -1020238 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20758 members Mstep: Class 2 contains 3649 members Entering Unmasked Estep Score: -1020236.375000 Penalty: 919.338867 Iteration 54Q: 3 clusters Score -1020236 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20759 members Mstep: Class 2 contains 3648 members Entering Unmasked Estep Score: -1020235.875000 Penalty: 919.338867 Iteration 55Q: 3 clusters Score -1020236 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20759 members Mstep: Class 2 contains 3648 members Entering Unmasked Estep Score: -1020235.875000 Penalty: 919.338867 Iteration 56F: 3 clusters Score -1020236 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (31135 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31135 members Entering Unmasked Estep Score: -1375947.250000 Penalty: 470.746979 Iteration 0F: 2 clusters Score -1375947 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15506 members Mstep: Class 2 contains 15629 members Entering Unmasked Estep Score: -1355124.125000 Penalty: 941.493958 Iteration 0F: 3 clusters Score -1355124 nChanged 14934 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14866 members Mstep: Class 2 contains 16269 members Entering Unmasked Estep Score: -1363839.750000 Penalty: 941.493958 Iteration 1F: 3 clusters Score -1363840 nChanged 1380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14488 members Mstep: Class 2 contains 16647 members Entering Unmasked Estep Score: -1364429.625000 Penalty: 941.493958 Iteration 2Q: 3 clusters Score -1364430 nChanged 1566 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14006 members Mstep: Class 2 contains 17129 members Entering Unmasked Estep Score: -1365189.750000 Penalty: 941.493958 Iteration 3F: 3 clusters Score -1365190 nChanged 1731 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13397 members Mstep: Class 2 contains 17738 members Entering Unmasked Estep Score: -1366231.875000 Penalty: 941.493958 Iteration 4F: 3 clusters Score -1366232 nChanged 1799 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12648 members Mstep: Class 2 contains 18487 members Entering Unmasked Estep Score: -1367515.250000 Penalty: 941.493958 Iteration 5F: 3 clusters Score -1367515 nChanged 1817 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11761 members Mstep: Class 2 contains 19374 members Entering Unmasked Estep Score: -1368772.000000 Penalty: 941.493958 Iteration 6F: 3 clusters Score -1368772 nChanged 1663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10830 members Mstep: Class 2 contains 20305 members Entering Unmasked Estep Score: -1369712.250000 Penalty: 941.493958 Iteration 7F: 3 clusters Score -1369712 nChanged 1348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9880 members Mstep: Class 2 contains 21255 members Entering Unmasked Estep Score: -1370392.875000 Penalty: 941.493958 Iteration 8Q: 3 clusters Score -1370393 nChanged 1172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8844 members Mstep: Class 2 contains 22291 members Entering Unmasked Estep Score: -1371002.750000 Penalty: 941.493958 Iteration 9Q: 3 clusters Score -1371003 nChanged 1148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7728 members Mstep: Class 2 contains 23407 members Entering Unmasked Estep Score: -1371643.000000 Penalty: 941.493958 Iteration 10Q: 3 clusters Score -1371643 nChanged 1123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6611 members Mstep: Class 2 contains 24524 members Entering Unmasked Estep Score: -1372299.625000 Penalty: 941.493958 Iteration 11Q: 3 clusters Score -1372300 nChanged 1070 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5541 members Mstep: Class 2 contains 25594 members Entering Unmasked Estep Score: -1372932.500000 Penalty: 941.493958 Iteration 12Q: 3 clusters Score -1372932 nChanged 968 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4575 members Mstep: Class 2 contains 26560 members Entering Unmasked Estep Score: -1373493.250000 Penalty: 941.493958 Iteration 13Q: 3 clusters Score -1373493 nChanged 784 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3791 members Mstep: Class 2 contains 27344 members Entering Unmasked Estep Score: -1373922.375000 Penalty: 941.493958 Iteration 14Q: 3 clusters Score -1373922 nChanged 693 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3098 members Mstep: Class 2 contains 28037 members Entering Unmasked Estep Score: -1374280.875000 Penalty: 941.493958 Iteration 15Q: 3 clusters Score -1374281 nChanged 601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2499 members Mstep: Class 2 contains 28636 members Entering Unmasked Estep Score: -1374594.000000 Penalty: 941.493958 Iteration 16Q: 3 clusters Score -1374594 nChanged 508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1991 members Mstep: Class 2 contains 29144 members Entering Unmasked Estep Score: -1374851.625000 Penalty: 941.493958 Iteration 17Q: 3 clusters Score -1374852 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1580 members Mstep: Class 2 contains 29555 members Entering Unmasked Estep Score: -1375058.375000 Penalty: 941.493958 Iteration 18Q: 3 clusters Score -1375058 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1293 members Mstep: Class 2 contains 29842 members Entering Unmasked Estep Score: -1375184.750000 Penalty: 941.493958 Iteration 19Q: 3 clusters Score -1375185 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 30060 members Entering Unmasked Estep Score: -1375277.375000 Penalty: 941.493958 Iteration 20F: 3 clusters Score -1375277 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 30211 members Entering Unmasked Estep Score: -1375340.625000 Penalty: 941.493958 Iteration 21Q: 3 clusters Score -1375341 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 30322 members Entering Unmasked Estep Score: -1375378.000000 Penalty: 941.493958 Iteration 22Q: 3 clusters Score -1375378 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 30408 members Entering Unmasked Estep Score: -1375417.750000 Penalty: 941.493958 Iteration 23Q: 3 clusters Score -1375418 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 30487 members Entering Unmasked Estep Score: -1375454.125000 Penalty: 941.493958 Iteration 24Q: 3 clusters Score -1375454 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 30544 members Entering Unmasked Estep Score: -1375482.250000 Penalty: 941.493958 Iteration 25Q: 3 clusters Score -1375482 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 30596 members Entering Unmasked Estep Score: -1375498.375000 Penalty: 941.493958 Iteration 26Q: 3 clusters Score -1375498 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 30636 members Entering Unmasked Estep Score: -1375513.750000 Penalty: 941.493958 Iteration 27Q: 3 clusters Score -1375514 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 30660 members Entering Unmasked Estep Score: -1375524.500000 Penalty: 941.493958 Iteration 28Q: 3 clusters Score -1375524 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 30685 members Entering Unmasked Estep Score: -1375529.125000 Penalty: 941.493958 Iteration 29Q: 3 clusters Score -1375529 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 30704 members Entering Unmasked Estep Score: -1375538.125000 Penalty: 941.493958 Iteration 30Q: 3 clusters Score -1375538 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 30721 members Entering Unmasked Estep Score: -1375543.375000 Penalty: 941.493958 Iteration 31Q: 3 clusters Score -1375543 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 30730 members Entering Unmasked Estep Score: -1375548.500000 Penalty: 941.493958 Iteration 32Q: 3 clusters Score -1375548 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 30736 members Entering Unmasked Estep Score: -1375551.625000 Penalty: 941.493958 Iteration 33Q: 3 clusters Score -1375552 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 30744 members Entering Unmasked Estep Score: -1375554.125000 Penalty: 941.493958 Iteration 34Q: 3 clusters Score -1375554 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 30753 members Entering Unmasked Estep Score: -1375561.250000 Penalty: 941.493958 Iteration 35Q: 3 clusters Score -1375561 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 30761 members Entering Unmasked Estep Score: -1375565.625000 Penalty: 941.493958 Iteration 36Q: 3 clusters Score -1375566 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 30768 members Entering Unmasked Estep Score: -1375567.625000 Penalty: 941.493958 Iteration 37Q: 3 clusters Score -1375568 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 30778 members Entering Unmasked Estep Score: -1375573.125000 Penalty: 941.493958 Iteration 38Q: 3 clusters Score -1375573 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 30784 members Entering Unmasked Estep Score: -1375576.125000 Penalty: 941.493958 Iteration 39Q: 3 clusters Score -1375576 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 30789 members Entering Unmasked Estep Score: -1375578.375000 Penalty: 941.493958 Iteration 40F: 3 clusters Score -1375578 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 30792 members Entering Unmasked Estep Score: -1375578.500000 Penalty: 941.493958 Iteration 41Q: 3 clusters Score -1375578 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 30793 members Entering Unmasked Estep Score: -1375579.000000 Penalty: 941.493958 Iteration 42Q: 3 clusters Score -1375579 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 30796 members Entering Unmasked Estep Score: -1375579.375000 Penalty: 941.493958 Iteration 43Q: 3 clusters Score -1375579 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 30800 members Entering Unmasked Estep Score: -1375582.125000 Penalty: 941.493958 Iteration 44Q: 3 clusters Score -1375582 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 30804 members Entering Unmasked Estep Score: -1375584.125000 Penalty: 941.493958 Iteration 45Q: 3 clusters Score -1375584 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 30811 members Entering Unmasked Estep Score: -1375590.250000 Penalty: 941.493958 Iteration 46Q: 3 clusters Score -1375590 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 30816 members Entering Unmasked Estep Score: -1375593.500000 Penalty: 941.493958 Iteration 47Q: 3 clusters Score -1375594 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 30818 members Entering Unmasked Estep Score: -1375596.375000 Penalty: 941.493958 Iteration 48Q: 3 clusters Score -1375596 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 30819 members Entering Unmasked Estep Score: -1375597.125000 Penalty: 941.493958 Iteration 49Q: 3 clusters Score -1375597 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 30821 members Entering Unmasked Estep Score: -1375597.000000 Penalty: 941.493958 Iteration 50Q: 3 clusters Score -1375597 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 30820 members Entering Unmasked Estep Score: -1375597.500000 Penalty: 941.493958 Iteration 51Q: 3 clusters Score -1375598 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 30819 members Entering Unmasked Estep Score: -1375598.250000 Penalty: 941.493958 Iteration 52Q: 3 clusters Score -1375598 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 30821 members Entering Unmasked Estep Score: -1375597.125000 Penalty: 941.493958 Iteration 53Q: 3 clusters Score -1375597 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 30822 members Entering Unmasked Estep Score: -1375598.125000 Penalty: 941.493958 Iteration 54Q: 3 clusters Score -1375598 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 30825 members Entering Unmasked Estep Score: -1375597.625000 Penalty: 941.493958 Iteration 55Q: 3 clusters Score -1375598 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 30827 members Entering Unmasked Estep Score: -1375598.000000 Penalty: 941.493958 Iteration 56Q: 3 clusters Score -1375598 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 30830 members Entering Unmasked Estep Score: -1375599.375000 Penalty: 941.493958 Iteration 57Q: 3 clusters Score -1375599 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 30832 members Entering Unmasked Estep Score: -1375599.625000 Penalty: 941.493958 Iteration 58Q: 3 clusters Score -1375600 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 30834 members Entering Unmasked Estep Score: -1375600.625000 Penalty: 941.493958 Iteration 59Q: 3 clusters Score -1375601 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 30835 members Entering Unmasked Estep Score: -1375600.500000 Penalty: 941.493958 Iteration 60F: 3 clusters Score -1375600 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 30836 members Entering Unmasked Estep Score: -1375602.500000 Penalty: 941.493958 Iteration 61Q: 3 clusters Score -1375602 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 30838 members Entering Unmasked Estep Score: -1375602.375000 Penalty: 941.493958 Iteration 62Q: 3 clusters Score -1375602 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 30840 members Entering Unmasked Estep Score: -1375602.875000 Penalty: 941.493958 Iteration 63Q: 3 clusters Score -1375603 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 30843 members Entering Unmasked Estep Score: -1375603.500000 Penalty: 941.493958 Iteration 64Q: 3 clusters Score -1375604 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 30843 members Entering Unmasked Estep Score: -1375604.375000 Penalty: 941.493958 Iteration 65Q: 3 clusters Score -1375604 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 30845 members Entering Unmasked Estep Score: -1375605.125000 Penalty: 941.493958 Iteration 66Q: 3 clusters Score -1375605 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 30847 members Entering Unmasked Estep Score: -1375605.250000 Penalty: 941.493958 Iteration 67Q: 3 clusters Score -1375605 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 30851 members Entering Unmasked Estep Score: -1375606.500000 Penalty: 941.493958 Iteration 68Q: 3 clusters Score -1375606 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 30853 members Entering Unmasked Estep Score: -1375608.375000 Penalty: 941.493958 Iteration 69Q: 3 clusters Score -1375608 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 30855 members Entering Unmasked Estep Score: -1375608.250000 Penalty: 941.493958 Iteration 70Q: 3 clusters Score -1375608 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 30855 members Entering Unmasked Estep Score: -1375608.250000 Penalty: 941.493958 Iteration 71F: 3 clusters Score -1375608 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (1204 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Entering Unmasked Estep Score: -56833.265625 Penalty: 322.749908 Iteration 0F: 2 clusters Score -56833.27 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 587 members Entering Unmasked Estep Score: -55886.820312 Penalty: 645.499817 Iteration 0F: 3 clusters Score -55886.82 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -56146.703125 Penalty: 645.499817 Iteration 1F: 3 clusters Score -56146.7 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -56193.992188 Penalty: 645.499817 Iteration 2F: 3 clusters Score -56193.99 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -56220.777344 Penalty: 645.499817 Iteration 3Q: 3 clusters Score -56220.78 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -56241.304688 Penalty: 645.499817 Iteration 4Q: 3 clusters Score -56241.3 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -56272.203125 Penalty: 645.499817 Iteration 5Q: 3 clusters Score -56272.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -56300.894531 Penalty: 645.499817 Iteration 6Q: 3 clusters Score -56300.89 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -56319.761719 Penalty: 645.499817 Iteration 7Q: 3 clusters Score -56319.76 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -56339.773438 Penalty: 645.499817 Iteration 8Q: 3 clusters Score -56339.77 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -56357.781250 Penalty: 645.499817 Iteration 9Q: 3 clusters Score -56357.78 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -56376.187500 Penalty: 645.499817 Iteration 10Q: 3 clusters Score -56376.19 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -56399.359375 Penalty: 645.499817 Iteration 11Q: 3 clusters Score -56399.36 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -56416.445312 Penalty: 645.499817 Iteration 12Q: 3 clusters Score -56416.45 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -56435.480469 Penalty: 645.499817 Iteration 13Q: 3 clusters Score -56435.48 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -56453.656250 Penalty: 645.499817 Iteration 14Q: 3 clusters Score -56453.66 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -56468.304688 Penalty: 645.499817 Iteration 15Q: 3 clusters Score -56468.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -56483.355469 Penalty: 645.499817 Iteration 16Q: 3 clusters Score -56483.36 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1099 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -56498.921875 Penalty: 645.499817 Iteration 17Q: 3 clusters Score -56498.92 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -56512.308594 Penalty: 645.499817 Iteration 18Q: 3 clusters Score -56512.31 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -56522.757812 Penalty: 645.499817 Iteration 19Q: 3 clusters Score -56522.76 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -56533.855469 Penalty: 645.499817 Iteration 20F: 3 clusters Score -56533.86 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1135 members Mstep: Class 2 contains 69 members Entering Unmasked Estep Score: -56540.554688 Penalty: 645.499817 Iteration 21Q: 3 clusters Score -56540.55 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 68 members Entering Unmasked Estep Score: -56541.882812 Penalty: 645.499817 Iteration 22Q: 3 clusters Score -56541.88 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 66 members Entering Unmasked Estep Score: -56543.812500 Penalty: 645.499817 Iteration 23Q: 3 clusters Score -56543.81 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 64 members Entering Unmasked Estep Score: -56547.949219 Penalty: 645.499817 Iteration 24Q: 3 clusters Score -56547.95 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 60 members Entering Unmasked Estep Score: -56551.445312 Penalty: 645.499817 Iteration 25Q: 3 clusters Score -56551.45 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 60 members Entering Unmasked Estep Score: -56551.445312 Penalty: 645.499817 Iteration 26F: 3 clusters Score -56551.45 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (369 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Entering Unmasked Estep Score: -13873.231445 Penalty: 268.941254 Iteration 0F: 2 clusters Score -13873.23 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -13463.045898 Penalty: 537.882507 Iteration 0F: 3 clusters Score -13463.05 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -13569.716797 Penalty: 537.882507 Iteration 1F: 3 clusters Score -13569.72 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -13597.873047 Penalty: 537.882507 Iteration 2F: 3 clusters Score -13597.87 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -13616.720703 Penalty: 537.882507 Iteration 3Q: 3 clusters Score -13616.72 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -13623.794922 Penalty: 537.882507 Iteration 4Q: 3 clusters Score -13623.79 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -13627.757812 Penalty: 537.882507 Iteration 5Q: 3 clusters Score -13627.76 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -13631.449219 Penalty: 537.882507 Iteration 6Q: 3 clusters Score -13631.45 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -13634.348633 Penalty: 537.882507 Iteration 7Q: 3 clusters Score -13634.35 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -13635.021484 Penalty: 537.882507 Iteration 8Q: 3 clusters Score -13635.02 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -13635.021484 Penalty: 537.882507 Iteration 9F: 3 clusters Score -13635.02 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 342 members Mstep: Class 4 contains 4791 members Mstep: Class 5 contains 2878 members Mstep: Class 6 contains 1080 members Mstep: Class 7 contains 1574 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3831 members Mstep: Class 10 contains 16590 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 248265 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1757 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 9446 members Mstep: Class 17 contains 6576 members Mstep: Class 18 contains 24407 members Mstep: Class 19 contains 31135 members Mstep: Class 22 contains 1204 members Mstep: Class 23 contains 369 members Entering Unmasked Estep ConsiderDeletion Score: -15548107.000000 Penalty: 12832.630859 Iteration 119Q: 23 clusters Score -1.554811e+07 nChanged 1830 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 342 members Mstep: Class 4 contains 4795 members Mstep: Class 5 contains 2876 members Mstep: Class 6 contains 1080 members Mstep: Class 7 contains 1525 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3831 members Mstep: Class 10 contains 16433 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 249681 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1790 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 9157 members Mstep: Class 17 contains 6419 members Mstep: Class 18 contains 23891 members Mstep: Class 19 contains 30867 members Mstep: Class 20 contains 12562 members Mstep: Class 22 contains 1195 members Mstep: Class 23 contains 361 members Entering Unmasked Estep ConsiderDeletion Score: -15548162.000000 Penalty: 12832.630859 Iteration 120F: 23 clusters Score -1.554816e+07 nChanged 1195 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 342 members Mstep: Class 4 contains 4794 members Mstep: Class 5 contains 2873 members Mstep: Class 6 contains 1080 members Mstep: Class 7 contains 1498 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3822 members Mstep: Class 10 contains 16271 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 250665 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1796 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 8918 members Mstep: Class 17 contains 6302 members Mstep: Class 18 contains 23575 members Mstep: Class 19 contains 30723 members Mstep: Class 20 contains 12598 members Mstep: Class 22 contains 1187 members Mstep: Class 23 contains 361 members Entering Unmasked Estep ConsiderDeletion Score: -15548196.000000 Penalty: 12832.630859 Iteration 121Q: 23 clusters Score -1.55482e+07 nChanged 922 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 342 members Mstep: Class 4 contains 4791 members Mstep: Class 5 contains 2869 members Mstep: Class 6 contains 1080 members Mstep: Class 7 contains 1480 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3812 members Mstep: Class 10 contains 16121 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 251369 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1797 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 8707 members Mstep: Class 17 contains 6222 members Mstep: Class 18 contains 23379 members Mstep: Class 19 contains 30635 members Mstep: Class 20 contains 12662 members Mstep: Class 22 contains 1179 members Mstep: Class 23 contains 360 members Entering Unmasked Estep ConsiderDeletion Score: -15548204.000000 Penalty: 12832.630859 Iteration 122Q: 23 clusters Score -1.55482e+07 nChanged 728 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 342 members Mstep: Class 4 contains 4789 members Mstep: Class 5 contains 2859 members Mstep: Class 6 contains 1080 members Mstep: Class 7 contains 1468 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3795 members Mstep: Class 10 contains 15997 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 251790 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1800 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 8553 members Mstep: Class 17 contains 6166 members Mstep: Class 18 contains 23265 members Mstep: Class 19 contains 30600 members Mstep: Class 20 contains 12769 members Mstep: Class 22 contains 1172 members Mstep: Class 23 contains 360 members Entering Unmasked Estep ConsiderDeletion Score: -15548203.000000 Penalty: 12832.630859 Iteration 123Q: 23 clusters Score -1.55482e+07 nChanged 585 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 342 members Mstep: Class 4 contains 4785 members Mstep: Class 5 contains 2854 members Mstep: Class 6 contains 1080 members Mstep: Class 7 contains 1455 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3779 members Mstep: Class 10 contains 15886 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 252095 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1801 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 8441 members Mstep: Class 17 contains 6123 members Mstep: Class 18 contains 23194 members Mstep: Class 19 contains 30577 members Mstep: Class 20 contains 12873 members Mstep: Class 22 contains 1160 members Mstep: Class 23 contains 360 members Entering Unmasked Estep ConsiderDeletion Score: -15548146.000000 Penalty: 12832.630859 Iteration 124Q: 23 clusters Score -1.554815e+07 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 342 members Mstep: Class 4 contains 4782 members Mstep: Class 5 contains 2851 members Mstep: Class 6 contains 1080 members Mstep: Class 7 contains 1444 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3763 members Mstep: Class 10 contains 15800 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 252292 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1800 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 8340 members Mstep: Class 17 contains 6090 members Mstep: Class 18 contains 23163 members Mstep: Class 19 contains 30580 members Mstep: Class 20 contains 12971 members Mstep: Class 22 contains 1147 members Mstep: Class 23 contains 360 members Entering Unmasked Estep ConsiderDeletion Score: -15548141.000000 Penalty: 12832.630859 Iteration 125Q: 23 clusters Score -1.554814e+07 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 342 members Mstep: Class 4 contains 4778 members Mstep: Class 5 contains 2844 members Mstep: Class 6 contains 1080 members Mstep: Class 7 contains 1433 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3750 members Mstep: Class 10 contains 15716 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 252454 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1799 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 8248 members Mstep: Class 17 contains 6060 members Mstep: Class 18 contains 23153 members Mstep: Class 19 contains 30588 members Mstep: Class 20 contains 13061 members Mstep: Class 22 contains 1140 members Mstep: Class 23 contains 359 members Entering Unmasked Estep ConsiderDeletion Score: -15548223.000000 Penalty: 12832.630859 Iteration 126Q: 23 clusters Score -1.554822e+07 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 342 members Mstep: Class 4 contains 4772 members Mstep: Class 5 contains 2833 members Mstep: Class 6 contains 1080 members Mstep: Class 7 contains 1424 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3736 members Mstep: Class 10 contains 15645 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 252565 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1798 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 8155 members Mstep: Class 17 contains 6039 members Mstep: Class 18 contains 23157 members Mstep: Class 19 contains 30596 members Mstep: Class 20 contains 13168 members Mstep: Class 22 contains 1137 members Mstep: Class 23 contains 358 members Entering Unmasked Estep ConsiderDeletion Score: -15548273.000000 Penalty: 12832.630859 Iteration 127Q: 23 clusters Score -1.554827e+07 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 342 members Mstep: Class 4 contains 4770 members Mstep: Class 5 contains 2822 members Mstep: Class 6 contains 1079 members Mstep: Class 7 contains 1410 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3723 members Mstep: Class 10 contains 15574 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 252687 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1796 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 8067 members Mstep: Class 17 contains 6013 members Mstep: Class 18 contains 23161 members Mstep: Class 19 contains 30607 members Mstep: Class 20 contains 13260 members Mstep: Class 22 contains 1136 members Mstep: Class 23 contains 358 members Entering Unmasked Estep ConsiderDeletion Score: -15548286.000000 Penalty: 12832.630859 Iteration 128Q: 23 clusters Score -1.554829e+07 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 342 members Mstep: Class 4 contains 4761 members Mstep: Class 5 contains 2813 members Mstep: Class 6 contains 1078 members Mstep: Class 7 contains 1397 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3712 members Mstep: Class 10 contains 15506 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 252781 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1797 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 7970 members Mstep: Class 17 contains 5998 members Mstep: Class 18 contains 23177 members Mstep: Class 19 contains 30609 members Mstep: Class 20 contains 13374 members Mstep: Class 22 contains 1132 members Mstep: Class 23 contains 358 members Entering Unmasked Estep ConsiderDeletion Score: -15548320.000000 Penalty: 12832.630859 Iteration 129Q: 23 clusters Score -1.554832e+07 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 342 members Mstep: Class 4 contains 4756 members Mstep: Class 5 contains 2797 members Mstep: Class 6 contains 1078 members Mstep: Class 7 contains 1381 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3707 members Mstep: Class 10 contains 15443 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 252888 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1799 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 7888 members Mstep: Class 17 contains 5981 members Mstep: Class 18 contains 23198 members Mstep: Class 19 contains 30607 members Mstep: Class 20 contains 13457 members Mstep: Class 22 contains 1125 members Mstep: Class 23 contains 358 members Entering Unmasked Estep ConsiderDeletion Score: -15548342.000000 Penalty: 12832.630859 Iteration 130Q: 23 clusters Score -1.554834e+07 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 342 members Mstep: Class 4 contains 4756 members Mstep: Class 5 contains 2779 members Mstep: Class 6 contains 1078 members Mstep: Class 7 contains 1365 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3705 members Mstep: Class 10 contains 15387 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 252977 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1800 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 7798 members Mstep: Class 17 contains 5959 members Mstep: Class 18 contains 23220 members Mstep: Class 19 contains 30606 members Mstep: Class 20 contains 13551 members Mstep: Class 22 contains 1124 members Mstep: Class 23 contains 358 members Entering Unmasked Estep ConsiderDeletion Score: -15548371.000000 Penalty: 12832.630859 Iteration 131Q: 23 clusters Score -1.554837e+07 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 342 members Mstep: Class 4 contains 4754 members Mstep: Class 5 contains 2761 members Mstep: Class 6 contains 1078 members Mstep: Class 7 contains 1354 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3703 members Mstep: Class 10 contains 15337 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 253064 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1800 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 7720 members Mstep: Class 17 contains 5934 members Mstep: Class 18 contains 23236 members Mstep: Class 19 contains 30605 members Mstep: Class 20 contains 13637 members Mstep: Class 22 contains 1122 members Mstep: Class 23 contains 358 members Entering Unmasked Estep ConsiderDeletion Score: -15548401.000000 Penalty: 12832.630859 Iteration 132Q: 23 clusters Score -1.55484e+07 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 342 members Mstep: Class 4 contains 4747 members Mstep: Class 5 contains 2750 members Mstep: Class 6 contains 1078 members Mstep: Class 7 contains 1342 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3699 members Mstep: Class 10 contains 15304 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 253105 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1800 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 7659 members Mstep: Class 17 contains 5912 members Mstep: Class 18 contains 23262 members Mstep: Class 19 contains 30610 members Mstep: Class 20 contains 13713 members Mstep: Class 22 contains 1124 members Mstep: Class 23 contains 358 members Entering Unmasked Estep ConsiderDeletion Score: -15548389.000000 Penalty: 12832.630859 Iteration 133Q: 23 clusters Score -1.554839e+07 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 342 members Mstep: Class 4 contains 4744 members Mstep: Class 5 contains 2737 members Mstep: Class 6 contains 1078 members Mstep: Class 7 contains 1329 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3696 members Mstep: Class 10 contains 15278 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 253150 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1801 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 7604 members Mstep: Class 17 contains 5902 members Mstep: Class 18 contains 23286 members Mstep: Class 19 contains 30613 members Mstep: Class 20 contains 13763 members Mstep: Class 22 contains 1124 members Mstep: Class 23 contains 358 members Entering Unmasked Estep ConsiderDeletion Score: -15548417.000000 Penalty: 12832.630859 Iteration 134Q: 23 clusters Score -1.554842e+07 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 342 members Mstep: Class 4 contains 4744 members Mstep: Class 5 contains 2730 members Mstep: Class 6 contains 1078 members Mstep: Class 7 contains 1321 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3694 members Mstep: Class 10 contains 15265 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 253171 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1800 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 7549 members Mstep: Class 17 contains 5891 members Mstep: Class 18 contains 23300 members Mstep: Class 19 contains 30618 members Mstep: Class 20 contains 13821 members Mstep: Class 22 contains 1123 members Mstep: Class 23 contains 358 members Entering Unmasked Estep ConsiderDeletion Score: -15548452.000000 Penalty: 12832.630859 Iteration 135Q: 23 clusters Score -1.554845e+07 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 342 members Mstep: Class 4 contains 4745 members Mstep: Class 5 contains 2710 members Mstep: Class 6 contains 1078 members Mstep: Class 7 contains 1317 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3691 members Mstep: Class 10 contains 15252 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 253177 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1801 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 7503 members Mstep: Class 17 contains 5881 members Mstep: Class 18 contains 23326 members Mstep: Class 19 contains 30622 members Mstep: Class 20 contains 13882 members Mstep: Class 22 contains 1120 members Mstep: Class 23 contains 358 members Entering Unmasked Estep ConsiderDeletion Score: -15548494.000000 Penalty: 12832.630859 Iteration 136Q: 23 clusters Score -1.554849e+07 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 342 members Mstep: Class 4 contains 4745 members Mstep: Class 5 contains 2695 members Mstep: Class 6 contains 1078 members Mstep: Class 7 contains 1312 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3690 members Mstep: Class 10 contains 15244 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 253182 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1802 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 7467 members Mstep: Class 17 contains 5869 members Mstep: Class 18 contains 23331 members Mstep: Class 19 contains 30625 members Mstep: Class 20 contains 13952 members Mstep: Class 22 contains 1113 members Mstep: Class 23 contains 358 members Entering Unmasked Estep ConsiderDeletion Score: -15548495.000000 Penalty: 12832.630859 Iteration 137Q: 23 clusters Score -1.55485e+07 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 342 members Mstep: Class 4 contains 4744 members Mstep: Class 5 contains 2684 members Mstep: Class 6 contains 1078 members Mstep: Class 7 contains 1306 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3690 members Mstep: Class 10 contains 15242 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 253173 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1800 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 7440 members Mstep: Class 17 contains 5858 members Mstep: Class 18 contains 23340 members Mstep: Class 19 contains 30630 members Mstep: Class 20 contains 14009 members Mstep: Class 22 contains 1111 members Mstep: Class 23 contains 358 members Entering Unmasked Estep ConsiderDeletion Score: -15548540.000000 Penalty: 12832.630859 Iteration 138Q: 23 clusters Score -1.554854e+07 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 342 members Mstep: Class 4 contains 4747 members Mstep: Class 5 contains 2671 members Mstep: Class 6 contains 1078 members Mstep: Class 7 contains 1301 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3690 members Mstep: Class 10 contains 15241 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 253152 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1798 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 7411 members Mstep: Class 17 contains 5847 members Mstep: Class 18 contains 23356 members Mstep: Class 19 contains 30631 members Mstep: Class 20 contains 14072 members Mstep: Class 22 contains 1110 members Mstep: Class 23 contains 358 members Entering Unmasked Estep ConsiderDeletion Score: -15548519.000000 Penalty: 12832.630859 Iteration 139Q: 23 clusters Score -1.554852e+07 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 342 members Mstep: Class 4 contains 4748 members Mstep: Class 5 contains 2661 members Mstep: Class 6 contains 1078 members Mstep: Class 7 contains 1299 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3690 members Mstep: Class 10 contains 15240 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 253114 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1797 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 7382 members Mstep: Class 17 contains 5841 members Mstep: Class 18 contains 23369 members Mstep: Class 19 contains 30633 members Mstep: Class 20 contains 14143 members Mstep: Class 22 contains 1109 members Mstep: Class 23 contains 359 members Entering Unmasked Estep ConsiderDeletion Score: -15548568.000000 Penalty: 12832.630859 Iteration 140F: 23 clusters Score -1.554857e+07 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 342 members Mstep: Class 4 contains 4746 members Mstep: Class 5 contains 2651 members Mstep: Class 6 contains 1078 members Mstep: Class 7 contains 1296 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3690 members Mstep: Class 10 contains 15235 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 253095 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1796 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 7358 members Mstep: Class 17 contains 5826 members Mstep: Class 18 contains 23384 members Mstep: Class 19 contains 30634 members Mstep: Class 20 contains 14205 members Mstep: Class 22 contains 1109 members Mstep: Class 23 contains 360 members Entering Unmasked Estep ConsiderDeletion Score: -15548599.000000 Penalty: 12832.630859 Iteration 141Q: 23 clusters Score -1.55486e+07 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 342 members Mstep: Class 4 contains 4746 members Mstep: Class 5 contains 2643 members Mstep: Class 6 contains 1078 members Mstep: Class 7 contains 1292 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3690 members Mstep: Class 10 contains 15229 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 253084 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1796 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 7335 members Mstep: Class 17 contains 5816 members Mstep: Class 18 contains 23392 members Mstep: Class 19 contains 30630 members Mstep: Class 20 contains 14265 members Mstep: Class 22 contains 1106 members Mstep: Class 23 contains 361 members Entering Unmasked Estep ConsiderDeletion Score: -15548625.000000 Penalty: 12832.630859 Iteration 142Q: 23 clusters Score -1.554862e+07 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 342 members Mstep: Class 4 contains 4745 members Mstep: Class 5 contains 2636 members Mstep: Class 6 contains 1078 members Mstep: Class 7 contains 1287 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3690 members Mstep: Class 10 contains 15228 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 253065 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1796 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 7311 members Mstep: Class 17 contains 5811 members Mstep: Class 18 contains 23400 members Mstep: Class 19 contains 30628 members Mstep: Class 20 contains 14324 members Mstep: Class 22 contains 1103 members Mstep: Class 23 contains 361 members Entering Unmasked Estep ConsiderDeletion Score: -15548644.000000 Penalty: 12832.630859 Iteration 143Q: 23 clusters Score -1.554864e+07 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 342 members Mstep: Class 4 contains 4744 members Mstep: Class 5 contains 2629 members Mstep: Class 6 contains 1077 members Mstep: Class 7 contains 1285 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3690 members Mstep: Class 10 contains 15227 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 253032 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1796 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 7292 members Mstep: Class 17 contains 5806 members Mstep: Class 18 contains 23409 members Mstep: Class 19 contains 30629 members Mstep: Class 20 contains 14384 members Mstep: Class 22 contains 1102 members Mstep: Class 23 contains 361 members Entering Unmasked Estep ConsiderDeletion Score: -15548623.000000 Penalty: 12832.630859 Iteration 144Q: 23 clusters Score -1.554862e+07 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 342 members Mstep: Class 4 contains 4739 members Mstep: Class 5 contains 2621 members Mstep: Class 6 contains 1075 members Mstep: Class 7 contains 1281 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3690 members Mstep: Class 10 contains 15225 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 252993 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1796 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 7280 members Mstep: Class 17 contains 5798 members Mstep: Class 18 contains 23418 members Mstep: Class 19 contains 30630 members Mstep: Class 20 contains 14456 members Mstep: Class 22 contains 1100 members Mstep: Class 23 contains 361 members Entering Unmasked Estep ConsiderDeletion Score: -15548639.000000 Penalty: 12832.630859 Iteration 145Q: 23 clusters Score -1.554864e+07 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 342 members Mstep: Class 4 contains 4731 members Mstep: Class 5 contains 2618 members Mstep: Class 6 contains 1074 members Mstep: Class 7 contains 1276 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3690 members Mstep: Class 10 contains 15219 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 252969 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1795 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 7265 members Mstep: Class 17 contains 5790 members Mstep: Class 18 contains 23427 members Mstep: Class 19 contains 30630 members Mstep: Class 20 contains 14519 members Mstep: Class 22 contains 1098 members Mstep: Class 23 contains 362 members Entering Unmasked Estep ConsiderDeletion Score: -15548677.000000 Penalty: 12832.630859 Iteration 146Q: 23 clusters Score -1.554868e+07 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 342 members Mstep: Class 4 contains 4725 members Mstep: Class 5 contains 2609 members Mstep: Class 6 contains 1074 members Mstep: Class 7 contains 1273 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3690 members Mstep: Class 10 contains 15214 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 252938 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1797 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 7251 members Mstep: Class 17 contains 5785 members Mstep: Class 18 contains 23443 members Mstep: Class 19 contains 30631 members Mstep: Class 20 contains 14573 members Mstep: Class 22 contains 1098 members Mstep: Class 23 contains 362 members Entering Unmasked Estep ConsiderDeletion Score: -15548695.000000 Penalty: 12832.630859 Iteration 147Q: 23 clusters Score -1.55487e+07 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 342 members Mstep: Class 4 contains 4721 members Mstep: Class 5 contains 2597 members Mstep: Class 6 contains 1074 members Mstep: Class 7 contains 1274 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3690 members Mstep: Class 10 contains 15210 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 252900 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1797 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 7231 members Mstep: Class 17 contains 5782 members Mstep: Class 18 contains 23459 members Mstep: Class 19 contains 30632 members Mstep: Class 20 contains 14636 members Mstep: Class 22 contains 1098 members Mstep: Class 23 contains 362 members Entering Unmasked Estep ConsiderDeletion Score: -15548694.000000 Penalty: 12832.630859 Iteration 148Q: 23 clusters Score -1.554869e+07 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 342 members Mstep: Class 4 contains 4719 members Mstep: Class 5 contains 2588 members Mstep: Class 6 contains 1074 members Mstep: Class 7 contains 1269 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3690 members Mstep: Class 10 contains 15202 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 252868 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1798 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 7219 members Mstep: Class 17 contains 5780 members Mstep: Class 18 contains 23464 members Mstep: Class 19 contains 30631 members Mstep: Class 20 contains 14701 members Mstep: Class 22 contains 1098 members Mstep: Class 23 contains 362 members Entering Unmasked Estep ConsiderDeletion Score: -15548721.000000 Penalty: 12832.630859 Iteration 149Q: 23 clusters Score -1.554872e+07 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 342 members Mstep: Class 4 contains 4718 members Mstep: Class 5 contains 2575 members Mstep: Class 6 contains 1074 members Mstep: Class 7 contains 1268 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3690 members Mstep: Class 10 contains 15199 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 252832 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1798 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 7202 members Mstep: Class 17 contains 5776 members Mstep: Class 18 contains 23475 members Mstep: Class 19 contains 30628 members Mstep: Class 20 contains 14768 members Mstep: Class 22 contains 1098 members Mstep: Class 23 contains 362 members Entering Unmasked Estep ConsiderDeletion Score: -15548747.000000 Penalty: 12832.630859 Iteration 150Q: 23 clusters Score -1.554875e+07 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 342 members Mstep: Class 4 contains 4715 members Mstep: Class 5 contains 2563 members Mstep: Class 6 contains 1074 members Mstep: Class 7 contains 1268 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3690 members Mstep: Class 10 contains 15191 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 252795 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1798 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 7190 members Mstep: Class 17 contains 5771 members Mstep: Class 18 contains 23485 members Mstep: Class 19 contains 30623 members Mstep: Class 20 contains 14840 members Mstep: Class 22 contains 1098 members Mstep: Class 23 contains 362 members Entering Unmasked Estep ConsiderDeletion Score: -15548750.000000 Penalty: 12832.630859 Iteration 151Q: 23 clusters Score -1.554875e+07 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 342 members Mstep: Class 4 contains 4715 members Mstep: Class 5 contains 2553 members Mstep: Class 6 contains 1074 members Mstep: Class 7 contains 1266 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3690 members Mstep: Class 10 contains 15187 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 252751 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1798 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 7170 members Mstep: Class 17 contains 5763 members Mstep: Class 18 contains 23497 members Mstep: Class 19 contains 30619 members Mstep: Class 20 contains 14920 members Mstep: Class 22 contains 1098 members Mstep: Class 23 contains 362 members Entering Unmasked Estep ConsiderDeletion Score: -15548755.000000 Penalty: 12832.630859 Iteration 152Q: 23 clusters Score -1.554876e+07 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 342 members Mstep: Class 4 contains 4719 members Mstep: Class 5 contains 2545 members Mstep: Class 6 contains 1074 members Mstep: Class 7 contains 1268 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3689 members Mstep: Class 10 contains 15185 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 252695 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1798 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 7149 members Mstep: Class 17 contains 5755 members Mstep: Class 18 contains 23501 members Mstep: Class 19 contains 30617 members Mstep: Class 20 contains 15009 members Mstep: Class 22 contains 1098 members Mstep: Class 23 contains 361 members Entering Unmasked Estep ConsiderDeletion Score: -15548785.000000 Penalty: 12832.630859 Iteration 153Q: 23 clusters Score -1.554878e+07 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 342 members Mstep: Class 4 contains 4719 members Mstep: Class 5 contains 2542 members Mstep: Class 6 contains 1074 members Mstep: Class 7 contains 1267 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3688 members Mstep: Class 10 contains 15183 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 252632 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1798 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 7132 members Mstep: Class 17 contains 5751 members Mstep: Class 18 contains 23503 members Mstep: Class 19 contains 30618 members Mstep: Class 20 contains 15098 members Mstep: Class 22 contains 1098 members Mstep: Class 23 contains 360 members Entering Unmasked Estep ConsiderDeletion Score: -15548784.000000 Penalty: 12832.630859 Iteration 154Q: 23 clusters Score -1.554878e+07 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 342 members Mstep: Class 4 contains 4719 members Mstep: Class 5 contains 2538 members Mstep: Class 6 contains 1074 members Mstep: Class 7 contains 1267 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3688 members Mstep: Class 10 contains 15179 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 252569 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1799 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 7117 members Mstep: Class 17 contains 5750 members Mstep: Class 18 contains 23505 members Mstep: Class 19 contains 30619 members Mstep: Class 20 contains 15181 members Mstep: Class 22 contains 1098 members Mstep: Class 23 contains 360 members Entering Unmasked Estep ConsiderDeletion Score: -15548829.000000 Penalty: 12832.630859 Iteration 155Q: 23 clusters Score -1.554883e+07 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 342 members Mstep: Class 4 contains 4716 members Mstep: Class 5 contains 2537 members Mstep: Class 6 contains 1074 members Mstep: Class 7 contains 1267 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3688 members Mstep: Class 10 contains 15177 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 252517 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1799 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 7103 members Mstep: Class 17 contains 5749 members Mstep: Class 18 contains 23508 members Mstep: Class 19 contains 30619 members Mstep: Class 20 contains 15251 members Mstep: Class 22 contains 1098 members Mstep: Class 23 contains 360 members Entering Unmasked Estep ConsiderDeletion Score: -15548851.000000 Penalty: 12832.630859 Iteration 156Q: 23 clusters Score -1.554885e+07 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 342 members Mstep: Class 4 contains 4712 members Mstep: Class 5 contains 2536 members Mstep: Class 6 contains 1074 members Mstep: Class 7 contains 1267 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3688 members Mstep: Class 10 contains 15177 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 252464 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1799 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 7090 members Mstep: Class 17 contains 5749 members Mstep: Class 18 contains 23506 members Mstep: Class 19 contains 30620 members Mstep: Class 20 contains 15323 members Mstep: Class 22 contains 1098 members Mstep: Class 23 contains 360 members Entering Unmasked Estep ConsiderDeletion Score: -15548888.000000 Penalty: 12832.630859 Iteration 157Q: 23 clusters Score -1.554889e+07 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 342 members Mstep: Class 4 contains 4709 members Mstep: Class 5 contains 2533 members Mstep: Class 6 contains 1074 members Mstep: Class 7 contains 1267 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3688 members Mstep: Class 10 contains 15175 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 252429 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1800 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 7079 members Mstep: Class 17 contains 5749 members Mstep: Class 18 contains 23498 members Mstep: Class 19 contains 30622 members Mstep: Class 20 contains 15382 members Mstep: Class 22 contains 1098 members Mstep: Class 23 contains 360 members Entering Unmasked Estep ConsiderDeletion Score: -15548903.000000 Penalty: 12832.630859 Iteration 158Q: 23 clusters Score -1.55489e+07 nChanged 93 Entering ConstructFrom: Score: -15548903.000000 Penalty: 12832.630859 Entering ConstructFrom: Trying to split cluster 1 (358 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Entering Unmasked Estep Score: -13979.932617 Penalty: 267.564270 Iteration 0F: 2 clusters Score -13979.93 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -13575.847656 Penalty: 535.128540 Iteration 0F: 3 clusters Score -13575.85 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -13690.217773 Penalty: 535.128540 Iteration 1F: 3 clusters Score -13690.22 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -13733.092773 Penalty: 535.128540 Iteration 2F: 3 clusters Score -13733.09 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -13761.143555 Penalty: 535.128540 Iteration 3F: 3 clusters Score -13761.14 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -13778.421875 Penalty: 535.128540 Iteration 4F: 3 clusters Score -13778.42 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -13790.228516 Penalty: 535.128540 Iteration 5Q: 3 clusters Score -13790.23 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -13800.565430 Penalty: 535.128540 Iteration 6Q: 3 clusters Score -13800.57 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -13804.625977 Penalty: 535.128540 Iteration 7Q: 3 clusters Score -13804.63 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -13806.508789 Penalty: 535.128540 Iteration 8Q: 3 clusters Score -13806.51 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -13808.369141 Penalty: 535.128540 Iteration 9Q: 3 clusters Score -13808.37 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -13810.592773 Penalty: 535.128540 Iteration 10Q: 3 clusters Score -13810.59 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -13812.855469 Penalty: 535.128540 Iteration 11Q: 3 clusters Score -13812.86 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -13814.157227 Penalty: 535.128540 Iteration 12Q: 3 clusters Score -13814.16 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -13815.489258 Penalty: 535.128540 Iteration 13Q: 3 clusters Score -13815.49 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -13817.097656 Penalty: 535.128540 Iteration 14Q: 3 clusters Score -13817.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -13821.799805 Penalty: 535.128540 Iteration 15Q: 3 clusters Score -13821.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -13827.502930 Penalty: 535.128540 Iteration 16Q: 3 clusters Score -13827.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -13833.166992 Penalty: 535.128540 Iteration 17Q: 3 clusters Score -13833.17 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -13835.997070 Penalty: 535.128540 Iteration 18Q: 3 clusters Score -13836 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -13836.797852 Penalty: 535.128540 Iteration 19Q: 3 clusters Score -13836.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -13837.204102 Penalty: 535.128540 Iteration 20F: 3 clusters Score -13837.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -13837.664062 Penalty: 535.128540 Iteration 21Q: 3 clusters Score -13837.66 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -13837.664062 Penalty: 535.128540 Iteration 22F: 3 clusters Score -13837.66 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (249 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Entering Unmasked Estep Score: -9263.502930 Penalty: 251.044098 Iteration 0F: 2 clusters Score -9263.503 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -8979.762695 Penalty: 502.088196 Iteration 0F: 3 clusters Score -8979.763 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -9099.684570 Penalty: 502.088196 Iteration 1F: 3 clusters Score -9099.685 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -9148.904297 Penalty: 502.088196 Iteration 2F: 3 clusters Score -9148.904 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -9173.249023 Penalty: 502.088196 Iteration 3F: 3 clusters Score -9173.249 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 61 members Entering Unmasked Estep Score: -9178.320312 Penalty: 502.088196 Iteration 4Q: 3 clusters Score -9178.32 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -9186.871094 Penalty: 502.088196 Iteration 5Q: 3 clusters Score -9186.871 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 53 members Entering Unmasked Estep Score: -9195.805664 Penalty: 502.088196 Iteration 6Q: 3 clusters Score -9195.806 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 46 members Entering Unmasked Estep Score: -9215.685547 Penalty: 502.088196 Iteration 7Q: 3 clusters Score -9215.686 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 42 members Entering Unmasked Estep Score: -9221.847656 Penalty: 502.088196 Iteration 8Q: 3 clusters Score -9221.848 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 41 members Entering Unmasked Estep Score: -9222.014648 Penalty: 502.088196 Iteration 9Q: 3 clusters Score -9222.015 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 41 members Entering Unmasked Estep Score: -9222.014648 Penalty: 502.088196 Iteration 10F: 3 clusters Score -9222.015 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (342 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Entering Unmasked Estep Score: -14324.371094 Penalty: 265.483887 Iteration 0F: 2 clusters Score -14324.37 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -13951.564453 Penalty: 530.967773 Iteration 0F: 3 clusters Score -13951.56 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -14051.387695 Penalty: 530.967773 Iteration 1F: 3 clusters Score -14051.39 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -14078.599609 Penalty: 530.967773 Iteration 2F: 3 clusters Score -14078.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -14102.051758 Penalty: 530.967773 Iteration 3F: 3 clusters Score -14102.05 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -14113.367188 Penalty: 530.967773 Iteration 4Q: 3 clusters Score -14113.37 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -14125.012695 Penalty: 530.967773 Iteration 5Q: 3 clusters Score -14125.01 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -14136.887695 Penalty: 530.967773 Iteration 6Q: 3 clusters Score -14136.89 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -14145.271484 Penalty: 530.967773 Iteration 7Q: 3 clusters Score -14145.27 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -14150.359375 Penalty: 530.967773 Iteration 8Q: 3 clusters Score -14150.36 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -14154.767578 Penalty: 530.967773 Iteration 9Q: 3 clusters Score -14154.77 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -14156.500977 Penalty: 530.967773 Iteration 10Q: 3 clusters Score -14156.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -14158.497070 Penalty: 530.967773 Iteration 11Q: 3 clusters Score -14158.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -14159.649414 Penalty: 530.967773 Iteration 12Q: 3 clusters Score -14159.65 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -14159.879883 Penalty: 530.967773 Iteration 13Q: 3 clusters Score -14159.88 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -14181.375977 Penalty: 530.967773 Iteration 14Q: 3 clusters Score -14181.38 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -14192.599609 Penalty: 530.967773 Iteration 15Q: 3 clusters Score -14192.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -14194.858398 Penalty: 530.967773 Iteration 16Q: 3 clusters Score -14194.86 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -14194.858398 Penalty: 530.967773 Iteration 17F: 3 clusters Score -14194.86 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (4705 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4705 members Entering Unmasked Estep Score: -185302.000000 Penalty: 384.765320 Iteration 0F: 2 clusters Score -185302 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2327 members Mstep: Class 2 contains 2378 members Entering Unmasked Estep Score: -182219.906250 Penalty: 769.530640 Iteration 0F: 3 clusters Score -182219.9 nChanged 2094 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2575 members Mstep: Class 2 contains 2130 members Entering Unmasked Estep Score: -183751.984375 Penalty: 769.530640 Iteration 1F: 3 clusters Score -183752 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2749 members Mstep: Class 2 contains 1956 members Entering Unmasked Estep Score: -184047.781250 Penalty: 769.530640 Iteration 2F: 3 clusters Score -184047.8 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2934 members Mstep: Class 2 contains 1771 members Entering Unmasked Estep Score: -184274.609375 Penalty: 769.530640 Iteration 3F: 3 clusters Score -184274.6 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3089 members Mstep: Class 2 contains 1616 members Entering Unmasked Estep Score: -184429.390625 Penalty: 769.530640 Iteration 4F: 3 clusters Score -184429.4 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3227 members Mstep: Class 2 contains 1478 members Entering Unmasked Estep Score: -184545.406250 Penalty: 769.530640 Iteration 5Q: 3 clusters Score -184545.4 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3383 members Mstep: Class 2 contains 1322 members Entering Unmasked Estep Score: -184644.125000 Penalty: 769.530640 Iteration 6Q: 3 clusters Score -184644.1 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3546 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -184747.750000 Penalty: 769.530640 Iteration 7Q: 3 clusters Score -184747.8 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3711 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -184858.562500 Penalty: 769.530640 Iteration 8Q: 3 clusters Score -184858.6 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3873 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -184972.921875 Penalty: 769.530640 Iteration 9Q: 3 clusters Score -184972.9 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4016 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -185067.281250 Penalty: 769.530640 Iteration 10Q: 3 clusters Score -185067.3 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4123 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -185127.359375 Penalty: 769.530640 Iteration 11Q: 3 clusters Score -185127.4 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4184 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -185176.015625 Penalty: 769.530640 Iteration 12Q: 3 clusters Score -185176 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4246 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -185226.250000 Penalty: 769.530640 Iteration 13Q: 3 clusters Score -185226.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4284 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -185252.234375 Penalty: 769.530640 Iteration 14Q: 3 clusters Score -185252.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4310 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -185263.468750 Penalty: 769.530640 Iteration 15Q: 3 clusters Score -185263.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4324 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -185269.218750 Penalty: 769.530640 Iteration 16Q: 3 clusters Score -185269.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4340 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -185275.703125 Penalty: 769.530640 Iteration 17Q: 3 clusters Score -185275.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4358 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -185285.515625 Penalty: 769.530640 Iteration 18Q: 3 clusters Score -185285.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4371 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -185291.359375 Penalty: 769.530640 Iteration 19Q: 3 clusters Score -185291.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4377 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -185293.234375 Penalty: 769.530640 Iteration 20F: 3 clusters Score -185293.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4381 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -185293.312500 Penalty: 769.530640 Iteration 21Q: 3 clusters Score -185293.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4384 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -185293.515625 Penalty: 769.530640 Iteration 22Q: 3 clusters Score -185293.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4387 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -185294.062500 Penalty: 769.530640 Iteration 23Q: 3 clusters Score -185294.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4390 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -185294.718750 Penalty: 769.530640 Iteration 24Q: 3 clusters Score -185294.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4392 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -185295.140625 Penalty: 769.530640 Iteration 25Q: 3 clusters Score -185295.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4392 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -185295.140625 Penalty: 769.530640 Iteration 26F: 3 clusters Score -185295.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (2530 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2530 members Entering Unmasked Estep Score: -107017.140625 Penalty: 356.536835 Iteration 0F: 2 clusters Score -107017.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -105230.875000 Penalty: 713.073669 Iteration 0F: 3 clusters Score -105230.9 nChanged 1115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -105866.414062 Penalty: 713.073669 Iteration 1F: 3 clusters Score -105866.4 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -105933.320312 Penalty: 713.073669 Iteration 2F: 3 clusters Score -105933.3 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 1401 members Entering Unmasked Estep Score: -105983.312500 Penalty: 713.073669 Iteration 3Q: 3 clusters Score -105983.3 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 1432 members Entering Unmasked Estep Score: -106030.976562 Penalty: 713.073669 Iteration 4Q: 3 clusters Score -106031 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 1462 members Entering Unmasked Estep Score: -106075.531250 Penalty: 713.073669 Iteration 5Q: 3 clusters Score -106075.5 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 1469 members Entering Unmasked Estep Score: -106109.445312 Penalty: 713.073669 Iteration 6Q: 3 clusters Score -106109.4 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 1488 members Entering Unmasked Estep Score: -106165.789062 Penalty: 713.073669 Iteration 7Q: 3 clusters Score -106165.8 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 1489 members Entering Unmasked Estep Score: -106220.562500 Penalty: 713.073669 Iteration 8Q: 3 clusters Score -106220.6 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 1488 members Entering Unmasked Estep Score: -106280.382812 Penalty: 713.073669 Iteration 9Q: 3 clusters Score -106280.4 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 1466 members Entering Unmasked Estep Score: -106346.718750 Penalty: 713.073669 Iteration 10Q: 3 clusters Score -106346.7 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 1442 members Entering Unmasked Estep Score: -106419.890625 Penalty: 713.073669 Iteration 11Q: 3 clusters Score -106419.9 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1119 members Mstep: Class 2 contains 1411 members Entering Unmasked Estep Score: -106500.632812 Penalty: 713.073669 Iteration 12Q: 3 clusters Score -106500.6 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1157 members Mstep: Class 2 contains 1373 members Entering Unmasked Estep Score: -106574.609375 Penalty: 713.073669 Iteration 13Q: 3 clusters Score -106574.6 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 1322 members Entering Unmasked Estep Score: -106655.984375 Penalty: 713.073669 Iteration 14Q: 3 clusters Score -106656 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1261 members Mstep: Class 2 contains 1269 members Entering Unmasked Estep Score: -106718.367188 Penalty: 713.073669 Iteration 15Q: 3 clusters Score -106718.4 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1308 members Mstep: Class 2 contains 1222 members Entering Unmasked Estep Score: -106765.179688 Penalty: 713.073669 Iteration 16Q: 3 clusters Score -106765.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1345 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -106794.937500 Penalty: 713.073669 Iteration 17Q: 3 clusters Score -106794.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1379 members Mstep: Class 2 contains 1151 members Entering Unmasked Estep Score: -106815.375000 Penalty: 713.073669 Iteration 18Q: 3 clusters Score -106815.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1410 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -106831.867188 Penalty: 713.073669 Iteration 19Q: 3 clusters Score -106831.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1431 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -106841.914062 Penalty: 713.073669 Iteration 20F: 3 clusters Score -106841.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1447 members Mstep: Class 2 contains 1083 members Entering Unmasked Estep Score: -106852.796875 Penalty: 713.073669 Iteration 21Q: 3 clusters Score -106852.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1459 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -106857.757812 Penalty: 713.073669 Iteration 22Q: 3 clusters Score -106857.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1470 members Mstep: Class 2 contains 1060 members Entering Unmasked Estep Score: -106859.937500 Penalty: 713.073669 Iteration 23Q: 3 clusters Score -106859.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1475 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -106860.960938 Penalty: 713.073669 Iteration 24Q: 3 clusters Score -106861 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1481 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -106861.781250 Penalty: 713.073669 Iteration 25Q: 3 clusters Score -106861.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1485 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -106862.468750 Penalty: 713.073669 Iteration 26Q: 3 clusters Score -106862.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1490 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -106863.250000 Penalty: 713.073669 Iteration 27Q: 3 clusters Score -106863.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1492 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -106863.507812 Penalty: 713.073669 Iteration 28Q: 3 clusters Score -106863.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1494 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -106863.570312 Penalty: 713.073669 Iteration 29Q: 3 clusters Score -106863.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1494 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -106863.570312 Penalty: 713.073669 Iteration 30F: 3 clusters Score -106863.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (1074 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Entering Unmasked Estep Score: -49139.257812 Penalty: 317.551086 Iteration 0F: 2 clusters Score -49139.26 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -48287.281250 Penalty: 635.102173 Iteration 0F: 3 clusters Score -48287.28 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -48538.238281 Penalty: 635.102173 Iteration 1F: 3 clusters Score -48538.24 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -48576.777344 Penalty: 635.102173 Iteration 2F: 3 clusters Score -48576.78 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -48599.472656 Penalty: 635.102173 Iteration 3F: 3 clusters Score -48599.47 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -48612.867188 Penalty: 635.102173 Iteration 4Q: 3 clusters Score -48612.87 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -48622.945312 Penalty: 635.102173 Iteration 5Q: 3 clusters Score -48622.95 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -48632.488281 Penalty: 635.102173 Iteration 6Q: 3 clusters Score -48632.49 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -48637.250000 Penalty: 635.102173 Iteration 7Q: 3 clusters Score -48637.25 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -48640.937500 Penalty: 635.102173 Iteration 8Q: 3 clusters Score -48640.94 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -48643.921875 Penalty: 635.102173 Iteration 9Q: 3 clusters Score -48643.92 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -48645.390625 Penalty: 635.102173 Iteration 10Q: 3 clusters Score -48645.39 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -48648.816406 Penalty: 635.102173 Iteration 11Q: 3 clusters Score -48648.82 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -48651.230469 Penalty: 635.102173 Iteration 12Q: 3 clusters Score -48651.23 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -48653.859375 Penalty: 635.102173 Iteration 13Q: 3 clusters Score -48653.86 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -48657.222656 Penalty: 635.102173 Iteration 14Q: 3 clusters Score -48657.22 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -48661.394531 Penalty: 635.102173 Iteration 15Q: 3 clusters Score -48661.39 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -48665.425781 Penalty: 635.102173 Iteration 16Q: 3 clusters Score -48665.43 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -48668.867188 Penalty: 635.102173 Iteration 17Q: 3 clusters Score -48668.87 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -48673.582031 Penalty: 635.102173 Iteration 18Q: 3 clusters Score -48673.58 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -48679.957031 Penalty: 635.102173 Iteration 19Q: 3 clusters Score -48679.96 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -48691.218750 Penalty: 635.102173 Iteration 20F: 3 clusters Score -48691.22 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -48695.574219 Penalty: 635.102173 Iteration 21Q: 3 clusters Score -48695.57 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -48698.457031 Penalty: 635.102173 Iteration 22Q: 3 clusters Score -48698.46 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -48700.074219 Penalty: 635.102173 Iteration 23Q: 3 clusters Score -48700.07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -48701.566406 Penalty: 635.102173 Iteration 24Q: 3 clusters Score -48701.57 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -48703.128906 Penalty: 635.102173 Iteration 25Q: 3 clusters Score -48703.13 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -48705.964844 Penalty: 635.102173 Iteration 26Q: 3 clusters Score -48705.96 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -48709.070312 Penalty: 635.102173 Iteration 27Q: 3 clusters Score -48709.07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -48711.066406 Penalty: 635.102173 Iteration 28Q: 3 clusters Score -48711.07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -48714.386719 Penalty: 635.102173 Iteration 29Q: 3 clusters Score -48714.39 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -48721.410156 Penalty: 635.102173 Iteration 30Q: 3 clusters Score -48721.41 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -48725.160156 Penalty: 635.102173 Iteration 31Q: 3 clusters Score -48725.16 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -48729.761719 Penalty: 635.102173 Iteration 32Q: 3 clusters Score -48729.76 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -48734.980469 Penalty: 635.102173 Iteration 33Q: 3 clusters Score -48734.98 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -48748.843750 Penalty: 635.102173 Iteration 34Q: 3 clusters Score -48748.84 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -48762.785156 Penalty: 635.102173 Iteration 35Q: 3 clusters Score -48762.79 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -48770.402344 Penalty: 635.102173 Iteration 36Q: 3 clusters Score -48770.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -48775.234375 Penalty: 635.102173 Iteration 37Q: 3 clusters Score -48775.23 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -48780.210938 Penalty: 635.102173 Iteration 38Q: 3 clusters Score -48780.21 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -48785.296875 Penalty: 635.102173 Iteration 39Q: 3 clusters Score -48785.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -48786.265625 Penalty: 635.102173 Iteration 40F: 3 clusters Score -48786.27 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -48788.097656 Penalty: 635.102173 Iteration 41Q: 3 clusters Score -48788.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -48790.281250 Penalty: 635.102173 Iteration 42Q: 3 clusters Score -48790.28 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -48791.136719 Penalty: 635.102173 Iteration 43Q: 3 clusters Score -48791.14 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -48793.445312 Penalty: 635.102173 Iteration 44Q: 3 clusters Score -48793.45 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -48796.804688 Penalty: 635.102173 Iteration 45Q: 3 clusters Score -48796.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -48797.515625 Penalty: 635.102173 Iteration 46Q: 3 clusters Score -48797.52 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -48798.902344 Penalty: 635.102173 Iteration 47Q: 3 clusters Score -48798.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -48799.792969 Penalty: 635.102173 Iteration 48Q: 3 clusters Score -48799.79 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -48801.250000 Penalty: 635.102173 Iteration 49Q: 3 clusters Score -48801.25 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -48801.320312 Penalty: 635.102173 Iteration 50Q: 3 clusters Score -48801.32 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -48801.589844 Penalty: 635.102173 Iteration 51Q: 3 clusters Score -48801.59 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -48801.738281 Penalty: 635.102173 Iteration 52Q: 3 clusters Score -48801.74 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -48801.738281 Penalty: 635.102173 Iteration 53F: 3 clusters Score -48801.74 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (1268 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1268 members Entering Unmasked Estep Score: -55039.031250 Penalty: 325.106415 Iteration 0F: 2 clusters Score -55039.03 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -54063.488281 Penalty: 650.212830 Iteration 0F: 3 clusters Score -54063.49 nChanged 512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -54392.652344 Penalty: 650.212830 Iteration 1F: 3 clusters Score -54392.65 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -54484.406250 Penalty: 650.212830 Iteration 2F: 3 clusters Score -54484.41 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -54556.507812 Penalty: 650.212830 Iteration 3F: 3 clusters Score -54556.51 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -54619.464844 Penalty: 650.212830 Iteration 4F: 3 clusters Score -54619.46 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -54679.222656 Penalty: 650.212830 Iteration 5Q: 3 clusters Score -54679.22 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -54731.003906 Penalty: 650.212830 Iteration 6Q: 3 clusters Score -54731 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -54757.980469 Penalty: 650.212830 Iteration 7Q: 3 clusters Score -54757.98 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -54770.339844 Penalty: 650.212830 Iteration 8Q: 3 clusters Score -54770.34 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -54777.324219 Penalty: 650.212830 Iteration 9Q: 3 clusters Score -54777.32 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -54780.820312 Penalty: 650.212830 Iteration 10Q: 3 clusters Score -54780.82 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -54781.718750 Penalty: 650.212830 Iteration 11Q: 3 clusters Score -54781.72 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -54782.187500 Penalty: 650.212830 Iteration 12Q: 3 clusters Score -54782.19 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -54782.187500 Penalty: 650.212830 Iteration 13F: 3 clusters Score -54782.19 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (730 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Entering Unmasked Estep Score: -29473.835938 Penalty: 299.983521 Iteration 0F: 2 clusters Score -29473.84 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -28848.626953 Penalty: 599.967041 Iteration 0F: 3 clusters Score -28848.63 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -29037.509766 Penalty: 599.967041 Iteration 1F: 3 clusters Score -29037.51 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -29074.900391 Penalty: 599.967041 Iteration 2F: 3 clusters Score -29074.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -29103.216797 Penalty: 599.967041 Iteration 3Q: 3 clusters Score -29103.22 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -29123.951172 Penalty: 599.967041 Iteration 4Q: 3 clusters Score -29123.95 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -29138.820312 Penalty: 599.967041 Iteration 5Q: 3 clusters Score -29138.82 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -29155.437500 Penalty: 599.967041 Iteration 6Q: 3 clusters Score -29155.44 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -29161.789062 Penalty: 599.967041 Iteration 7Q: 3 clusters Score -29161.79 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -29167.304688 Penalty: 599.967041 Iteration 8Q: 3 clusters Score -29167.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -29171.888672 Penalty: 599.967041 Iteration 9Q: 3 clusters Score -29171.89 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -29176.482422 Penalty: 599.967041 Iteration 10Q: 3 clusters Score -29176.48 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -29179.414062 Penalty: 599.967041 Iteration 11Q: 3 clusters Score -29179.41 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -29182.429688 Penalty: 599.967041 Iteration 12Q: 3 clusters Score -29182.43 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -29185.117188 Penalty: 599.967041 Iteration 13Q: 3 clusters Score -29185.12 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -29188.005859 Penalty: 599.967041 Iteration 14Q: 3 clusters Score -29188.01 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -29190.228516 Penalty: 599.967041 Iteration 15Q: 3 clusters Score -29190.23 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -29191.330078 Penalty: 599.967041 Iteration 16Q: 3 clusters Score -29191.33 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -29192.337891 Penalty: 599.967041 Iteration 17Q: 3 clusters Score -29192.34 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -29193.500000 Penalty: 599.967041 Iteration 18Q: 3 clusters Score -29193.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -29194.197266 Penalty: 599.967041 Iteration 19Q: 3 clusters Score -29194.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -29194.375000 Penalty: 599.967041 Iteration 20F: 3 clusters Score -29194.38 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (3688 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3688 members Entering Unmasked Estep Score: -154668.781250 Penalty: 373.684174 Iteration 0F: 2 clusters Score -154668.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1826 members Mstep: Class 2 contains 1862 members Entering Unmasked Estep Score: -152117.718750 Penalty: 747.368347 Iteration 0F: 3 clusters Score -152117.7 nChanged 1626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1642 members Mstep: Class 2 contains 2046 members Entering Unmasked Estep Score: -153037.046875 Penalty: 747.368347 Iteration 1F: 3 clusters Score -153037 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 2172 members Entering Unmasked Estep Score: -153230.343750 Penalty: 747.368347 Iteration 2F: 3 clusters Score -153230.3 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 2314 members Entering Unmasked Estep Score: -153424.140625 Penalty: 747.368347 Iteration 3F: 3 clusters Score -153424.1 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 2445 members Entering Unmasked Estep Score: -153589.296875 Penalty: 747.368347 Iteration 4F: 3 clusters Score -153589.3 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 2585 members Entering Unmasked Estep Score: -153709.078125 Penalty: 747.368347 Iteration 5F: 3 clusters Score -153709.1 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 2705 members Entering Unmasked Estep Score: -153806.578125 Penalty: 747.368347 Iteration 6Q: 3 clusters Score -153806.6 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 2834 members Entering Unmasked Estep Score: -153909.421875 Penalty: 747.368347 Iteration 7Q: 3 clusters Score -153909.4 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 2959 members Entering Unmasked Estep Score: -154004.906250 Penalty: 747.368347 Iteration 8Q: 3 clusters Score -154004.9 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 3065 members Entering Unmasked Estep Score: -154081.593750 Penalty: 747.368347 Iteration 9Q: 3 clusters Score -154081.6 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 3163 members Entering Unmasked Estep Score: -154152.125000 Penalty: 747.368347 Iteration 10Q: 3 clusters Score -154152.1 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 3243 members Entering Unmasked Estep Score: -154206.000000 Penalty: 747.368347 Iteration 11Q: 3 clusters Score -154206 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 3303 members Entering Unmasked Estep Score: -154236.921875 Penalty: 747.368347 Iteration 12Q: 3 clusters Score -154236.9 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 3356 members Entering Unmasked Estep Score: -154264.703125 Penalty: 747.368347 Iteration 13Q: 3 clusters Score -154264.7 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 3406 members Entering Unmasked Estep Score: -154292.859375 Penalty: 747.368347 Iteration 14Q: 3 clusters Score -154292.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 3446 members Entering Unmasked Estep Score: -154315.125000 Penalty: 747.368347 Iteration 15Q: 3 clusters Score -154315.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 3479 members Entering Unmasked Estep Score: -154336.046875 Penalty: 747.368347 Iteration 16Q: 3 clusters Score -154336 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 3498 members Entering Unmasked Estep Score: -154348.515625 Penalty: 747.368347 Iteration 17Q: 3 clusters Score -154348.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 3510 members Entering Unmasked Estep Score: -154353.656250 Penalty: 747.368347 Iteration 18Q: 3 clusters Score -154353.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 3520 members Entering Unmasked Estep Score: -154357.625000 Penalty: 747.368347 Iteration 19Q: 3 clusters Score -154357.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 3526 members Entering Unmasked Estep Score: -154361.609375 Penalty: 747.368347 Iteration 20F: 3 clusters Score -154361.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 3533 members Entering Unmasked Estep Score: -154366.859375 Penalty: 747.368347 Iteration 21Q: 3 clusters Score -154366.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 3541 members Entering Unmasked Estep Score: -154374.109375 Penalty: 747.368347 Iteration 22Q: 3 clusters Score -154374.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 3546 members Entering Unmasked Estep Score: -154377.906250 Penalty: 747.368347 Iteration 23Q: 3 clusters Score -154377.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 3551 members Entering Unmasked Estep Score: -154379.875000 Penalty: 747.368347 Iteration 24Q: 3 clusters Score -154379.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 3555 members Entering Unmasked Estep Score: -154381.609375 Penalty: 747.368347 Iteration 25Q: 3 clusters Score -154381.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 3557 members Entering Unmasked Estep Score: -154382.671875 Penalty: 747.368347 Iteration 26Q: 3 clusters Score -154382.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 3559 members Entering Unmasked Estep Score: -154384.218750 Penalty: 747.368347 Iteration 27Q: 3 clusters Score -154384.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 3561 members Entering Unmasked Estep Score: -154385.890625 Penalty: 747.368347 Iteration 28Q: 3 clusters Score -154385.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 3562 members Entering Unmasked Estep Score: -154386.796875 Penalty: 747.368347 Iteration 29Q: 3 clusters Score -154386.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 3562 members Entering Unmasked Estep Score: -154386.796875 Penalty: 747.368347 Iteration 30F: 3 clusters Score -154386.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (15175 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15175 members Entering Unmasked Estep Score: -698178.187500 Penalty: 438.046906 Iteration 0F: 2 clusters Score -698178.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7598 members Mstep: Class 2 contains 7577 members Entering Unmasked Estep Score: -687994.812500 Penalty: 876.093811 Iteration 0F: 3 clusters Score -687994.8 nChanged 7290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7026 members Mstep: Class 2 contains 8149 members Entering Unmasked Estep Score: -692424.187500 Penalty: 876.093811 Iteration 1F: 3 clusters Score -692424.2 nChanged 1019 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6651 members Mstep: Class 2 contains 8524 members Entering Unmasked Estep Score: -693015.437500 Penalty: 876.093811 Iteration 2F: 3 clusters Score -693015.4 nChanged 1133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6152 members Mstep: Class 2 contains 9023 members Entering Unmasked Estep Score: -693878.125000 Penalty: 876.093811 Iteration 3F: 3 clusters Score -693878.1 nChanged 1162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5552 members Mstep: Class 2 contains 9623 members Entering Unmasked Estep Score: -694943.437500 Penalty: 876.093811 Iteration 4F: 3 clusters Score -694943.4 nChanged 1115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4945 members Mstep: Class 2 contains 10230 members Entering Unmasked Estep Score: -696055.375000 Penalty: 876.093811 Iteration 5F: 3 clusters Score -696055.4 nChanged 830 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4561 members Mstep: Class 2 contains 10614 members Entering Unmasked Estep Score: -696627.187500 Penalty: 876.093811 Iteration 6F: 3 clusters Score -696627.2 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4341 members Mstep: Class 2 contains 10834 members Entering Unmasked Estep Score: -696794.500000 Penalty: 876.093811 Iteration 7Q: 3 clusters Score -696794.5 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4168 members Mstep: Class 2 contains 11007 members Entering Unmasked Estep Score: -696859.750000 Penalty: 876.093811 Iteration 8Q: 3 clusters Score -696859.8 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4026 members Mstep: Class 2 contains 11149 members Entering Unmasked Estep Score: -696907.750000 Penalty: 876.093811 Iteration 9Q: 3 clusters Score -696907.8 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3884 members Mstep: Class 2 contains 11291 members Entering Unmasked Estep Score: -696951.437500 Penalty: 876.093811 Iteration 10Q: 3 clusters Score -696951.4 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3736 members Mstep: Class 2 contains 11439 members Entering Unmasked Estep Score: -697000.187500 Penalty: 876.093811 Iteration 11Q: 3 clusters Score -697000.2 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3592 members Mstep: Class 2 contains 11583 members Entering Unmasked Estep Score: -697045.250000 Penalty: 876.093811 Iteration 12Q: 3 clusters Score -697045.2 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3445 members Mstep: Class 2 contains 11730 members Entering Unmasked Estep Score: -697086.250000 Penalty: 876.093811 Iteration 13Q: 3 clusters Score -697086.2 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3315 members Mstep: Class 2 contains 11860 members Entering Unmasked Estep Score: -697128.187500 Penalty: 876.093811 Iteration 14Q: 3 clusters Score -697128.2 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3181 members Mstep: Class 2 contains 11994 members Entering Unmasked Estep Score: -697159.187500 Penalty: 876.093811 Iteration 15Q: 3 clusters Score -697159.2 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3058 members Mstep: Class 2 contains 12117 members Entering Unmasked Estep Score: -697192.000000 Penalty: 876.093811 Iteration 16Q: 3 clusters Score -697192 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2934 members Mstep: Class 2 contains 12241 members Entering Unmasked Estep Score: -697227.062500 Penalty: 876.093811 Iteration 17Q: 3 clusters Score -697227.1 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2809 members Mstep: Class 2 contains 12366 members Entering Unmasked Estep Score: -697255.375000 Penalty: 876.093811 Iteration 18Q: 3 clusters Score -697255.4 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2683 members Mstep: Class 2 contains 12492 members Entering Unmasked Estep Score: -697287.625000 Penalty: 876.093811 Iteration 19Q: 3 clusters Score -697287.6 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2558 members Mstep: Class 2 contains 12617 members Entering Unmasked Estep Score: -697322.125000 Penalty: 876.093811 Iteration 20F: 3 clusters Score -697322.1 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2447 members Mstep: Class 2 contains 12728 members Entering Unmasked Estep Score: -697350.000000 Penalty: 876.093811 Iteration 21Q: 3 clusters Score -697350 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2336 members Mstep: Class 2 contains 12839 members Entering Unmasked Estep Score: -697377.875000 Penalty: 876.093811 Iteration 22Q: 3 clusters Score -697377.9 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2216 members Mstep: Class 2 contains 12959 members Entering Unmasked Estep Score: -697412.312500 Penalty: 876.093811 Iteration 23Q: 3 clusters Score -697412.3 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2098 members Mstep: Class 2 contains 13077 members Entering Unmasked Estep Score: -697447.312500 Penalty: 876.093811 Iteration 24Q: 3 clusters Score -697447.3 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1980 members Mstep: Class 2 contains 13195 members Entering Unmasked Estep Score: -697480.250000 Penalty: 876.093811 Iteration 25Q: 3 clusters Score -697480.2 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1885 members Mstep: Class 2 contains 13290 members Entering Unmasked Estep Score: -697501.562500 Penalty: 876.093811 Iteration 26Q: 3 clusters Score -697501.6 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1805 members Mstep: Class 2 contains 13370 members Entering Unmasked Estep Score: -697522.625000 Penalty: 876.093811 Iteration 27Q: 3 clusters Score -697522.6 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1723 members Mstep: Class 2 contains 13452 members Entering Unmasked Estep Score: -697545.437500 Penalty: 876.093811 Iteration 28Q: 3 clusters Score -697545.4 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1636 members Mstep: Class 2 contains 13539 members Entering Unmasked Estep Score: -697570.062500 Penalty: 876.093811 Iteration 29Q: 3 clusters Score -697570.1 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1552 members Mstep: Class 2 contains 13623 members Entering Unmasked Estep Score: -697594.812500 Penalty: 876.093811 Iteration 30Q: 3 clusters Score -697594.8 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1470 members Mstep: Class 2 contains 13705 members Entering Unmasked Estep Score: -697618.500000 Penalty: 876.093811 Iteration 31Q: 3 clusters Score -697618.5 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1393 members Mstep: Class 2 contains 13782 members Entering Unmasked Estep Score: -697640.000000 Penalty: 876.093811 Iteration 32Q: 3 clusters Score -697640 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1314 members Mstep: Class 2 contains 13861 members Entering Unmasked Estep Score: -697663.250000 Penalty: 876.093811 Iteration 33Q: 3 clusters Score -697663.2 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1231 members Mstep: Class 2 contains 13944 members Entering Unmasked Estep Score: -697688.812500 Penalty: 876.093811 Iteration 34Q: 3 clusters Score -697688.8 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 14009 members Entering Unmasked Estep Score: -697705.937500 Penalty: 876.093811 Iteration 35Q: 3 clusters Score -697705.9 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Mstep: Class 2 contains 14071 members Entering Unmasked Estep Score: -697723.125000 Penalty: 876.093811 Iteration 36Q: 3 clusters Score -697723.1 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 14124 members Entering Unmasked Estep Score: -697735.062500 Penalty: 876.093811 Iteration 37Q: 3 clusters Score -697735.1 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 14171 members Entering Unmasked Estep Score: -697749.812500 Penalty: 876.093811 Iteration 38Q: 3 clusters Score -697749.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 14217 members Entering Unmasked Estep Score: -697759.250000 Penalty: 876.093811 Iteration 39Q: 3 clusters Score -697759.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 14259 members Entering Unmasked Estep Score: -697771.937500 Penalty: 876.093811 Iteration 40F: 3 clusters Score -697771.9 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 14300 members Entering Unmasked Estep Score: -697780.875000 Penalty: 876.093811 Iteration 41Q: 3 clusters Score -697780.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 14333 members Entering Unmasked Estep Score: -697788.812500 Penalty: 876.093811 Iteration 42Q: 3 clusters Score -697788.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 14357 members Entering Unmasked Estep Score: -697795.062500 Penalty: 876.093811 Iteration 43Q: 3 clusters Score -697795.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 14380 members Entering Unmasked Estep Score: -697799.562500 Penalty: 876.093811 Iteration 44Q: 3 clusters Score -697799.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 14407 members Entering Unmasked Estep Score: -697802.312500 Penalty: 876.093811 Iteration 45Q: 3 clusters Score -697802.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 14434 members Entering Unmasked Estep Score: -697809.562500 Penalty: 876.093811 Iteration 46Q: 3 clusters Score -697809.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 14465 members Entering Unmasked Estep Score: -697819.437500 Penalty: 876.093811 Iteration 47Q: 3 clusters Score -697819.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 14490 members Entering Unmasked Estep Score: -697823.687500 Penalty: 876.093811 Iteration 48Q: 3 clusters Score -697823.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 14515 members Entering Unmasked Estep Score: -697828.812500 Penalty: 876.093811 Iteration 49Q: 3 clusters Score -697828.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 14535 members Entering Unmasked Estep Score: -697834.250000 Penalty: 876.093811 Iteration 50Q: 3 clusters Score -697834.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 14555 members Entering Unmasked Estep Score: -697838.312500 Penalty: 876.093811 Iteration 51Q: 3 clusters Score -697838.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 14569 members Entering Unmasked Estep Score: -697841.375000 Penalty: 876.093811 Iteration 52Q: 3 clusters Score -697841.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 14585 members Entering Unmasked Estep Score: -697844.437500 Penalty: 876.093811 Iteration 53Q: 3 clusters Score -697844.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 14597 members Entering Unmasked Estep Score: -697846.812500 Penalty: 876.093811 Iteration 54Q: 3 clusters Score -697846.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 14605 members Entering Unmasked Estep Score: -697848.687500 Penalty: 876.093811 Iteration 55Q: 3 clusters Score -697848.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 14613 members Entering Unmasked Estep Score: -697851.625000 Penalty: 876.093811 Iteration 56Q: 3 clusters Score -697851.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 14621 members Entering Unmasked Estep Score: -697853.625000 Penalty: 876.093811 Iteration 57Q: 3 clusters Score -697853.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 14630 members Entering Unmasked Estep Score: -697854.312500 Penalty: 876.093811 Iteration 58Q: 3 clusters Score -697854.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 14638 members Entering Unmasked Estep Score: -697855.875000 Penalty: 876.093811 Iteration 59Q: 3 clusters Score -697855.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 14646 members Entering Unmasked Estep Score: -697858.187500 Penalty: 876.093811 Iteration 60F: 3 clusters Score -697858.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 14651 members Entering Unmasked Estep Score: -697857.687500 Penalty: 876.093811 Iteration 61Q: 3 clusters Score -697857.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 14655 members Entering Unmasked Estep Score: -697857.937500 Penalty: 876.093811 Iteration 62Q: 3 clusters Score -697857.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 14656 members Entering Unmasked Estep Score: -697859.312500 Penalty: 876.093811 Iteration 63Q: 3 clusters Score -697859.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 14657 members Entering Unmasked Estep Score: -697859.187500 Penalty: 876.093811 Iteration 64Q: 3 clusters Score -697859.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 14658 members Entering Unmasked Estep Score: -697858.500000 Penalty: 876.093811 Iteration 65Q: 3 clusters Score -697858.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 14659 members Entering Unmasked Estep Score: -697858.500000 Penalty: 876.093811 Iteration 66Q: 3 clusters Score -697858.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 14659 members Entering Unmasked Estep Score: -697858.500000 Penalty: 876.093811 Iteration 67F: 3 clusters Score -697858.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (772 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Entering Unmasked Estep Score: -31025.468750 Penalty: 302.528778 Iteration 0F: 2 clusters Score -31025.47 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -30363.738281 Penalty: 605.057556 Iteration 0F: 3 clusters Score -30363.74 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -30562.212891 Penalty: 605.057556 Iteration 1F: 3 clusters Score -30562.21 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -30614.064453 Penalty: 605.057556 Iteration 2F: 3 clusters Score -30614.06 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -30647.384766 Penalty: 605.057556 Iteration 3F: 3 clusters Score -30647.38 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -30671.830078 Penalty: 605.057556 Iteration 4Q: 3 clusters Score -30671.83 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -30698.644531 Penalty: 605.057556 Iteration 5Q: 3 clusters Score -30698.64 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -30713.896484 Penalty: 605.057556 Iteration 6Q: 3 clusters Score -30713.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -30716.951172 Penalty: 605.057556 Iteration 7Q: 3 clusters Score -30716.95 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -30719.537109 Penalty: 605.057556 Iteration 8Q: 3 clusters Score -30719.54 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -30720.214844 Penalty: 605.057556 Iteration 9Q: 3 clusters Score -30720.21 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -30720.214844 Penalty: 605.057556 Iteration 10F: 3 clusters Score -30720.21 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (252400 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252400 members Entering Unmasked Estep Score: -10892867.000000 Penalty: 565.964050 Iteration 0F: 2 clusters Score -1.089287e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126358 members Mstep: Class 2 contains 126042 members Entering Unmasked Estep Score: -10728188.000000 Penalty: 1131.928101 Iteration 0F: 3 clusters Score -1.072819e+07 nChanged 124416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136048 members Mstep: Class 2 contains 116352 members Entering Unmasked Estep Score: -10803615.000000 Penalty: 1131.928101 Iteration 1F: 3 clusters Score -1.080362e+07 nChanged 9719 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142301 members Mstep: Class 2 contains 110099 members Entering Unmasked Estep Score: -10806688.000000 Penalty: 1131.928101 Iteration 2Q: 3 clusters Score -1.080669e+07 nChanged 11904 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151297 members Mstep: Class 2 contains 101103 members Entering Unmasked Estep Score: -10811497.000000 Penalty: 1131.928101 Iteration 3Q: 3 clusters Score -1.08115e+07 nChanged 15189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163962 members Mstep: Class 2 contains 88438 members Entering Unmasked Estep Score: -10819970.000000 Penalty: 1131.928101 Iteration 4F: 3 clusters Score -1.081997e+07 nChanged 18086 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180020 members Mstep: Class 2 contains 72380 members Entering Unmasked Estep Score: -10833046.000000 Penalty: 1131.928101 Iteration 5F: 3 clusters Score -1.083305e+07 nChanged 19265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197779 members Mstep: Class 2 contains 54621 members Entering Unmasked Estep Score: -10850172.000000 Penalty: 1131.928101 Iteration 6F: 3 clusters Score -1.085017e+07 nChanged 17003 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213694 members Mstep: Class 2 contains 38706 members Entering Unmasked Estep Score: -10866709.000000 Penalty: 1131.928101 Iteration 7F: 3 clusters Score -1.086671e+07 nChanged 10874 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223114 members Mstep: Class 2 contains 29286 members Entering Unmasked Estep Score: -10877148.000000 Penalty: 1131.928101 Iteration 8Q: 3 clusters Score -1.087715e+07 nChanged 6640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228166 members Mstep: Class 2 contains 24234 members Entering Unmasked Estep Score: -10882295.000000 Penalty: 1131.928101 Iteration 9Q: 3 clusters Score -1.08823e+07 nChanged 4377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231615 members Mstep: Class 2 contains 20785 members Entering Unmasked Estep Score: -10884675.000000 Penalty: 1131.928101 Iteration 10Q: 3 clusters Score -1.088468e+07 nChanged 3086 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234335 members Mstep: Class 2 contains 18065 members Entering Unmasked Estep Score: -10886045.000000 Penalty: 1131.928101 Iteration 11Q: 3 clusters Score -1.088604e+07 nChanged 2531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236760 members Mstep: Class 2 contains 15640 members Entering Unmasked Estep Score: -10887091.000000 Penalty: 1131.928101 Iteration 12Q: 3 clusters Score -1.088709e+07 nChanged 2271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239003 members Mstep: Class 2 contains 13397 members Entering Unmasked Estep Score: -10887916.000000 Penalty: 1131.928101 Iteration 13Q: 3 clusters Score -1.088792e+07 nChanged 2132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241127 members Mstep: Class 2 contains 11273 members Entering Unmasked Estep Score: -10888794.000000 Penalty: 1131.928101 Iteration 14Q: 3 clusters Score -1.088879e+07 nChanged 1955 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243080 members Mstep: Class 2 contains 9320 members Entering Unmasked Estep Score: -10889641.000000 Penalty: 1131.928101 Iteration 15Q: 3 clusters Score -1.088964e+07 nChanged 1740 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244820 members Mstep: Class 2 contains 7580 members Entering Unmasked Estep Score: -10890251.000000 Penalty: 1131.928101 Iteration 16Q: 3 clusters Score -1.089025e+07 nChanged 1474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246294 members Mstep: Class 2 contains 6106 members Entering Unmasked Estep Score: -10890819.000000 Penalty: 1131.928101 Iteration 17Q: 3 clusters Score -1.089082e+07 nChanged 1292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247586 members Mstep: Class 2 contains 4814 members Entering Unmasked Estep Score: -10891253.000000 Penalty: 1131.928101 Iteration 18Q: 3 clusters Score -1.089125e+07 nChanged 1025 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248611 members Mstep: Class 2 contains 3789 members Entering Unmasked Estep Score: -10891555.000000 Penalty: 1131.928101 Iteration 19Q: 3 clusters Score -1.089156e+07 nChanged 828 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249439 members Mstep: Class 2 contains 2961 members Entering Unmasked Estep Score: -10891806.000000 Penalty: 1131.928101 Iteration 20F: 3 clusters Score -1.089181e+07 nChanged 612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250051 members Mstep: Class 2 contains 2349 members Entering Unmasked Estep Score: -10892024.000000 Penalty: 1131.928101 Iteration 21Q: 3 clusters Score -1.089202e+07 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250498 members Mstep: Class 2 contains 1902 members Entering Unmasked Estep Score: -10892154.000000 Penalty: 1131.928101 Iteration 22Q: 3 clusters Score -1.089215e+07 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250828 members Mstep: Class 2 contains 1572 members Entering Unmasked Estep Score: -10892276.000000 Penalty: 1131.928101 Iteration 23Q: 3 clusters Score -1.089228e+07 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251077 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -10892365.000000 Penalty: 1131.928101 Iteration 24Q: 3 clusters Score -1.089236e+07 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251253 members Mstep: Class 2 contains 1147 members Entering Unmasked Estep Score: -10892432.000000 Penalty: 1131.928101 Iteration 25Q: 3 clusters Score -1.089243e+07 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251390 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -10892460.000000 Penalty: 1131.928101 Iteration 26Q: 3 clusters Score -1.089246e+07 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251492 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -10892451.000000 Penalty: 1131.928101 Iteration 27Q: 3 clusters Score -1.089245e+07 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251565 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -10892463.000000 Penalty: 1131.928101 Iteration 28Q: 3 clusters Score -1.089246e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251616 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -10892490.000000 Penalty: 1131.928101 Iteration 29Q: 3 clusters Score -1.089249e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251663 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -10892495.000000 Penalty: 1131.928101 Iteration 30Q: 3 clusters Score -1.08925e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251706 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -10892492.000000 Penalty: 1131.928101 Iteration 31Q: 3 clusters Score -1.089249e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251737 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -10892498.000000 Penalty: 1131.928101 Iteration 32Q: 3 clusters Score -1.08925e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251767 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -10892484.000000 Penalty: 1131.928101 Iteration 33Q: 3 clusters Score -1.089248e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251799 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -10892487.000000 Penalty: 1131.928101 Iteration 34Q: 3 clusters Score -1.089249e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251829 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -10892504.000000 Penalty: 1131.928101 Iteration 35Q: 3 clusters Score -1.08925e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251852 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -10892507.000000 Penalty: 1131.928101 Iteration 36Q: 3 clusters Score -1.089251e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251864 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -10892515.000000 Penalty: 1131.928101 Iteration 37Q: 3 clusters Score -1.089252e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251875 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -10892523.000000 Penalty: 1131.928101 Iteration 38Q: 3 clusters Score -1.089252e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251887 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -10892523.000000 Penalty: 1131.928101 Iteration 39Q: 3 clusters Score -1.089252e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251892 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -10892526.000000 Penalty: 1131.928101 Iteration 40F: 3 clusters Score -1.089253e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251898 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -10892519.000000 Penalty: 1131.928101 Iteration 41Q: 3 clusters Score -1.089252e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251903 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -10892524.000000 Penalty: 1131.928101 Iteration 42Q: 3 clusters Score -1.089252e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251911 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -10892524.000000 Penalty: 1131.928101 Iteration 43Q: 3 clusters Score -1.089252e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251915 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -10892522.000000 Penalty: 1131.928101 Iteration 44Q: 3 clusters Score -1.089252e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251921 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -10892520.000000 Penalty: 1131.928101 Iteration 45Q: 3 clusters Score -1.089252e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251923 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -10892519.000000 Penalty: 1131.928101 Iteration 46Q: 3 clusters Score -1.089252e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251925 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -10892517.000000 Penalty: 1131.928101 Iteration 47Q: 3 clusters Score -1.089252e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251925 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -10892517.000000 Penalty: 1131.928101 Iteration 48F: 3 clusters Score -1.089252e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (210 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Entering Unmasked Estep Score: -7994.052734 Penalty: 243.293381 Iteration 0F: 2 clusters Score -7994.053 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -7721.814941 Penalty: 486.586761 Iteration 0F: 3 clusters Score -7721.815 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -7771.291504 Penalty: 486.586761 Iteration 1F: 3 clusters Score -7771.292 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -7784.928711 Penalty: 486.586761 Iteration 2Q: 3 clusters Score -7784.929 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -7789.856445 Penalty: 486.586761 Iteration 3Q: 3 clusters Score -7789.856 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -7791.338379 Penalty: 486.586761 Iteration 4Q: 3 clusters Score -7791.338 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -7792.581055 Penalty: 486.586761 Iteration 5Q: 3 clusters Score -7792.581 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -7794.214844 Penalty: 486.586761 Iteration 6Q: 3 clusters Score -7794.215 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -7794.572266 Penalty: 486.586761 Iteration 7Q: 3 clusters Score -7794.572 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -7794.572266 Penalty: 486.586761 Iteration 8F: 3 clusters Score -7794.572 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (1800 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1800 members Entering Unmasked Estep Score: -76456.007812 Penalty: 341.047150 Iteration 0F: 2 clusters Score -76456.01 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -75144.976562 Penalty: 682.094299 Iteration 0F: 3 clusters Score -75144.98 nChanged 735 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -75565.429688 Penalty: 682.094299 Iteration 1F: 3 clusters Score -75565.43 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -75657.242188 Penalty: 682.094299 Iteration 2F: 3 clusters Score -75657.24 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -75733.734375 Penalty: 682.094299 Iteration 3F: 3 clusters Score -75733.73 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -75808.546875 Penalty: 682.094299 Iteration 4F: 3 clusters Score -75808.55 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -75899.156250 Penalty: 682.094299 Iteration 5F: 3 clusters Score -75899.16 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -76006.070312 Penalty: 682.094299 Iteration 6F: 3 clusters Score -76006.07 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 1247 members Entering Unmasked Estep Score: -76119.781250 Penalty: 682.094299 Iteration 7Q: 3 clusters Score -76119.78 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -76215.046875 Penalty: 682.094299 Iteration 8Q: 3 clusters Score -76215.05 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 1245 members Entering Unmasked Estep Score: -76295.859375 Penalty: 682.094299 Iteration 9Q: 3 clusters Score -76295.86 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 1238 members Entering Unmasked Estep Score: -76346.554688 Penalty: 682.094299 Iteration 10Q: 3 clusters Score -76346.55 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -76363.609375 Penalty: 682.094299 Iteration 11Q: 3 clusters Score -76363.61 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 1224 members Entering Unmasked Estep Score: -76367.007812 Penalty: 682.094299 Iteration 12Q: 3 clusters Score -76367.01 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -76371.656250 Penalty: 682.094299 Iteration 13Q: 3 clusters Score -76371.66 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 1205 members Entering Unmasked Estep Score: -76376.679688 Penalty: 682.094299 Iteration 14Q: 3 clusters Score -76376.68 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 1199 members Entering Unmasked Estep Score: -76379.757812 Penalty: 682.094299 Iteration 15Q: 3 clusters Score -76379.76 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 1195 members Entering Unmasked Estep Score: -76380.765625 Penalty: 682.094299 Iteration 16Q: 3 clusters Score -76380.77 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -76381.312500 Penalty: 682.094299 Iteration 17Q: 3 clusters Score -76381.31 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -76381.445312 Penalty: 682.094299 Iteration 18Q: 3 clusters Score -76381.45 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -76381.445312 Penalty: 682.094299 Iteration 19F: 3 clusters Score -76381.45 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (334 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Entering Unmasked Estep Score: -12815.240234 Penalty: 264.406921 Iteration 0F: 2 clusters Score -12815.24 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -12468.888672 Penalty: 528.813843 Iteration 0F: 3 clusters Score -12468.89 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -12600.110352 Penalty: 528.813843 Iteration 1F: 3 clusters Score -12600.11 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -12630.959961 Penalty: 528.813843 Iteration 2F: 3 clusters Score -12630.96 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -12645.496094 Penalty: 528.813843 Iteration 3Q: 3 clusters Score -12645.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -12673.475586 Penalty: 528.813843 Iteration 4Q: 3 clusters Score -12673.48 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -12684.335938 Penalty: 528.813843 Iteration 5Q: 3 clusters Score -12684.34 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -12687.383789 Penalty: 528.813843 Iteration 6Q: 3 clusters Score -12687.38 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -12688.475586 Penalty: 528.813843 Iteration 7Q: 3 clusters Score -12688.48 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -12688.475586 Penalty: 528.813843 Iteration 8F: 3 clusters Score -12688.48 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (7067 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7067 members Entering Unmasked Estep Score: -308531.250000 Penalty: 403.275208 Iteration 0F: 2 clusters Score -308531.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3529 members Mstep: Class 2 contains 3538 members Entering Unmasked Estep Score: -303797.562500 Penalty: 806.550415 Iteration 0F: 3 clusters Score -303797.6 nChanged 3206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3613 members Mstep: Class 2 contains 3454 members Entering Unmasked Estep Score: -305596.875000 Penalty: 806.550415 Iteration 1F: 3 clusters Score -305596.9 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3651 members Mstep: Class 2 contains 3416 members Entering Unmasked Estep Score: -305699.187500 Penalty: 806.550415 Iteration 2Q: 3 clusters Score -305699.2 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3719 members Mstep: Class 2 contains 3348 members Entering Unmasked Estep Score: -305776.312500 Penalty: 806.550415 Iteration 3Q: 3 clusters Score -305776.3 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3788 members Mstep: Class 2 contains 3279 members Entering Unmasked Estep Score: -305841.656250 Penalty: 806.550415 Iteration 4Q: 3 clusters Score -305841.7 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3874 members Mstep: Class 2 contains 3193 members Entering Unmasked Estep Score: -305887.656250 Penalty: 806.550415 Iteration 5Q: 3 clusters Score -305887.7 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3979 members Mstep: Class 2 contains 3088 members Entering Unmasked Estep Score: -305930.343750 Penalty: 806.550415 Iteration 6Q: 3 clusters Score -305930.3 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4102 members Mstep: Class 2 contains 2965 members Entering Unmasked Estep Score: -305972.593750 Penalty: 806.550415 Iteration 7Q: 3 clusters Score -305972.6 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4270 members Mstep: Class 2 contains 2797 members Entering Unmasked Estep Score: -306029.718750 Penalty: 806.550415 Iteration 8Q: 3 clusters Score -306029.7 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4489 members Mstep: Class 2 contains 2578 members Entering Unmasked Estep Score: -306107.156250 Penalty: 806.550415 Iteration 9Q: 3 clusters Score -306107.2 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4758 members Mstep: Class 2 contains 2309 members Entering Unmasked Estep Score: -306229.968750 Penalty: 806.550415 Iteration 10Q: 3 clusters Score -306230 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5092 members Mstep: Class 2 contains 1975 members Entering Unmasked Estep Score: -306415.656250 Penalty: 806.550415 Iteration 11Q: 3 clusters Score -306415.7 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5494 members Mstep: Class 2 contains 1573 members Entering Unmasked Estep Score: -306705.500000 Penalty: 806.550415 Iteration 12F: 3 clusters Score -306705.5 nChanged 469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5963 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -307107.031250 Penalty: 806.550415 Iteration 13F: 3 clusters Score -307107 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6392 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -307525.187500 Penalty: 806.550415 Iteration 14F: 3 clusters Score -307525.2 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6704 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -307841.500000 Penalty: 806.550415 Iteration 15Q: 3 clusters Score -307841.5 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6878 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -308008.156250 Penalty: 806.550415 Iteration 16Q: 3 clusters Score -308008.2 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6973 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -308110.718750 Penalty: 806.550415 Iteration 17Q: 3 clusters Score -308110.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7008 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -308154.000000 Penalty: 806.550415 Iteration 18Q: 3 clusters Score -308154 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7019 members Mstep: Class 2 contains 48 members Entering Unmasked Estep Score: -308179.687500 Penalty: 806.550415 Iteration 19Q: 3 clusters Score -308179.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7020 members Mstep: Class 2 contains 47 members Entering Unmasked Estep Score: -308183.031250 Penalty: 806.550415 Iteration 20F: 3 clusters Score -308183 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (5749 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5749 members Entering Unmasked Estep Score: -269269.093750 Penalty: 393.883545 Iteration 0F: 2 clusters Score -269269.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2923 members Mstep: Class 2 contains 2826 members Entering Unmasked Estep Score: -265395.156250 Penalty: 787.767090 Iteration 0F: 3 clusters Score -265395.2 nChanged 2616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3215 members Mstep: Class 2 contains 2534 members Entering Unmasked Estep Score: -266954.125000 Penalty: 787.767090 Iteration 1F: 3 clusters Score -266954.1 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3450 members Mstep: Class 2 contains 2299 members Entering Unmasked Estep Score: -267268.031250 Penalty: 787.767090 Iteration 2F: 3 clusters Score -267268 nChanged 456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3730 members Mstep: Class 2 contains 2019 members Entering Unmasked Estep Score: -267650.812500 Penalty: 787.767090 Iteration 3F: 3 clusters Score -267650.8 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3976 members Mstep: Class 2 contains 1773 members Entering Unmasked Estep Score: -268006.937500 Penalty: 787.767090 Iteration 4F: 3 clusters Score -268006.9 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4163 members Mstep: Class 2 contains 1586 members Entering Unmasked Estep Score: -268301.500000 Penalty: 787.767090 Iteration 5F: 3 clusters Score -268301.5 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4265 members Mstep: Class 2 contains 1484 members Entering Unmasked Estep Score: -268497.562500 Penalty: 787.767090 Iteration 6Q: 3 clusters Score -268497.6 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4321 members Mstep: Class 2 contains 1428 members Entering Unmasked Estep Score: -268587.968750 Penalty: 787.767090 Iteration 7Q: 3 clusters Score -268588 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4361 members Mstep: Class 2 contains 1388 members Entering Unmasked Estep Score: -268631.218750 Penalty: 787.767090 Iteration 8Q: 3 clusters Score -268631.2 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4398 members Mstep: Class 2 contains 1351 members Entering Unmasked Estep Score: -268660.906250 Penalty: 787.767090 Iteration 9Q: 3 clusters Score -268660.9 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4427 members Mstep: Class 2 contains 1322 members Entering Unmasked Estep Score: -268688.187500 Penalty: 787.767090 Iteration 10Q: 3 clusters Score -268688.2 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4454 members Mstep: Class 2 contains 1295 members Entering Unmasked Estep Score: -268705.406250 Penalty: 787.767090 Iteration 11Q: 3 clusters Score -268705.4 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4475 members Mstep: Class 2 contains 1274 members Entering Unmasked Estep Score: -268719.375000 Penalty: 787.767090 Iteration 12Q: 3 clusters Score -268719.4 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4504 members Mstep: Class 2 contains 1245 members Entering Unmasked Estep Score: -268732.781250 Penalty: 787.767090 Iteration 13Q: 3 clusters Score -268732.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4527 members Mstep: Class 2 contains 1222 members Entering Unmasked Estep Score: -268740.500000 Penalty: 787.767090 Iteration 14Q: 3 clusters Score -268740.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4543 members Mstep: Class 2 contains 1206 members Entering Unmasked Estep Score: -268746.156250 Penalty: 787.767090 Iteration 15Q: 3 clusters Score -268746.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4557 members Mstep: Class 2 contains 1192 members Entering Unmasked Estep Score: -268751.593750 Penalty: 787.767090 Iteration 16Q: 3 clusters Score -268751.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4572 members Mstep: Class 2 contains 1177 members Entering Unmasked Estep Score: -268754.906250 Penalty: 787.767090 Iteration 17Q: 3 clusters Score -268754.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4589 members Mstep: Class 2 contains 1160 members Entering Unmasked Estep Score: -268761.625000 Penalty: 787.767090 Iteration 18Q: 3 clusters Score -268761.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4608 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -268767.625000 Penalty: 787.767090 Iteration 19Q: 3 clusters Score -268767.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4624 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -268771.625000 Penalty: 787.767090 Iteration 20F: 3 clusters Score -268771.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4637 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -268774.781250 Penalty: 787.767090 Iteration 21Q: 3 clusters Score -268774.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4648 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -268775.625000 Penalty: 787.767090 Iteration 22Q: 3 clusters Score -268775.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4656 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -268776.218750 Penalty: 787.767090 Iteration 23Q: 3 clusters Score -268776.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4661 members Mstep: Class 2 contains 1088 members Entering Unmasked Estep Score: -268777.093750 Penalty: 787.767090 Iteration 24Q: 3 clusters Score -268777.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4666 members Mstep: Class 2 contains 1083 members Entering Unmasked Estep Score: -268777.312500 Penalty: 787.767090 Iteration 25Q: 3 clusters Score -268777.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4671 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -268777.843750 Penalty: 787.767090 Iteration 26Q: 3 clusters Score -268777.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4675 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -268778.156250 Penalty: 787.767090 Iteration 27Q: 3 clusters Score -268778.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4681 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -268778.843750 Penalty: 787.767090 Iteration 28Q: 3 clusters Score -268778.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4688 members Mstep: Class 2 contains 1061 members Entering Unmasked Estep Score: -268779.656250 Penalty: 787.767090 Iteration 29Q: 3 clusters Score -268779.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4697 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -268781.843750 Penalty: 787.767090 Iteration 30Q: 3 clusters Score -268781.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4707 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -268783.843750 Penalty: 787.767090 Iteration 31Q: 3 clusters Score -268783.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4717 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -268785.500000 Penalty: 787.767090 Iteration 32Q: 3 clusters Score -268785.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4726 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -268788.093750 Penalty: 787.767090 Iteration 33Q: 3 clusters Score -268788.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4732 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -268788.750000 Penalty: 787.767090 Iteration 34Q: 3 clusters Score -268788.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4736 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -268789.562500 Penalty: 787.767090 Iteration 35Q: 3 clusters Score -268789.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4740 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -268790.093750 Penalty: 787.767090 Iteration 36Q: 3 clusters Score -268790.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4741 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -268790.156250 Penalty: 787.767090 Iteration 37Q: 3 clusters Score -268790.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4741 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -268790.875000 Penalty: 787.767090 Iteration 38Q: 3 clusters Score -268790.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4741 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -268790.875000 Penalty: 787.767090 Iteration 39F: 3 clusters Score -268790.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (23490 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23490 members Entering Unmasked Estep Score: -980534.125000 Penalty: 457.927032 Iteration 0F: 2 clusters Score -980534.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11750 members Mstep: Class 2 contains 11740 members Entering Unmasked Estep Score: -964963.062500 Penalty: 915.854065 Iteration 0F: 3 clusters Score -964963.1 nChanged 11185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11645 members Mstep: Class 2 contains 11845 members Entering Unmasked Estep Score: -971318.750000 Penalty: 915.854065 Iteration 1F: 3 clusters Score -971318.8 nChanged 984 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11615 members Mstep: Class 2 contains 11875 members Entering Unmasked Estep Score: -971692.500000 Penalty: 915.854065 Iteration 2Q: 3 clusters Score -971692.5 nChanged 1078 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11613 members Mstep: Class 2 contains 11877 members Entering Unmasked Estep Score: -972166.312500 Penalty: 915.854065 Iteration 3Q: 3 clusters Score -972166.3 nChanged 1235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11696 members Mstep: Class 2 contains 11794 members Entering Unmasked Estep Score: -972874.625000 Penalty: 915.854065 Iteration 4F: 3 clusters Score -972874.6 nChanged 1388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11774 members Mstep: Class 2 contains 11716 members Entering Unmasked Estep Score: -973924.812500 Penalty: 915.854065 Iteration 5F: 3 clusters Score -973924.8 nChanged 1510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11830 members Mstep: Class 2 contains 11660 members Entering Unmasked Estep Score: -975096.375000 Penalty: 915.854065 Iteration 6F: 3 clusters Score -975096.4 nChanged 1347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11833 members Mstep: Class 2 contains 11657 members Entering Unmasked Estep Score: -975826.500000 Penalty: 915.854065 Iteration 7F: 3 clusters Score -975826.5 nChanged 908 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11895 members Mstep: Class 2 contains 11595 members Entering Unmasked Estep Score: -976098.187500 Penalty: 915.854065 Iteration 8Q: 3 clusters Score -976098.2 nChanged 468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11931 members Mstep: Class 2 contains 11559 members Entering Unmasked Estep Score: -976209.750000 Penalty: 915.854065 Iteration 9Q: 3 clusters Score -976209.8 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11971 members Mstep: Class 2 contains 11519 members Entering Unmasked Estep Score: -976300.375000 Penalty: 915.854065 Iteration 10Q: 3 clusters Score -976300.4 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12025 members Mstep: Class 2 contains 11465 members Entering Unmasked Estep Score: -976407.687500 Penalty: 915.854065 Iteration 11Q: 3 clusters Score -976407.7 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12102 members Mstep: Class 2 contains 11388 members Entering Unmasked Estep Score: -976514.937500 Penalty: 915.854065 Iteration 12Q: 3 clusters Score -976514.9 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12201 members Mstep: Class 2 contains 11289 members Entering Unmasked Estep Score: -976642.937500 Penalty: 915.854065 Iteration 13Q: 3 clusters Score -976642.9 nChanged 432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12337 members Mstep: Class 2 contains 11153 members Entering Unmasked Estep Score: -976793.812500 Penalty: 915.854065 Iteration 14Q: 3 clusters Score -976793.8 nChanged 451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12490 members Mstep: Class 2 contains 11000 members Entering Unmasked Estep Score: -976956.437500 Penalty: 915.854065 Iteration 15Q: 3 clusters Score -976956.4 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12673 members Mstep: Class 2 contains 10817 members Entering Unmasked Estep Score: -977148.437500 Penalty: 915.854065 Iteration 16Q: 3 clusters Score -977148.4 nChanged 507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12908 members Mstep: Class 2 contains 10582 members Entering Unmasked Estep Score: -977369.812500 Penalty: 915.854065 Iteration 17Q: 3 clusters Score -977369.8 nChanged 534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13226 members Mstep: Class 2 contains 10264 members Entering Unmasked Estep Score: -977610.187500 Penalty: 915.854065 Iteration 18Q: 3 clusters Score -977610.2 nChanged 517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13531 members Mstep: Class 2 contains 9959 members Entering Unmasked Estep Score: -977837.562500 Penalty: 915.854065 Iteration 19Q: 3 clusters Score -977837.6 nChanged 494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13851 members Mstep: Class 2 contains 9639 members Entering Unmasked Estep Score: -978066.875000 Penalty: 915.854065 Iteration 20F: 3 clusters Score -978066.9 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14201 members Mstep: Class 2 contains 9289 members Entering Unmasked Estep Score: -978318.812500 Penalty: 915.854065 Iteration 21Q: 3 clusters Score -978318.8 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14539 members Mstep: Class 2 contains 8951 members Entering Unmasked Estep Score: -978550.000000 Penalty: 915.854065 Iteration 22Q: 3 clusters Score -978550 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14879 members Mstep: Class 2 contains 8611 members Entering Unmasked Estep Score: -978781.437500 Penalty: 915.854065 Iteration 23Q: 3 clusters Score -978781.4 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15238 members Mstep: Class 2 contains 8252 members Entering Unmasked Estep Score: -979035.312500 Penalty: 915.854065 Iteration 24Q: 3 clusters Score -979035.3 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15617 members Mstep: Class 2 contains 7873 members Entering Unmasked Estep Score: -979283.437500 Penalty: 915.854065 Iteration 25Q: 3 clusters Score -979283.4 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15975 members Mstep: Class 2 contains 7515 members Entering Unmasked Estep Score: -979472.687500 Penalty: 915.854065 Iteration 26Q: 3 clusters Score -979472.7 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16261 members Mstep: Class 2 contains 7229 members Entering Unmasked Estep Score: -979612.125000 Penalty: 915.854065 Iteration 27Q: 3 clusters Score -979612.1 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16499 members Mstep: Class 2 contains 6991 members Entering Unmasked Estep Score: -979703.250000 Penalty: 915.854065 Iteration 28Q: 3 clusters Score -979703.2 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16712 members Mstep: Class 2 contains 6778 members Entering Unmasked Estep Score: -979764.500000 Penalty: 915.854065 Iteration 29Q: 3 clusters Score -979764.5 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16918 members Mstep: Class 2 contains 6572 members Entering Unmasked Estep Score: -979812.687500 Penalty: 915.854065 Iteration 30Q: 3 clusters Score -979812.7 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17100 members Mstep: Class 2 contains 6390 members Entering Unmasked Estep Score: -979853.312500 Penalty: 915.854065 Iteration 31Q: 3 clusters Score -979853.3 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17273 members Mstep: Class 2 contains 6217 members Entering Unmasked Estep Score: -979894.687500 Penalty: 915.854065 Iteration 32Q: 3 clusters Score -979894.7 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17448 members Mstep: Class 2 contains 6042 members Entering Unmasked Estep Score: -979928.000000 Penalty: 915.854065 Iteration 33Q: 3 clusters Score -979928 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17619 members Mstep: Class 2 contains 5871 members Entering Unmasked Estep Score: -979962.000000 Penalty: 915.854065 Iteration 34Q: 3 clusters Score -979962 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17758 members Mstep: Class 2 contains 5732 members Entering Unmasked Estep Score: -979986.437500 Penalty: 915.854065 Iteration 35Q: 3 clusters Score -979986.4 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17890 members Mstep: Class 2 contains 5600 members Entering Unmasked Estep Score: -980004.750000 Penalty: 915.854065 Iteration 36Q: 3 clusters Score -980004.8 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17998 members Mstep: Class 2 contains 5492 members Entering Unmasked Estep Score: -980017.000000 Penalty: 915.854065 Iteration 37Q: 3 clusters Score -980017 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18095 members Mstep: Class 2 contains 5395 members Entering Unmasked Estep Score: -980032.187500 Penalty: 915.854065 Iteration 38Q: 3 clusters Score -980032.2 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18185 members Mstep: Class 2 contains 5305 members Entering Unmasked Estep Score: -980044.625000 Penalty: 915.854065 Iteration 39Q: 3 clusters Score -980044.6 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18262 members Mstep: Class 2 contains 5228 members Entering Unmasked Estep Score: -980057.375000 Penalty: 915.854065 Iteration 40F: 3 clusters Score -980057.4 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18339 members Mstep: Class 2 contains 5151 members Entering Unmasked Estep Score: -980067.875000 Penalty: 915.854065 Iteration 41Q: 3 clusters Score -980067.9 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18424 members Mstep: Class 2 contains 5066 members Entering Unmasked Estep Score: -980076.937500 Penalty: 915.854065 Iteration 42Q: 3 clusters Score -980076.9 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18506 members Mstep: Class 2 contains 4984 members Entering Unmasked Estep Score: -980085.312500 Penalty: 915.854065 Iteration 43Q: 3 clusters Score -980085.3 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18582 members Mstep: Class 2 contains 4908 members Entering Unmasked Estep Score: -980099.687500 Penalty: 915.854065 Iteration 44Q: 3 clusters Score -980099.7 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18661 members Mstep: Class 2 contains 4829 members Entering Unmasked Estep Score: -980108.625000 Penalty: 915.854065 Iteration 45Q: 3 clusters Score -980108.6 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18744 members Mstep: Class 2 contains 4746 members Entering Unmasked Estep Score: -980121.125000 Penalty: 915.854065 Iteration 46Q: 3 clusters Score -980121.1 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18827 members Mstep: Class 2 contains 4663 members Entering Unmasked Estep Score: -980127.437500 Penalty: 915.854065 Iteration 47Q: 3 clusters Score -980127.4 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18901 members Mstep: Class 2 contains 4589 members Entering Unmasked Estep Score: -980136.500000 Penalty: 915.854065 Iteration 48Q: 3 clusters Score -980136.5 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18969 members Mstep: Class 2 contains 4521 members Entering Unmasked Estep Score: -980143.062500 Penalty: 915.854065 Iteration 49Q: 3 clusters Score -980143.1 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19032 members Mstep: Class 2 contains 4458 members Entering Unmasked Estep Score: -980146.312500 Penalty: 915.854065 Iteration 50Q: 3 clusters Score -980146.3 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19096 members Mstep: Class 2 contains 4394 members Entering Unmasked Estep Score: -980150.125000 Penalty: 915.854065 Iteration 51Q: 3 clusters Score -980150.1 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19160 members Mstep: Class 2 contains 4330 members Entering Unmasked Estep Score: -980161.125000 Penalty: 915.854065 Iteration 52Q: 3 clusters Score -980161.1 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19233 members Mstep: Class 2 contains 4257 members Entering Unmasked Estep Score: -980169.437500 Penalty: 915.854065 Iteration 53Q: 3 clusters Score -980169.4 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19309 members Mstep: Class 2 contains 4181 members Entering Unmasked Estep Score: -980180.062500 Penalty: 915.854065 Iteration 54Q: 3 clusters Score -980180.1 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19375 members Mstep: Class 2 contains 4115 members Entering Unmasked Estep Score: -980188.000000 Penalty: 915.854065 Iteration 55Q: 3 clusters Score -980188 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19440 members Mstep: Class 2 contains 4050 members Entering Unmasked Estep Score: -980198.812500 Penalty: 915.854065 Iteration 56Q: 3 clusters Score -980198.8 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19502 members Mstep: Class 2 contains 3988 members Entering Unmasked Estep Score: -980205.625000 Penalty: 915.854065 Iteration 57Q: 3 clusters Score -980205.6 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19553 members Mstep: Class 2 contains 3937 members Entering Unmasked Estep Score: -980210.375000 Penalty: 915.854065 Iteration 58Q: 3 clusters Score -980210.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19591 members Mstep: Class 2 contains 3899 members Entering Unmasked Estep Score: -980213.125000 Penalty: 915.854065 Iteration 59Q: 3 clusters Score -980213.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19632 members Mstep: Class 2 contains 3858 members Entering Unmasked Estep Score: -980214.875000 Penalty: 915.854065 Iteration 60F: 3 clusters Score -980214.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19667 members Mstep: Class 2 contains 3823 members Entering Unmasked Estep Score: -980218.625000 Penalty: 915.854065 Iteration 61Q: 3 clusters Score -980218.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19700 members Mstep: Class 2 contains 3790 members Entering Unmasked Estep Score: -980220.375000 Penalty: 915.854065 Iteration 62Q: 3 clusters Score -980220.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19730 members Mstep: Class 2 contains 3760 members Entering Unmasked Estep Score: -980223.375000 Penalty: 915.854065 Iteration 63Q: 3 clusters Score -980223.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19764 members Mstep: Class 2 contains 3726 members Entering Unmasked Estep Score: -980224.625000 Penalty: 915.854065 Iteration 64Q: 3 clusters Score -980224.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19795 members Mstep: Class 2 contains 3695 members Entering Unmasked Estep Score: -980227.812500 Penalty: 915.854065 Iteration 65Q: 3 clusters Score -980227.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19826 members Mstep: Class 2 contains 3664 members Entering Unmasked Estep Score: -980232.062500 Penalty: 915.854065 Iteration 66Q: 3 clusters Score -980232.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19855 members Mstep: Class 2 contains 3635 members Entering Unmasked Estep Score: -980233.875000 Penalty: 915.854065 Iteration 67Q: 3 clusters Score -980233.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19882 members Mstep: Class 2 contains 3608 members Entering Unmasked Estep Score: -980235.812500 Penalty: 915.854065 Iteration 68Q: 3 clusters Score -980235.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19902 members Mstep: Class 2 contains 3588 members Entering Unmasked Estep Score: -980236.437500 Penalty: 915.854065 Iteration 69Q: 3 clusters Score -980236.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19914 members Mstep: Class 2 contains 3576 members Entering Unmasked Estep Score: -980240.812500 Penalty: 915.854065 Iteration 70Q: 3 clusters Score -980240.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19929 members Mstep: Class 2 contains 3561 members Entering Unmasked Estep Score: -980240.250000 Penalty: 915.854065 Iteration 71Q: 3 clusters Score -980240.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19944 members Mstep: Class 2 contains 3546 members Entering Unmasked Estep Score: -980243.437500 Penalty: 915.854065 Iteration 72Q: 3 clusters Score -980243.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19953 members Mstep: Class 2 contains 3537 members Entering Unmasked Estep Score: -980241.375000 Penalty: 915.854065 Iteration 73Q: 3 clusters Score -980241.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19959 members Mstep: Class 2 contains 3531 members Entering Unmasked Estep Score: -980240.625000 Penalty: 915.854065 Iteration 74Q: 3 clusters Score -980240.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19965 members Mstep: Class 2 contains 3525 members Entering Unmasked Estep Score: -980241.125000 Penalty: 915.854065 Iteration 75Q: 3 clusters Score -980241.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19973 members Mstep: Class 2 contains 3517 members Entering Unmasked Estep Score: -980242.187500 Penalty: 915.854065 Iteration 76Q: 3 clusters Score -980242.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19984 members Mstep: Class 2 contains 3506 members Entering Unmasked Estep Score: -980242.437500 Penalty: 915.854065 Iteration 77Q: 3 clusters Score -980242.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19994 members Mstep: Class 2 contains 3496 members Entering Unmasked Estep Score: -980242.750000 Penalty: 915.854065 Iteration 78Q: 3 clusters Score -980242.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20002 members Mstep: Class 2 contains 3488 members Entering Unmasked Estep Score: -980245.312500 Penalty: 915.854065 Iteration 79Q: 3 clusters Score -980245.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20016 members Mstep: Class 2 contains 3474 members Entering Unmasked Estep Score: -980247.125000 Penalty: 915.854065 Iteration 80F: 3 clusters Score -980247.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20027 members Mstep: Class 2 contains 3463 members Entering Unmasked Estep Score: -980248.125000 Penalty: 915.854065 Iteration 81Q: 3 clusters Score -980248.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20034 members Mstep: Class 2 contains 3456 members Entering Unmasked Estep Score: -980248.625000 Penalty: 915.854065 Iteration 82Q: 3 clusters Score -980248.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20038 members Mstep: Class 2 contains 3452 members Entering Unmasked Estep Score: -980248.500000 Penalty: 915.854065 Iteration 83Q: 3 clusters Score -980248.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20037 members Mstep: Class 2 contains 3453 members Entering Unmasked Estep Score: -980248.750000 Penalty: 915.854065 Iteration 84Q: 3 clusters Score -980248.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20038 members Mstep: Class 2 contains 3452 members Entering Unmasked Estep Score: -980248.687500 Penalty: 915.854065 Iteration 85Q: 3 clusters Score -980248.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20039 members Mstep: Class 2 contains 3451 members Entering Unmasked Estep Score: -980248.812500 Penalty: 915.854065 Iteration 86Q: 3 clusters Score -980248.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20041 members Mstep: Class 2 contains 3449 members Entering Unmasked Estep Score: -980246.437500 Penalty: 915.854065 Iteration 87Q: 3 clusters Score -980246.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20043 members Mstep: Class 2 contains 3447 members Entering Unmasked Estep Score: -980247.187500 Penalty: 915.854065 Iteration 88Q: 3 clusters Score -980247.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20044 members Mstep: Class 2 contains 3446 members Entering Unmasked Estep Score: -980247.125000 Penalty: 915.854065 Iteration 89Q: 3 clusters Score -980247.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20044 members Mstep: Class 2 contains 3446 members Entering Unmasked Estep Score: -980247.125000 Penalty: 915.854065 Iteration 90F: 3 clusters Score -980247.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (30622 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30622 members Entering Unmasked Estep Score: -1352905.000000 Penalty: 469.991089 Iteration 0F: 2 clusters Score -1352905 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15380 members Mstep: Class 2 contains 15242 members Entering Unmasked Estep Score: -1332387.625000 Penalty: 939.982178 Iteration 0F: 3 clusters Score -1332388 nChanged 14593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18007 members Mstep: Class 2 contains 12615 members Entering Unmasked Estep Score: -1341751.750000 Penalty: 939.982178 Iteration 1F: 3 clusters Score -1341752 nChanged 1922 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19429 members Mstep: Class 2 contains 11193 members Entering Unmasked Estep Score: -1342689.750000 Penalty: 939.982178 Iteration 2F: 3 clusters Score -1342690 nChanged 2122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21177 members Mstep: Class 2 contains 9445 members Entering Unmasked Estep Score: -1343938.250000 Penalty: 939.982178 Iteration 3F: 3 clusters Score -1343938 nChanged 2237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23186 members Mstep: Class 2 contains 7436 members Entering Unmasked Estep Score: -1345482.625000 Penalty: 939.982178 Iteration 4F: 3 clusters Score -1345483 nChanged 2085 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25213 members Mstep: Class 2 contains 5409 members Entering Unmasked Estep Score: -1347162.875000 Penalty: 939.982178 Iteration 5F: 3 clusters Score -1347163 nChanged 1965 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27160 members Mstep: Class 2 contains 3462 members Entering Unmasked Estep Score: -1348921.000000 Penalty: 939.982178 Iteration 6F: 3 clusters Score -1348921 nChanged 1529 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28689 members Mstep: Class 2 contains 1933 members Entering Unmasked Estep Score: -1350428.125000 Penalty: 939.982178 Iteration 7Q: 3 clusters Score -1350428 nChanged 1064 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29751 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -1351574.625000 Penalty: 939.982178 Iteration 8Q: 3 clusters Score -1351575 nChanged 542 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30293 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -1352138.000000 Penalty: 939.982178 Iteration 9Q: 3 clusters Score -1352138 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30511 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -1352370.375000 Penalty: 939.982178 Iteration 10Q: 3 clusters Score -1352370 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30572 members Mstep: Class 2 contains 50 members Entering Unmasked Estep Score: -1352446.250000 Penalty: 939.982178 Iteration 11Q: 3 clusters Score -1352446 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30581 members Mstep: Class 2 contains 41 members Entering Unmasked Estep Score: -1352460.500000 Penalty: 939.982178 Iteration 12Q: 3 clusters Score -1352460 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30585 members Mstep: Class 2 contains 37 members Entering Unmasked Estep Score: -1352470.250000 Penalty: 939.982178 Iteration 13Q: 3 clusters Score -1352470 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30587 members Mstep: Class 2 contains 35 members Entering Unmasked Estep Score: -1352480.250000 Penalty: 939.982178 Iteration 14Q: 3 clusters Score -1352480 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30587 members Mstep: Class 2 contains 35 members Entering Unmasked Estep Score: -1352485.250000 Penalty: 939.982178 Iteration 15Q: 3 clusters Score -1352485 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30587 members Mstep: Class 2 contains 35 members Entering Unmasked Estep Score: -1352485.250000 Penalty: 939.982178 Iteration 16F: 3 clusters Score -1352485 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (15437 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15437 members Entering Unmasked Estep Score: -728046.562500 Penalty: 438.825775 Iteration 0F: 2 clusters Score -728046.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7691 members Mstep: Class 2 contains 7746 members Entering Unmasked Estep Score: -717744.375000 Penalty: 877.651550 Iteration 0F: 3 clusters Score -717744.4 nChanged 7230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7901 members Mstep: Class 2 contains 7536 members Entering Unmasked Estep Score: -721802.875000 Penalty: 877.651550 Iteration 1F: 3 clusters Score -721802.9 nChanged 705 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8064 members Mstep: Class 2 contains 7373 members Entering Unmasked Estep Score: -721985.750000 Penalty: 877.651550 Iteration 2Q: 3 clusters Score -721985.8 nChanged 608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8214 members Mstep: Class 2 contains 7223 members Entering Unmasked Estep Score: -722185.062500 Penalty: 877.651550 Iteration 3Q: 3 clusters Score -722185.1 nChanged 635 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8357 members Mstep: Class 2 contains 7080 members Entering Unmasked Estep Score: -722486.562500 Penalty: 877.651550 Iteration 4Q: 3 clusters Score -722486.6 nChanged 794 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8507 members Mstep: Class 2 contains 6930 members Entering Unmasked Estep Score: -722990.375000 Penalty: 877.651550 Iteration 5F: 3 clusters Score -722990.4 nChanged 898 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8597 members Mstep: Class 2 contains 6840 members Entering Unmasked Estep Score: -723693.000000 Penalty: 877.651550 Iteration 6F: 3 clusters Score -723693 nChanged 976 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8617 members Mstep: Class 2 contains 6820 members Entering Unmasked Estep Score: -724470.125000 Penalty: 877.651550 Iteration 7F: 3 clusters Score -724470.1 nChanged 886 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8603 members Mstep: Class 2 contains 6834 members Entering Unmasked Estep Score: -724985.687500 Penalty: 877.651550 Iteration 8F: 3 clusters Score -724985.7 nChanged 620 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8589 members Mstep: Class 2 contains 6848 members Entering Unmasked Estep Score: -725208.062500 Penalty: 877.651550 Iteration 9Q: 3 clusters Score -725208.1 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8601 members Mstep: Class 2 contains 6836 members Entering Unmasked Estep Score: -725303.812500 Penalty: 877.651550 Iteration 10Q: 3 clusters Score -725303.8 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8604 members Mstep: Class 2 contains 6833 members Entering Unmasked Estep Score: -725377.437500 Penalty: 877.651550 Iteration 11Q: 3 clusters Score -725377.4 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8612 members Mstep: Class 2 contains 6825 members Entering Unmasked Estep Score: -725434.375000 Penalty: 877.651550 Iteration 12Q: 3 clusters Score -725434.4 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8611 members Mstep: Class 2 contains 6826 members Entering Unmasked Estep Score: -725500.937500 Penalty: 877.651550 Iteration 13Q: 3 clusters Score -725500.9 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8621 members Mstep: Class 2 contains 6816 members Entering Unmasked Estep Score: -725569.250000 Penalty: 877.651550 Iteration 14Q: 3 clusters Score -725569.2 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8606 members Mstep: Class 2 contains 6831 members Entering Unmasked Estep Score: -725628.250000 Penalty: 877.651550 Iteration 15Q: 3 clusters Score -725628.2 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8571 members Mstep: Class 2 contains 6866 members Entering Unmasked Estep Score: -725681.125000 Penalty: 877.651550 Iteration 16Q: 3 clusters Score -725681.1 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8544 members Mstep: Class 2 contains 6893 members Entering Unmasked Estep Score: -725730.687500 Penalty: 877.651550 Iteration 17Q: 3 clusters Score -725730.7 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8526 members Mstep: Class 2 contains 6911 members Entering Unmasked Estep Score: -725779.062500 Penalty: 877.651550 Iteration 18Q: 3 clusters Score -725779.1 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8537 members Mstep: Class 2 contains 6900 members Entering Unmasked Estep Score: -725839.312500 Penalty: 877.651550 Iteration 19Q: 3 clusters Score -725839.3 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8556 members Mstep: Class 2 contains 6881 members Entering Unmasked Estep Score: -725886.250000 Penalty: 877.651550 Iteration 20F: 3 clusters Score -725886.2 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8565 members Mstep: Class 2 contains 6872 members Entering Unmasked Estep Score: -725930.375000 Penalty: 877.651550 Iteration 21Q: 3 clusters Score -725930.4 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8557 members Mstep: Class 2 contains 6880 members Entering Unmasked Estep Score: -725970.000000 Penalty: 877.651550 Iteration 22Q: 3 clusters Score -725970 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8543 members Mstep: Class 2 contains 6894 members Entering Unmasked Estep Score: -726006.000000 Penalty: 877.651550 Iteration 23Q: 3 clusters Score -726006 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8536 members Mstep: Class 2 contains 6901 members Entering Unmasked Estep Score: -726039.812500 Penalty: 877.651550 Iteration 24Q: 3 clusters Score -726039.8 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8512 members Mstep: Class 2 contains 6925 members Entering Unmasked Estep Score: -726075.875000 Penalty: 877.651550 Iteration 25Q: 3 clusters Score -726075.9 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8475 members Mstep: Class 2 contains 6962 members Entering Unmasked Estep Score: -726113.437500 Penalty: 877.651550 Iteration 26Q: 3 clusters Score -726113.4 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8449 members Mstep: Class 2 contains 6988 members Entering Unmasked Estep Score: -726148.125000 Penalty: 877.651550 Iteration 27Q: 3 clusters Score -726148.1 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8422 members Mstep: Class 2 contains 7015 members Entering Unmasked Estep Score: -726184.562500 Penalty: 877.651550 Iteration 28Q: 3 clusters Score -726184.6 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8410 members Mstep: Class 2 contains 7027 members Entering Unmasked Estep Score: -726219.500000 Penalty: 877.651550 Iteration 29Q: 3 clusters Score -726219.5 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8395 members Mstep: Class 2 contains 7042 members Entering Unmasked Estep Score: -726254.937500 Penalty: 877.651550 Iteration 30Q: 3 clusters Score -726254.9 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8359 members Mstep: Class 2 contains 7078 members Entering Unmasked Estep Score: -726286.750000 Penalty: 877.651550 Iteration 31Q: 3 clusters Score -726286.8 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8319 members Mstep: Class 2 contains 7118 members Entering Unmasked Estep Score: -726309.750000 Penalty: 877.651550 Iteration 32Q: 3 clusters Score -726309.8 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8290 members Mstep: Class 2 contains 7147 members Entering Unmasked Estep Score: -726326.312500 Penalty: 877.651550 Iteration 33Q: 3 clusters Score -726326.3 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8268 members Mstep: Class 2 contains 7169 members Entering Unmasked Estep Score: -726344.250000 Penalty: 877.651550 Iteration 34Q: 3 clusters Score -726344.2 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8256 members Mstep: Class 2 contains 7181 members Entering Unmasked Estep Score: -726353.687500 Penalty: 877.651550 Iteration 35Q: 3 clusters Score -726353.7 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8247 members Mstep: Class 2 contains 7190 members Entering Unmasked Estep Score: -726371.375000 Penalty: 877.651550 Iteration 36Q: 3 clusters Score -726371.4 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8249 members Mstep: Class 2 contains 7188 members Entering Unmasked Estep Score: -726389.375000 Penalty: 877.651550 Iteration 37Q: 3 clusters Score -726389.4 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8235 members Mstep: Class 2 contains 7202 members Entering Unmasked Estep Score: -726404.375000 Penalty: 877.651550 Iteration 38Q: 3 clusters Score -726404.4 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8214 members Mstep: Class 2 contains 7223 members Entering Unmasked Estep Score: -726414.500000 Penalty: 877.651550 Iteration 39Q: 3 clusters Score -726414.5 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8191 members Mstep: Class 2 contains 7246 members Entering Unmasked Estep Score: -726421.000000 Penalty: 877.651550 Iteration 40F: 3 clusters Score -726421 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8157 members Mstep: Class 2 contains 7280 members Entering Unmasked Estep Score: -726433.250000 Penalty: 877.651550 Iteration 41Q: 3 clusters Score -726433.2 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8124 members Mstep: Class 2 contains 7313 members Entering Unmasked Estep Score: -726448.062500 Penalty: 877.651550 Iteration 42Q: 3 clusters Score -726448.1 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8097 members Mstep: Class 2 contains 7340 members Entering Unmasked Estep Score: -726459.687500 Penalty: 877.651550 Iteration 43Q: 3 clusters Score -726459.7 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8067 members Mstep: Class 2 contains 7370 members Entering Unmasked Estep Score: -726469.062500 Penalty: 877.651550 Iteration 44Q: 3 clusters Score -726469.1 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8023 members Mstep: Class 2 contains 7414 members Entering Unmasked Estep Score: -726480.125000 Penalty: 877.651550 Iteration 45Q: 3 clusters Score -726480.1 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8002 members Mstep: Class 2 contains 7435 members Entering Unmasked Estep Score: -726485.375000 Penalty: 877.651550 Iteration 46Q: 3 clusters Score -726485.4 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7985 members Mstep: Class 2 contains 7452 members Entering Unmasked Estep Score: -726489.812500 Penalty: 877.651550 Iteration 47Q: 3 clusters Score -726489.8 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7974 members Mstep: Class 2 contains 7463 members Entering Unmasked Estep Score: -726491.687500 Penalty: 877.651550 Iteration 48Q: 3 clusters Score -726491.7 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7965 members Mstep: Class 2 contains 7472 members Entering Unmasked Estep Score: -726501.125000 Penalty: 877.651550 Iteration 49Q: 3 clusters Score -726501.1 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7954 members Mstep: Class 2 contains 7483 members Entering Unmasked Estep Score: -726504.750000 Penalty: 877.651550 Iteration 50Q: 3 clusters Score -726504.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7946 members Mstep: Class 2 contains 7491 members Entering Unmasked Estep Score: -726504.812500 Penalty: 877.651550 Iteration 51Q: 3 clusters Score -726504.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7942 members Mstep: Class 2 contains 7495 members Entering Unmasked Estep Score: -726509.937500 Penalty: 877.651550 Iteration 52Q: 3 clusters Score -726509.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7939 members Mstep: Class 2 contains 7498 members Entering Unmasked Estep Score: -726511.375000 Penalty: 877.651550 Iteration 53Q: 3 clusters Score -726511.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7927 members Mstep: Class 2 contains 7510 members Entering Unmasked Estep Score: -726511.187500 Penalty: 877.651550 Iteration 54Q: 3 clusters Score -726511.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7918 members Mstep: Class 2 contains 7519 members Entering Unmasked Estep Score: -726515.062500 Penalty: 877.651550 Iteration 55Q: 3 clusters Score -726515.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7903 members Mstep: Class 2 contains 7534 members Entering Unmasked Estep Score: -726516.562500 Penalty: 877.651550 Iteration 56Q: 3 clusters Score -726516.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7890 members Mstep: Class 2 contains 7547 members Entering Unmasked Estep Score: -726517.187500 Penalty: 877.651550 Iteration 57Q: 3 clusters Score -726517.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7875 members Mstep: Class 2 contains 7562 members Entering Unmasked Estep Score: -726519.875000 Penalty: 877.651550 Iteration 58Q: 3 clusters Score -726519.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7865 members Mstep: Class 2 contains 7572 members Entering Unmasked Estep Score: -726522.937500 Penalty: 877.651550 Iteration 59Q: 3 clusters Score -726522.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7860 members Mstep: Class 2 contains 7577 members Entering Unmasked Estep Score: -726522.750000 Penalty: 877.651550 Iteration 60F: 3 clusters Score -726522.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7844 members Mstep: Class 2 contains 7593 members Entering Unmasked Estep Score: -726524.437500 Penalty: 877.651550 Iteration 61Q: 3 clusters Score -726524.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7829 members Mstep: Class 2 contains 7608 members Entering Unmasked Estep Score: -726525.437500 Penalty: 877.651550 Iteration 62Q: 3 clusters Score -726525.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7817 members Mstep: Class 2 contains 7620 members Entering Unmasked Estep Score: -726528.375000 Penalty: 877.651550 Iteration 63Q: 3 clusters Score -726528.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7805 members Mstep: Class 2 contains 7632 members Entering Unmasked Estep Score: -726530.875000 Penalty: 877.651550 Iteration 64Q: 3 clusters Score -726530.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7790 members Mstep: Class 2 contains 7647 members Entering Unmasked Estep Score: -726532.562500 Penalty: 877.651550 Iteration 65Q: 3 clusters Score -726532.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7772 members Mstep: Class 2 contains 7665 members Entering Unmasked Estep Score: -726530.812500 Penalty: 877.651550 Iteration 66Q: 3 clusters Score -726530.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7750 members Mstep: Class 2 contains 7687 members Entering Unmasked Estep Score: -726534.437500 Penalty: 877.651550 Iteration 67Q: 3 clusters Score -726534.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7724 members Mstep: Class 2 contains 7713 members Entering Unmasked Estep Score: -726535.750000 Penalty: 877.651550 Iteration 68Q: 3 clusters Score -726535.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7693 members Mstep: Class 2 contains 7744 members Entering Unmasked Estep Score: -726538.875000 Penalty: 877.651550 Iteration 69Q: 3 clusters Score -726538.9 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7664 members Mstep: Class 2 contains 7773 members Entering Unmasked Estep Score: -726543.000000 Penalty: 877.651550 Iteration 70Q: 3 clusters Score -726543 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7637 members Mstep: Class 2 contains 7800 members Entering Unmasked Estep Score: -726546.250000 Penalty: 877.651550 Iteration 71Q: 3 clusters Score -726546.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7594 members Mstep: Class 2 contains 7843 members Entering Unmasked Estep Score: -726552.000000 Penalty: 877.651550 Iteration 72Q: 3 clusters Score -726552 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7540 members Mstep: Class 2 contains 7897 members Entering Unmasked Estep Score: -726551.937500 Penalty: 877.651550 Iteration 73Q: 3 clusters Score -726551.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7494 members Mstep: Class 2 contains 7943 members Entering Unmasked Estep Score: -726557.125000 Penalty: 877.651550 Iteration 74Q: 3 clusters Score -726557.1 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7447 members Mstep: Class 2 contains 7990 members Entering Unmasked Estep Score: -726561.625000 Penalty: 877.651550 Iteration 75Q: 3 clusters Score -726561.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7408 members Mstep: Class 2 contains 8029 members Entering Unmasked Estep Score: -726563.625000 Penalty: 877.651550 Iteration 76Q: 3 clusters Score -726563.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7369 members Mstep: Class 2 contains 8068 members Entering Unmasked Estep Score: -726567.250000 Penalty: 877.651550 Iteration 77Q: 3 clusters Score -726567.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7338 members Mstep: Class 2 contains 8099 members Entering Unmasked Estep Score: -726570.437500 Penalty: 877.651550 Iteration 78Q: 3 clusters Score -726570.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7306 members Mstep: Class 2 contains 8131 members Entering Unmasked Estep Score: -726569.937500 Penalty: 877.651550 Iteration 79Q: 3 clusters Score -726569.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7283 members Mstep: Class 2 contains 8154 members Entering Unmasked Estep Score: -726572.312500 Penalty: 877.651550 Iteration 80F: 3 clusters Score -726572.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7267 members Mstep: Class 2 contains 8170 members Entering Unmasked Estep Score: -726574.562500 Penalty: 877.651550 Iteration 81Q: 3 clusters Score -726574.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7250 members Mstep: Class 2 contains 8187 members Entering Unmasked Estep Score: -726573.000000 Penalty: 877.651550 Iteration 82Q: 3 clusters Score -726573 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7233 members Mstep: Class 2 contains 8204 members Entering Unmasked Estep Score: -726572.187500 Penalty: 877.651550 Iteration 83Q: 3 clusters Score -726572.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7213 members Mstep: Class 2 contains 8224 members Entering Unmasked Estep Score: -726574.062500 Penalty: 877.651550 Iteration 84Q: 3 clusters Score -726574.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7196 members Mstep: Class 2 contains 8241 members Entering Unmasked Estep Score: -726574.937500 Penalty: 877.651550 Iteration 85Q: 3 clusters Score -726574.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7185 members Mstep: Class 2 contains 8252 members Entering Unmasked Estep Score: -726574.875000 Penalty: 877.651550 Iteration 86Q: 3 clusters Score -726574.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7176 members Mstep: Class 2 contains 8261 members Entering Unmasked Estep Score: -726574.750000 Penalty: 877.651550 Iteration 87Q: 3 clusters Score -726574.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7169 members Mstep: Class 2 contains 8268 members Entering Unmasked Estep Score: -726576.375000 Penalty: 877.651550 Iteration 88Q: 3 clusters Score -726576.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7164 members Mstep: Class 2 contains 8273 members Entering Unmasked Estep Score: -726578.437500 Penalty: 877.651550 Iteration 89Q: 3 clusters Score -726578.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7163 members Mstep: Class 2 contains 8274 members Entering Unmasked Estep Score: -726577.312500 Penalty: 877.651550 Iteration 90Q: 3 clusters Score -726577.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7163 members Mstep: Class 2 contains 8274 members Entering Unmasked Estep Score: -726577.312500 Penalty: 877.651550 Iteration 91F: 3 clusters Score -726577.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (1098 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Entering Unmasked Estep Score: -52040.460938 Penalty: 318.556671 Iteration 0F: 2 clusters Score -52040.46 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -51162.804688 Penalty: 637.113342 Iteration 0F: 3 clusters Score -51162.8 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -51432.261719 Penalty: 637.113342 Iteration 1F: 3 clusters Score -51432.26 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -51486.085938 Penalty: 637.113342 Iteration 2F: 3 clusters Score -51486.09 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -51537.238281 Penalty: 637.113342 Iteration 3F: 3 clusters Score -51537.24 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -51581.617188 Penalty: 637.113342 Iteration 4F: 3 clusters Score -51581.62 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -51615.117188 Penalty: 637.113342 Iteration 5Q: 3 clusters Score -51615.12 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -51646.285156 Penalty: 637.113342 Iteration 6Q: 3 clusters Score -51646.29 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -51673.523438 Penalty: 637.113342 Iteration 7Q: 3 clusters Score -51673.52 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -51690.226562 Penalty: 637.113342 Iteration 8Q: 3 clusters Score -51690.23 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -51706.578125 Penalty: 637.113342 Iteration 9Q: 3 clusters Score -51706.58 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -51721.863281 Penalty: 637.113342 Iteration 10Q: 3 clusters Score -51721.86 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -51729.472656 Penalty: 637.113342 Iteration 11Q: 3 clusters Score -51729.47 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -51737.988281 Penalty: 637.113342 Iteration 12Q: 3 clusters Score -51737.99 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -51743.238281 Penalty: 637.113342 Iteration 13Q: 3 clusters Score -51743.24 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -51745.875000 Penalty: 637.113342 Iteration 14Q: 3 clusters Score -51745.88 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -51747.312500 Penalty: 637.113342 Iteration 15Q: 3 clusters Score -51747.31 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -51747.945312 Penalty: 637.113342 Iteration 16Q: 3 clusters Score -51747.95 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -51747.945312 Penalty: 637.113342 Iteration 17F: 3 clusters Score -51747.95 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (360 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Entering Unmasked Estep Score: -13522.425781 Penalty: 267.817749 Iteration 0F: 2 clusters Score -13522.43 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -13114.599609 Penalty: 535.635498 Iteration 0F: 3 clusters Score -13114.6 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -13217.858398 Penalty: 535.635498 Iteration 1F: 3 clusters Score -13217.86 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -13238.427734 Penalty: 535.635498 Iteration 2F: 3 clusters Score -13238.43 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -13250.395508 Penalty: 535.635498 Iteration 3Q: 3 clusters Score -13250.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -13254.512695 Penalty: 535.635498 Iteration 4Q: 3 clusters Score -13254.51 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -13257.744141 Penalty: 535.635498 Iteration 5Q: 3 clusters Score -13257.74 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -13259.327148 Penalty: 535.635498 Iteration 6Q: 3 clusters Score -13259.33 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -13259.469727 Penalty: 535.635498 Iteration 7Q: 3 clusters Score -13259.47 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -13259.469727 Penalty: 535.635498 Iteration 8F: 3 clusters Score -13259.47 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 342 members Mstep: Class 4 contains 4705 members Mstep: Class 5 contains 2530 members Mstep: Class 6 contains 1074 members Mstep: Class 7 contains 1268 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3688 members Mstep: Class 10 contains 15175 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 252400 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1800 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 7067 members Mstep: Class 17 contains 5749 members Mstep: Class 18 contains 23490 members Mstep: Class 19 contains 30622 members Mstep: Class 20 contains 15437 members Mstep: Class 22 contains 1098 members Mstep: Class 23 contains 360 members Entering Unmasked Estep ConsiderDeletion Score: -15548901.000000 Penalty: 12832.630859 Iteration 159Q: 23 clusters Score -1.55489e+07 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 342 members Mstep: Class 4 contains 4703 members Mstep: Class 5 contains 2527 members Mstep: Class 6 contains 1074 members Mstep: Class 7 contains 1269 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3688 members Mstep: Class 10 contains 15175 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 252354 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1800 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 7056 members Mstep: Class 17 contains 5749 members Mstep: Class 18 contains 23482 members Mstep: Class 19 contains 30623 members Mstep: Class 20 contains 15505 members Mstep: Class 22 contains 1098 members Mstep: Class 23 contains 360 members Entering Unmasked Estep ConsiderDeletion Score: -15548903.000000 Penalty: 12832.630859 Iteration 160F: 23 clusters Score -1.55489e+07 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 342 members Mstep: Class 4 contains 4700 members Mstep: Class 5 contains 2526 members Mstep: Class 6 contains 1074 members Mstep: Class 7 contains 1270 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3688 members Mstep: Class 10 contains 15174 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 252320 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1800 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 7045 members Mstep: Class 17 contains 5748 members Mstep: Class 18 contains 23478 members Mstep: Class 19 contains 30624 members Mstep: Class 20 contains 15558 members Mstep: Class 22 contains 1098 members Mstep: Class 23 contains 360 members Entering Unmasked Estep ConsiderDeletion Score: -15548933.000000 Penalty: 12832.630859 Iteration 161Q: 23 clusters Score -1.554893e+07 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 342 members Mstep: Class 4 contains 4699 members Mstep: Class 5 contains 2526 members Mstep: Class 6 contains 1074 members Mstep: Class 7 contains 1270 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3688 members Mstep: Class 10 contains 15174 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 252291 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1799 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 7034 members Mstep: Class 17 contains 5747 members Mstep: Class 18 contains 23469 members Mstep: Class 19 contains 30625 members Mstep: Class 20 contains 15609 members Mstep: Class 22 contains 1098 members Mstep: Class 23 contains 360 members Entering Unmasked Estep ConsiderDeletion Score: -15548949.000000 Penalty: 12832.630859 Iteration 162Q: 23 clusters Score -1.554895e+07 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 342 members Mstep: Class 4 contains 4698 members Mstep: Class 5 contains 2524 members Mstep: Class 6 contains 1074 members Mstep: Class 7 contains 1273 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3688 members Mstep: Class 10 contains 15174 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 252268 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1799 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 7025 members Mstep: Class 17 contains 5747 members Mstep: Class 18 contains 23462 members Mstep: Class 19 contains 30626 members Mstep: Class 20 contains 15647 members Mstep: Class 22 contains 1098 members Mstep: Class 23 contains 360 members Entering Unmasked Estep ConsiderDeletion Score: -15548940.000000 Penalty: 12832.630859 Iteration 163Q: 23 clusters Score -1.554894e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 342 members Mstep: Class 4 contains 4698 members Mstep: Class 5 contains 2523 members Mstep: Class 6 contains 1074 members Mstep: Class 7 contains 1274 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3688 members Mstep: Class 10 contains 15173 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 252244 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1801 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 7018 members Mstep: Class 17 contains 5747 members Mstep: Class 18 contains 23454 members Mstep: Class 19 contains 30627 members Mstep: Class 20 contains 15684 members Mstep: Class 22 contains 1098 members Mstep: Class 23 contains 360 members Entering Unmasked Estep ConsiderDeletion Score: -15548960.000000 Penalty: 12832.630859 Iteration 164Q: 23 clusters Score -1.554896e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 342 members Mstep: Class 4 contains 4698 members Mstep: Class 5 contains 2521 members Mstep: Class 6 contains 1074 members Mstep: Class 7 contains 1274 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3688 members Mstep: Class 10 contains 15171 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 252231 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1801 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 7012 members Mstep: Class 17 contains 5747 members Mstep: Class 18 contains 23448 members Mstep: Class 19 contains 30627 members Mstep: Class 20 contains 15714 members Mstep: Class 22 contains 1098 members Mstep: Class 23 contains 359 members Entering Unmasked Estep ConsiderDeletion Score: -15548972.000000 Penalty: 12832.630859 Iteration 165Q: 23 clusters Score -1.554897e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 342 members Mstep: Class 4 contains 4699 members Mstep: Class 5 contains 2520 members Mstep: Class 6 contains 1074 members Mstep: Class 7 contains 1274 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3688 members Mstep: Class 10 contains 15171 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 252211 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1801 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 7007 members Mstep: Class 17 contains 5747 members Mstep: Class 18 contains 23441 members Mstep: Class 19 contains 30627 members Mstep: Class 20 contains 15747 members Mstep: Class 22 contains 1098 members Mstep: Class 23 contains 358 members Entering Unmasked Estep ConsiderDeletion Score: -15548977.000000 Penalty: 12832.630859 Iteration 166Q: 23 clusters Score -1.554898e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 342 members Mstep: Class 4 contains 4699 members Mstep: Class 5 contains 2517 members Mstep: Class 6 contains 1074 members Mstep: Class 7 contains 1274 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3688 members Mstep: Class 10 contains 15169 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 252194 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1801 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 7008 members Mstep: Class 17 contains 5747 members Mstep: Class 18 contains 23435 members Mstep: Class 19 contains 30627 members Mstep: Class 20 contains 15775 members Mstep: Class 22 contains 1098 members Mstep: Class 23 contains 357 members Entering Unmasked Estep ConsiderDeletion Score: -15548990.000000 Penalty: 12832.630859 Iteration 167Q: 23 clusters Score -1.554899e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 342 members Mstep: Class 4 contains 4700 members Mstep: Class 5 contains 2513 members Mstep: Class 6 contains 1074 members Mstep: Class 7 contains 1274 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3688 members Mstep: Class 10 contains 15163 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 252183 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1801 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 7005 members Mstep: Class 17 contains 5747 members Mstep: Class 18 contains 23434 members Mstep: Class 19 contains 30626 members Mstep: Class 20 contains 15800 members Mstep: Class 22 contains 1098 members Mstep: Class 23 contains 357 members Entering Unmasked Estep ConsiderDeletion Score: -15548999.000000 Penalty: 12832.630859 Iteration 168Q: 23 clusters Score -1.5549e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 342 members Mstep: Class 4 contains 4699 members Mstep: Class 5 contains 2511 members Mstep: Class 6 contains 1074 members Mstep: Class 7 contains 1274 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3688 members Mstep: Class 10 contains 15162 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 252161 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1801 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 7003 members Mstep: Class 17 contains 5747 members Mstep: Class 18 contains 23432 members Mstep: Class 19 contains 30626 members Mstep: Class 20 contains 15830 members Mstep: Class 22 contains 1098 members Mstep: Class 23 contains 357 members Entering Unmasked Estep ConsiderDeletion Score: -15549018.000000 Penalty: 12832.630859 Iteration 169Q: 23 clusters Score -1.554902e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 342 members Mstep: Class 4 contains 4698 members Mstep: Class 5 contains 2509 members Mstep: Class 6 contains 1074 members Mstep: Class 7 contains 1275 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3688 members Mstep: Class 10 contains 15161 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 252139 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1801 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 7000 members Mstep: Class 17 contains 5747 members Mstep: Class 18 contains 23431 members Mstep: Class 19 contains 30626 members Mstep: Class 20 contains 15859 members Mstep: Class 22 contains 1098 members Mstep: Class 23 contains 357 members Entering Unmasked Estep ConsiderDeletion Score: -15549014.000000 Penalty: 12832.630859 Iteration 170Q: 23 clusters Score -1.554901e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 342 members Mstep: Class 4 contains 4698 members Mstep: Class 5 contains 2507 members Mstep: Class 6 contains 1074 members Mstep: Class 7 contains 1275 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3688 members Mstep: Class 10 contains 15161 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 252120 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1801 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 6997 members Mstep: Class 17 contains 5747 members Mstep: Class 18 contains 23431 members Mstep: Class 19 contains 30627 members Mstep: Class 20 contains 15882 members Mstep: Class 22 contains 1098 members Mstep: Class 23 contains 357 members Entering Unmasked Estep ConsiderDeletion Score: -15549029.000000 Penalty: 12832.630859 Iteration 171Q: 23 clusters Score -1.554903e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 342 members Mstep: Class 4 contains 4695 members Mstep: Class 5 contains 2506 members Mstep: Class 6 contains 1074 members Mstep: Class 7 contains 1275 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3687 members Mstep: Class 10 contains 15159 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 252110 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1801 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 6990 members Mstep: Class 17 contains 5746 members Mstep: Class 18 contains 23435 members Mstep: Class 19 contains 30626 members Mstep: Class 20 contains 15904 members Mstep: Class 22 contains 1098 members Mstep: Class 23 contains 357 members Entering Unmasked Estep ConsiderDeletion Score: -15549044.000000 Penalty: 12832.630859 Iteration 172Q: 23 clusters Score -1.554904e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 342 members Mstep: Class 4 contains 4694 members Mstep: Class 5 contains 2503 members Mstep: Class 6 contains 1074 members Mstep: Class 7 contains 1274 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3687 members Mstep: Class 10 contains 15156 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 252114 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1801 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 6985 members Mstep: Class 17 contains 5745 members Mstep: Class 18 contains 23438 members Mstep: Class 19 contains 30625 members Mstep: Class 20 contains 15912 members Mstep: Class 22 contains 1098 members Mstep: Class 23 contains 357 members Entering Unmasked Estep ConsiderDeletion Score: -15549039.000000 Penalty: 12832.630859 Iteration 173Q: 23 clusters Score -1.554904e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 342 members Mstep: Class 4 contains 4693 members Mstep: Class 5 contains 2499 members Mstep: Class 6 contains 1074 members Mstep: Class 7 contains 1272 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3687 members Mstep: Class 10 contains 15154 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 252116 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1801 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 6982 members Mstep: Class 17 contains 5745 members Mstep: Class 18 contains 23442 members Mstep: Class 19 contains 30625 members Mstep: Class 20 contains 15918 members Mstep: Class 22 contains 1098 members Mstep: Class 23 contains 357 members Entering Unmasked Estep ConsiderDeletion Score: -15549035.000000 Penalty: 12832.630859 Iteration 174Q: 23 clusters Score -1.554904e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 342 members Mstep: Class 4 contains 4690 members Mstep: Class 5 contains 2497 members Mstep: Class 6 contains 1074 members Mstep: Class 7 contains 1271 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3687 members Mstep: Class 10 contains 15153 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 252113 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1801 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 6980 members Mstep: Class 17 contains 5745 members Mstep: Class 18 contains 23450 members Mstep: Class 19 contains 30624 members Mstep: Class 20 contains 15923 members Mstep: Class 22 contains 1098 members Mstep: Class 23 contains 357 members Entering Unmasked Estep ConsiderDeletion Score: -15549052.000000 Penalty: 12832.630859 Iteration 175Q: 23 clusters Score -1.554905e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 342 members Mstep: Class 4 contains 4689 members Mstep: Class 5 contains 2495 members Mstep: Class 6 contains 1074 members Mstep: Class 7 contains 1271 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3687 members Mstep: Class 10 contains 15152 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 252114 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1801 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 6976 members Mstep: Class 17 contains 5745 members Mstep: Class 18 contains 23454 members Mstep: Class 19 contains 30622 members Mstep: Class 20 contains 15928 members Mstep: Class 22 contains 1098 members Mstep: Class 23 contains 357 members Entering Unmasked Estep ConsiderDeletion Score: -15549048.000000 Penalty: 12832.630859 Iteration 176Q: 23 clusters Score -1.554905e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 342 members Mstep: Class 4 contains 4689 members Mstep: Class 5 contains 2495 members Mstep: Class 6 contains 1074 members Mstep: Class 7 contains 1271 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3686 members Mstep: Class 10 contains 15151 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 252115 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1801 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 6974 members Mstep: Class 17 contains 5745 members Mstep: Class 18 contains 23454 members Mstep: Class 19 contains 30621 members Mstep: Class 20 contains 15932 members Mstep: Class 22 contains 1098 members Mstep: Class 23 contains 357 members Entering Unmasked Estep ConsiderDeletion Score: -15549049.000000 Penalty: 12832.630859 Iteration 177Q: 23 clusters Score -1.554905e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 342 members Mstep: Class 4 contains 4689 members Mstep: Class 5 contains 2495 members Mstep: Class 6 contains 1074 members Mstep: Class 7 contains 1271 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3684 members Mstep: Class 10 contains 15151 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 252113 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1801 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 6973 members Mstep: Class 17 contains 5745 members Mstep: Class 18 contains 23454 members Mstep: Class 19 contains 30621 members Mstep: Class 20 contains 15937 members Mstep: Class 22 contains 1098 members Mstep: Class 23 contains 357 members Entering Unmasked Estep ConsiderDeletion Score: -15549065.000000 Penalty: 12832.630859 Iteration 178Q: 23 clusters Score -1.554906e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 342 members Mstep: Class 4 contains 4689 members Mstep: Class 5 contains 2495 members Mstep: Class 6 contains 1074 members Mstep: Class 7 contains 1271 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3683 members Mstep: Class 10 contains 15151 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 252112 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1801 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 6972 members Mstep: Class 17 contains 5745 members Mstep: Class 18 contains 23454 members Mstep: Class 19 contains 30619 members Mstep: Class 20 contains 15942 members Mstep: Class 22 contains 1098 members Mstep: Class 23 contains 357 members Entering Unmasked Estep ConsiderDeletion Score: -15549058.000000 Penalty: 12832.630859 Iteration 179Q: 23 clusters Score -1.554906e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 342 members Mstep: Class 4 contains 4689 members Mstep: Class 5 contains 2495 members Mstep: Class 6 contains 1074 members Mstep: Class 7 contains 1271 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3683 members Mstep: Class 10 contains 15151 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 252114 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1801 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 6971 members Mstep: Class 17 contains 5745 members Mstep: Class 18 contains 23454 members Mstep: Class 19 contains 30615 members Mstep: Class 20 contains 15945 members Mstep: Class 22 contains 1098 members Mstep: Class 23 contains 357 members Entering Unmasked Estep ConsiderDeletion Score: -15549058.000000 Penalty: 12832.630859 Iteration 180F: 23 clusters Score -1.554906e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 342 members Mstep: Class 4 contains 4689 members Mstep: Class 5 contains 2495 members Mstep: Class 6 contains 1074 members Mstep: Class 7 contains 1271 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3683 members Mstep: Class 10 contains 15151 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 252115 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1801 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 6970 members Mstep: Class 17 contains 5745 members Mstep: Class 18 contains 23454 members Mstep: Class 19 contains 30612 members Mstep: Class 20 contains 15948 members Mstep: Class 22 contains 1098 members Mstep: Class 23 contains 357 members Entering Unmasked Estep ConsiderDeletion Score: -15549058.000000 Penalty: 12832.630859 Iteration 181Q: 23 clusters Score -1.554906e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 342 members Mstep: Class 4 contains 4689 members Mstep: Class 5 contains 2495 members Mstep: Class 6 contains 1074 members Mstep: Class 7 contains 1271 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3683 members Mstep: Class 10 contains 15151 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 252113 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1801 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 6969 members Mstep: Class 17 contains 5745 members Mstep: Class 18 contains 23454 members Mstep: Class 19 contains 30611 members Mstep: Class 20 contains 15952 members Mstep: Class 22 contains 1098 members Mstep: Class 23 contains 357 members Entering Unmasked Estep ConsiderDeletion Score: -15549063.000000 Penalty: 12832.630859 Iteration 182Q: 23 clusters Score -1.554906e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 342 members Mstep: Class 4 contains 4689 members Mstep: Class 5 contains 2495 members Mstep: Class 6 contains 1074 members Mstep: Class 7 contains 1271 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3683 members Mstep: Class 10 contains 15151 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 252113 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1801 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 6966 members Mstep: Class 17 contains 5745 members Mstep: Class 18 contains 23455 members Mstep: Class 19 contains 30610 members Mstep: Class 20 contains 15955 members Mstep: Class 22 contains 1098 members Mstep: Class 23 contains 357 members Entering Unmasked Estep ConsiderDeletion Score: -15549075.000000 Penalty: 12832.630859 Iteration 183Q: 23 clusters Score -1.554908e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 342 members Mstep: Class 4 contains 4689 members Mstep: Class 5 contains 2495 members Mstep: Class 6 contains 1074 members Mstep: Class 7 contains 1271 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3683 members Mstep: Class 10 contains 15151 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 252115 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1801 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 6960 members Mstep: Class 17 contains 5745 members Mstep: Class 18 contains 23457 members Mstep: Class 19 contains 30609 members Mstep: Class 20 contains 15958 members Mstep: Class 22 contains 1098 members Mstep: Class 23 contains 357 members Entering Unmasked Estep ConsiderDeletion Score: -15549072.000000 Penalty: 12832.630859 Iteration 184Q: 23 clusters Score -1.554907e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 342 members Mstep: Class 4 contains 4689 members Mstep: Class 5 contains 2497 members Mstep: Class 6 contains 1074 members Mstep: Class 7 contains 1271 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3683 members Mstep: Class 10 contains 15150 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 252111 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1802 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 6954 members Mstep: Class 17 contains 5745 members Mstep: Class 18 contains 23460 members Mstep: Class 19 contains 30608 members Mstep: Class 20 contains 15964 members Mstep: Class 22 contains 1098 members Mstep: Class 23 contains 357 members Entering Unmasked Estep ConsiderDeletion Score: -15549046.000000 Penalty: 12832.630859 Iteration 185Q: 23 clusters Score -1.554905e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 342 members Mstep: Class 4 contains 4689 members Mstep: Class 5 contains 2497 members Mstep: Class 6 contains 1074 members Mstep: Class 7 contains 1271 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3683 members Mstep: Class 10 contains 15149 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 252109 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1802 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 6948 members Mstep: Class 17 contains 5745 members Mstep: Class 18 contains 23464 members Mstep: Class 19 contains 30608 members Mstep: Class 20 contains 15969 members Mstep: Class 22 contains 1098 members Mstep: Class 23 contains 357 members Entering Unmasked Estep ConsiderDeletion Score: -15549044.000000 Penalty: 12832.630859 Iteration 186Q: 23 clusters Score -1.554904e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 342 members Mstep: Class 4 contains 4689 members Mstep: Class 5 contains 2495 members Mstep: Class 6 contains 1074 members Mstep: Class 7 contains 1272 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3683 members Mstep: Class 10 contains 15147 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 252109 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1802 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 6943 members Mstep: Class 17 contains 5745 members Mstep: Class 18 contains 23467 members Mstep: Class 19 contains 30608 members Mstep: Class 20 contains 15974 members Mstep: Class 22 contains 1098 members Mstep: Class 23 contains 357 members Entering Unmasked Estep ConsiderDeletion Score: -15549039.000000 Penalty: 12832.630859 Iteration 187Q: 23 clusters Score -1.554904e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 342 members Mstep: Class 4 contains 4689 members Mstep: Class 5 contains 2492 members Mstep: Class 6 contains 1074 members Mstep: Class 7 contains 1271 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3683 members Mstep: Class 10 contains 15145 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 252107 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1802 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 6941 members Mstep: Class 17 contains 5745 members Mstep: Class 18 contains 23470 members Mstep: Class 19 contains 30608 members Mstep: Class 20 contains 15981 members Mstep: Class 22 contains 1098 members Mstep: Class 23 contains 357 members Entering Unmasked Estep ConsiderDeletion Score: -15549028.000000 Penalty: 12832.630859 Iteration 188Q: 23 clusters Score -1.554903e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 342 members Mstep: Class 4 contains 4689 members Mstep: Class 5 contains 2490 members Mstep: Class 6 contains 1074 members Mstep: Class 7 contains 1271 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3683 members Mstep: Class 10 contains 15146 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 252102 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1802 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 6938 members Mstep: Class 17 contains 5745 members Mstep: Class 18 contains 23473 members Mstep: Class 19 contains 30608 members Mstep: Class 20 contains 15987 members Mstep: Class 22 contains 1098 members Mstep: Class 23 contains 357 members Entering Unmasked Estep ConsiderDeletion Score: -15549024.000000 Penalty: 12832.630859 Iteration 189Q: 23 clusters Score -1.554902e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 342 members Mstep: Class 4 contains 4689 members Mstep: Class 5 contains 2489 members Mstep: Class 6 contains 1074 members Mstep: Class 7 contains 1271 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3683 members Mstep: Class 10 contains 15146 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 252097 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1802 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 6936 members Mstep: Class 17 contains 5745 members Mstep: Class 18 contains 23474 members Mstep: Class 19 contains 30608 members Mstep: Class 20 contains 15994 members Mstep: Class 22 contains 1098 members Mstep: Class 23 contains 357 members Entering Unmasked Estep ConsiderDeletion Score: -15549020.000000 Penalty: 12832.630859 Iteration 190Q: 23 clusters Score -1.554902e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 342 members Mstep: Class 4 contains 4689 members Mstep: Class 5 contains 2488 members Mstep: Class 6 contains 1074 members Mstep: Class 7 contains 1271 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3683 members Mstep: Class 10 contains 15146 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 252096 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1802 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 6935 members Mstep: Class 17 contains 5745 members Mstep: Class 18 contains 23475 members Mstep: Class 19 contains 30608 members Mstep: Class 20 contains 15996 members Mstep: Class 22 contains 1098 members Mstep: Class 23 contains 357 members Entering Unmasked Estep ConsiderDeletion Score: -15549015.000000 Penalty: 12832.630859 Iteration 191Q: 23 clusters Score -1.554902e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 342 members Mstep: Class 4 contains 4689 members Mstep: Class 5 contains 2489 members Mstep: Class 6 contains 1074 members Mstep: Class 7 contains 1271 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3683 members Mstep: Class 10 contains 15147 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 252094 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1802 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 6933 members Mstep: Class 17 contains 5745 members Mstep: Class 18 contains 23476 members Mstep: Class 19 contains 30608 members Mstep: Class 20 contains 15997 members Mstep: Class 22 contains 1098 members Mstep: Class 23 contains 357 members Entering Unmasked Estep ConsiderDeletion Score: -15549021.000000 Penalty: 12832.630859 Iteration 192Q: 23 clusters Score -1.554902e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 342 members Mstep: Class 4 contains 4689 members Mstep: Class 5 contains 2489 members Mstep: Class 6 contains 1074 members Mstep: Class 7 contains 1271 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3683 members Mstep: Class 10 contains 15148 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 252093 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1802 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 6926 members Mstep: Class 17 contains 5745 members Mstep: Class 18 contains 23480 members Mstep: Class 19 contains 30608 members Mstep: Class 20 contains 16000 members Mstep: Class 22 contains 1098 members Mstep: Class 23 contains 357 members Entering Unmasked Estep ConsiderDeletion Score: -15549023.000000 Penalty: 12832.630859 Iteration 193Q: 23 clusters Score -1.554902e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 342 members Mstep: Class 4 contains 4689 members Mstep: Class 5 contains 2488 members Mstep: Class 6 contains 1074 members Mstep: Class 7 contains 1271 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3683 members Mstep: Class 10 contains 15148 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 252091 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1802 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 6919 members Mstep: Class 17 contains 5745 members Mstep: Class 18 contains 23485 members Mstep: Class 19 contains 30609 members Mstep: Class 20 contains 16004 members Mstep: Class 22 contains 1098 members Mstep: Class 23 contains 357 members Entering Unmasked Estep ConsiderDeletion Score: -15549041.000000 Penalty: 12832.630859 Iteration 194Q: 23 clusters Score -1.554904e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 342 members Mstep: Class 4 contains 4689 members Mstep: Class 5 contains 2487 members Mstep: Class 6 contains 1074 members Mstep: Class 7 contains 1271 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3684 members Mstep: Class 10 contains 15148 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 252090 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1802 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 6912 members Mstep: Class 17 contains 5745 members Mstep: Class 18 contains 23491 members Mstep: Class 19 contains 30607 members Mstep: Class 20 contains 16008 members Mstep: Class 22 contains 1098 members Mstep: Class 23 contains 357 members Entering Unmasked Estep ConsiderDeletion Score: -15549031.000000 Penalty: 12832.630859 Iteration 195Q: 23 clusters Score -1.554903e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 342 members Mstep: Class 4 contains 4689 members Mstep: Class 5 contains 2487 members Mstep: Class 6 contains 1074 members Mstep: Class 7 contains 1271 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3683 members Mstep: Class 10 contains 15148 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 252091 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1802 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 6905 members Mstep: Class 17 contains 5745 members Mstep: Class 18 contains 23495 members Mstep: Class 19 contains 30607 members Mstep: Class 20 contains 16011 members Mstep: Class 22 contains 1098 members Mstep: Class 23 contains 357 members Entering Unmasked Estep ConsiderDeletion Score: -15549031.000000 Penalty: 12832.630859 Iteration 196Q: 23 clusters Score -1.554903e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 342 members Mstep: Class 4 contains 4688 members Mstep: Class 5 contains 2484 members Mstep: Class 6 contains 1074 members Mstep: Class 7 contains 1271 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3682 members Mstep: Class 10 contains 15148 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 252093 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1802 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 6898 members Mstep: Class 17 contains 5745 members Mstep: Class 18 contains 23501 members Mstep: Class 19 contains 30606 members Mstep: Class 20 contains 16016 members Mstep: Class 22 contains 1098 members Mstep: Class 23 contains 357 members Entering Unmasked Estep ConsiderDeletion Score: -15549033.000000 Penalty: 12832.630859 Iteration 197Q: 23 clusters Score -1.554903e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 342 members Mstep: Class 4 contains 4688 members Mstep: Class 5 contains 2481 members Mstep: Class 6 contains 1074 members Mstep: Class 7 contains 1271 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3682 members Mstep: Class 10 contains 15148 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 252092 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1802 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 6892 members Mstep: Class 17 contains 5745 members Mstep: Class 18 contains 23507 members Mstep: Class 19 contains 30605 members Mstep: Class 20 contains 16021 members Mstep: Class 22 contains 1098 members Mstep: Class 23 contains 357 members Entering Unmasked Estep ConsiderDeletion Score: -15549025.000000 Penalty: 12832.630859 Iteration 198Q: 23 clusters Score -1.554902e+07 nChanged 17 Entering ConstructFrom: Score: -15549025.000000 Penalty: 12832.630859 Entering ConstructFrom: Trying to split cluster 1 (358 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Entering Unmasked Estep Score: -13979.932617 Penalty: 267.564270 Iteration 0F: 2 clusters Score -13979.93 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -13579.775391 Penalty: 535.128540 Iteration 0F: 3 clusters Score -13579.78 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -13695.061523 Penalty: 535.128540 Iteration 1F: 3 clusters Score -13695.06 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -13736.488281 Penalty: 535.128540 Iteration 2F: 3 clusters Score -13736.49 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -13763.507812 Penalty: 535.128540 Iteration 3F: 3 clusters Score -13763.51 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -13786.169922 Penalty: 535.128540 Iteration 4F: 3 clusters Score -13786.17 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -13789.212891 Penalty: 535.128540 Iteration 5Q: 3 clusters Score -13789.21 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -13794.582031 Penalty: 535.128540 Iteration 6Q: 3 clusters Score -13794.58 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -13797.582031 Penalty: 535.128540 Iteration 7Q: 3 clusters Score -13797.58 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -13799.818359 Penalty: 535.128540 Iteration 8Q: 3 clusters Score -13799.82 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -13804.938477 Penalty: 535.128540 Iteration 9Q: 3 clusters Score -13804.94 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -13815.195312 Penalty: 535.128540 Iteration 10Q: 3 clusters Score -13815.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -13820.966797 Penalty: 535.128540 Iteration 11Q: 3 clusters Score -13820.97 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -13828.557617 Penalty: 535.128540 Iteration 12Q: 3 clusters Score -13828.56 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -13836.798828 Penalty: 535.128540 Iteration 13Q: 3 clusters Score -13836.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -13844.124023 Penalty: 535.128540 Iteration 14Q: 3 clusters Score -13844.12 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -13852.507812 Penalty: 535.128540 Iteration 15Q: 3 clusters Score -13852.51 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -13859.691406 Penalty: 535.128540 Iteration 16Q: 3 clusters Score -13859.69 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -13866.741211 Penalty: 535.128540 Iteration 17Q: 3 clusters Score -13866.74 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -13869.145508 Penalty: 535.128540 Iteration 18Q: 3 clusters Score -13869.15 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -13870.477539 Penalty: 535.128540 Iteration 19Q: 3 clusters Score -13870.48 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -13870.477539 Penalty: 535.128540 Iteration 20F: 3 clusters Score -13870.48 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (249 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Entering Unmasked Estep Score: -9263.502930 Penalty: 251.044098 Iteration 0F: 2 clusters Score -9263.503 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -9001.124023 Penalty: 502.088196 Iteration 0F: 3 clusters Score -9001.124 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -9113.998047 Penalty: 502.088196 Iteration 1F: 3 clusters Score -9113.998 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -9136.014648 Penalty: 502.088196 Iteration 2F: 3 clusters Score -9136.015 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -9145.846680 Penalty: 502.088196 Iteration 3Q: 3 clusters Score -9145.847 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -9150.252930 Penalty: 502.088196 Iteration 4Q: 3 clusters Score -9150.253 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -9159.269531 Penalty: 502.088196 Iteration 5Q: 3 clusters Score -9159.27 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -9163.209961 Penalty: 502.088196 Iteration 6Q: 3 clusters Score -9163.21 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -9165.224609 Penalty: 502.088196 Iteration 7Q: 3 clusters Score -9165.225 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -9170.940430 Penalty: 502.088196 Iteration 8Q: 3 clusters Score -9170.94 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 64 members Entering Unmasked Estep Score: -9172.626953 Penalty: 502.088196 Iteration 9Q: 3 clusters Score -9172.627 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -9174.294922 Penalty: 502.088196 Iteration 10Q: 3 clusters Score -9174.295 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -9180.902344 Penalty: 502.088196 Iteration 11Q: 3 clusters Score -9180.902 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 55 members Entering Unmasked Estep Score: -9186.098633 Penalty: 502.088196 Iteration 12Q: 3 clusters Score -9186.099 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 50 members Entering Unmasked Estep Score: -9190.373047 Penalty: 502.088196 Iteration 13Q: 3 clusters Score -9190.373 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 46 members Entering Unmasked Estep Score: -9193.430664 Penalty: 502.088196 Iteration 14Q: 3 clusters Score -9193.431 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 40 members Entering Unmasked Estep Score: -9201.046875 Penalty: 502.088196 Iteration 15Q: 3 clusters Score -9201.047 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 35 members Entering Unmasked Estep Score: -9211.158203 Penalty: 502.088196 Iteration 16Q: 3 clusters Score -9211.158 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 31 members Entering Unmasked Estep Score: -9227.965820 Penalty: 502.088196 Iteration 17Q: 3 clusters Score -9227.966 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 29 members Entering Unmasked Estep Score: -9247.072266 Penalty: 502.088196 Iteration 18Q: 3 clusters Score -9247.072 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 27 members Entering Unmasked Estep Score: -9268.053711 Penalty: 502.088196 Iteration 19Q: 3 clusters Score -9268.054 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 24 members Entering Unmasked Estep Score: -9279.021484 Penalty: 502.088196 Iteration 20F: 3 clusters Score -9279.021 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 23 members Entering Unmasked Estep Score: -9284.503906 Penalty: 502.088196 Iteration 21Q: 3 clusters Score -9284.504 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 23 members Entering Unmasked Estep Score: -9284.503906 Penalty: 502.088196 Iteration 22F: 3 clusters Score -9284.504 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 226 members Mstep: Class 3 contains 342 members Mstep: Class 4 contains 4688 members Mstep: Class 5 contains 2479 members Mstep: Class 6 contains 1074 members Mstep: Class 7 contains 1271 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3682 members Mstep: Class 10 contains 15148 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 252092 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1802 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 6884 members Mstep: Class 17 contains 5745 members Mstep: Class 18 contains 23512 members Mstep: Class 19 contains 30604 members Mstep: Class 20 contains 16027 members Mstep: Class 21 contains 23 members Mstep: Class 22 contains 1098 members Mstep: Class 23 contains 357 members Entering Unmasked Estep Score: -15548720.000000 Penalty: 13415.931641 Splitting cluster 2 changes total score from -15549025.000000 to -15548720.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 3 (342 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Entering Unmasked Estep Score: -14324.371094 Penalty: 265.483887 Iteration 0F: 2 clusters Score -14324.37 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -13953.690430 Penalty: 530.967773 Iteration 0F: 3 clusters Score -13953.69 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -14050.268555 Penalty: 530.967773 Iteration 1F: 3 clusters Score -14050.27 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -14084.476562 Penalty: 530.967773 Iteration 2F: 3 clusters Score -14084.48 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -14106.076172 Penalty: 530.967773 Iteration 3F: 3 clusters Score -14106.08 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -14124.681641 Penalty: 530.967773 Iteration 4Q: 3 clusters Score -14124.68 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -14138.269531 Penalty: 530.967773 Iteration 5Q: 3 clusters Score -14138.27 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -14150.760742 Penalty: 530.967773 Iteration 6Q: 3 clusters Score -14150.76 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -14160.805664 Penalty: 530.967773 Iteration 7Q: 3 clusters Score -14160.81 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -14166.969727 Penalty: 530.967773 Iteration 8Q: 3 clusters Score -14166.97 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -14167.867188 Penalty: 530.967773 Iteration 9Q: 3 clusters Score -14167.87 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -14168.825195 Penalty: 530.967773 Iteration 10Q: 3 clusters Score -14168.83 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -14168.825195 Penalty: 530.967773 Iteration 11F: 3 clusters Score -14168.83 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (4688 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4688 members Entering Unmasked Estep Score: -184619.421875 Penalty: 384.600647 Iteration 0F: 2 clusters Score -184619.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2303 members Mstep: Class 2 contains 2385 members Entering Unmasked Estep Score: -181479.828125 Penalty: 769.201294 Iteration 0F: 3 clusters Score -181479.8 nChanged 2076 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2109 members Mstep: Class 2 contains 2579 members Entering Unmasked Estep Score: -182744.562500 Penalty: 769.201294 Iteration 1F: 3 clusters Score -182744.6 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2110 members Mstep: Class 2 contains 2578 members Entering Unmasked Estep Score: -183019.312500 Penalty: 769.201294 Iteration 2F: 3 clusters Score -183019.3 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2190 members Mstep: Class 2 contains 2498 members Entering Unmasked Estep Score: -183452.734375 Penalty: 769.201294 Iteration 3F: 3 clusters Score -183452.7 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2337 members Mstep: Class 2 contains 2351 members Entering Unmasked Estep Score: -183918.515625 Penalty: 769.201294 Iteration 4F: 3 clusters Score -183918.5 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2477 members Mstep: Class 2 contains 2211 members Entering Unmasked Estep Score: -184243.125000 Penalty: 769.201294 Iteration 5F: 3 clusters Score -184243.1 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2581 members Mstep: Class 2 contains 2107 members Entering Unmasked Estep Score: -184410.265625 Penalty: 769.201294 Iteration 6F: 3 clusters Score -184410.3 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2656 members Mstep: Class 2 contains 2032 members Entering Unmasked Estep Score: -184494.156250 Penalty: 769.201294 Iteration 7Q: 3 clusters Score -184494.2 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2682 members Mstep: Class 2 contains 2006 members Entering Unmasked Estep Score: -184525.781250 Penalty: 769.201294 Iteration 8Q: 3 clusters Score -184525.8 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2691 members Mstep: Class 2 contains 1997 members Entering Unmasked Estep Score: -184542.453125 Penalty: 769.201294 Iteration 9Q: 3 clusters Score -184542.5 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2688 members Mstep: Class 2 contains 2000 members Entering Unmasked Estep Score: -184549.703125 Penalty: 769.201294 Iteration 10Q: 3 clusters Score -184549.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2689 members Mstep: Class 2 contains 1999 members Entering Unmasked Estep Score: -184553.734375 Penalty: 769.201294 Iteration 11Q: 3 clusters Score -184553.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2687 members Mstep: Class 2 contains 2001 members Entering Unmasked Estep Score: -184555.062500 Penalty: 769.201294 Iteration 12Q: 3 clusters Score -184555.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2683 members Mstep: Class 2 contains 2005 members Entering Unmasked Estep Score: -184556.453125 Penalty: 769.201294 Iteration 13Q: 3 clusters Score -184556.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2685 members Mstep: Class 2 contains 2003 members Entering Unmasked Estep Score: -184557.437500 Penalty: 769.201294 Iteration 14Q: 3 clusters Score -184557.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2688 members Mstep: Class 2 contains 2000 members Entering Unmasked Estep Score: -184557.750000 Penalty: 769.201294 Iteration 15Q: 3 clusters Score -184557.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2689 members Mstep: Class 2 contains 1999 members Entering Unmasked Estep Score: -184558.281250 Penalty: 769.201294 Iteration 16Q: 3 clusters Score -184558.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2684 members Mstep: Class 2 contains 2004 members Entering Unmasked Estep Score: -184559.062500 Penalty: 769.201294 Iteration 17Q: 3 clusters Score -184559.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2683 members Mstep: Class 2 contains 2005 members Entering Unmasked Estep Score: -184559.515625 Penalty: 769.201294 Iteration 18Q: 3 clusters Score -184559.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2680 members Mstep: Class 2 contains 2008 members Entering Unmasked Estep Score: -184559.953125 Penalty: 769.201294 Iteration 19Q: 3 clusters Score -184560 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2679 members Mstep: Class 2 contains 2009 members Entering Unmasked Estep Score: -184559.828125 Penalty: 769.201294 Iteration 20F: 3 clusters Score -184559.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2675 members Mstep: Class 2 contains 2013 members Entering Unmasked Estep Score: -184560.375000 Penalty: 769.201294 Iteration 21Q: 3 clusters Score -184560.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2672 members Mstep: Class 2 contains 2016 members Entering Unmasked Estep Score: -184560.359375 Penalty: 769.201294 Iteration 22Q: 3 clusters Score -184560.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2669 members Mstep: Class 2 contains 2019 members Entering Unmasked Estep Score: -184560.328125 Penalty: 769.201294 Iteration 23Q: 3 clusters Score -184560.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2668 members Mstep: Class 2 contains 2020 members Entering Unmasked Estep Score: -184560.578125 Penalty: 769.201294 Iteration 24Q: 3 clusters Score -184560.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2668 members Mstep: Class 2 contains 2020 members Entering Unmasked Estep Score: -184560.359375 Penalty: 769.201294 Iteration 25Q: 3 clusters Score -184560.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2668 members Mstep: Class 2 contains 2020 members Entering Unmasked Estep Score: -184560.359375 Penalty: 769.201294 Iteration 26F: 3 clusters Score -184560.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (2479 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2479 members Entering Unmasked Estep Score: -104848.156250 Penalty: 355.610260 Iteration 0F: 2 clusters Score -104848.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -103066.046875 Penalty: 711.220520 Iteration 0F: 3 clusters Score -103066 nChanged 1091 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -103616.585938 Penalty: 711.220520 Iteration 1F: 3 clusters Score -103616.6 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -103669.453125 Penalty: 711.220520 Iteration 2F: 3 clusters Score -103669.5 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 1445 members Entering Unmasked Estep Score: -103721.242188 Penalty: 711.220520 Iteration 3F: 3 clusters Score -103721.2 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 1535 members Entering Unmasked Estep Score: -103779.929688 Penalty: 711.220520 Iteration 4F: 3 clusters Score -103779.9 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 1638 members Entering Unmasked Estep Score: -103854.476562 Penalty: 711.220520 Iteration 5F: 3 clusters Score -103854.5 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 1746 members Entering Unmasked Estep Score: -103947.414062 Penalty: 711.220520 Iteration 6Q: 3 clusters Score -103947.4 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 1866 members Entering Unmasked Estep Score: -104061.375000 Penalty: 711.220520 Iteration 7F: 3 clusters Score -104061.4 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 1979 members Entering Unmasked Estep Score: -104161.835938 Penalty: 711.220520 Iteration 8Q: 3 clusters Score -104161.8 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 2066 members Entering Unmasked Estep Score: -104254.171875 Penalty: 711.220520 Iteration 9Q: 3 clusters Score -104254.2 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 2136 members Entering Unmasked Estep Score: -104328.546875 Penalty: 711.220520 Iteration 10Q: 3 clusters Score -104328.5 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 2178 members Entering Unmasked Estep Score: -104378.554688 Penalty: 711.220520 Iteration 11Q: 3 clusters Score -104378.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 2207 members Entering Unmasked Estep Score: -104411.289062 Penalty: 711.220520 Iteration 12Q: 3 clusters Score -104411.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 2224 members Entering Unmasked Estep Score: -104429.906250 Penalty: 711.220520 Iteration 13Q: 3 clusters Score -104429.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 2239 members Entering Unmasked Estep Score: -104444.718750 Penalty: 711.220520 Iteration 14Q: 3 clusters Score -104444.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 2252 members Entering Unmasked Estep Score: -104457.460938 Penalty: 711.220520 Iteration 15Q: 3 clusters Score -104457.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 2266 members Entering Unmasked Estep Score: -104471.867188 Penalty: 711.220520 Iteration 16Q: 3 clusters Score -104471.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 2282 members Entering Unmasked Estep Score: -104485.867188 Penalty: 711.220520 Iteration 17Q: 3 clusters Score -104485.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 2294 members Entering Unmasked Estep Score: -104501.078125 Penalty: 711.220520 Iteration 18Q: 3 clusters Score -104501.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 2302 members Entering Unmasked Estep Score: -104511.570312 Penalty: 711.220520 Iteration 19Q: 3 clusters Score -104511.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 2309 members Entering Unmasked Estep Score: -104516.148438 Penalty: 711.220520 Iteration 20F: 3 clusters Score -104516.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 2314 members Entering Unmasked Estep Score: -104519.304688 Penalty: 711.220520 Iteration 21Q: 3 clusters Score -104519.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 2319 members Entering Unmasked Estep Score: -104521.898438 Penalty: 711.220520 Iteration 22Q: 3 clusters Score -104521.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 2320 members Entering Unmasked Estep Score: -104522.367188 Penalty: 711.220520 Iteration 23Q: 3 clusters Score -104522.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 2322 members Entering Unmasked Estep Score: -104522.562500 Penalty: 711.220520 Iteration 24Q: 3 clusters Score -104522.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 2322 members Entering Unmasked Estep Score: -104524.054688 Penalty: 711.220520 Iteration 25Q: 3 clusters Score -104524.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 2323 members Entering Unmasked Estep Score: -104524.945312 Penalty: 711.220520 Iteration 26Q: 3 clusters Score -104524.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 2325 members Entering Unmasked Estep Score: -104525.960938 Penalty: 711.220520 Iteration 27Q: 3 clusters Score -104526 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 2325 members Entering Unmasked Estep Score: -104525.960938 Penalty: 711.220520 Iteration 28F: 3 clusters Score -104526 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (1074 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Entering Unmasked Estep Score: -49139.257812 Penalty: 317.551086 Iteration 0F: 2 clusters Score -49139.26 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -48288.601562 Penalty: 635.102173 Iteration 0F: 3 clusters Score -48288.6 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -48534.671875 Penalty: 635.102173 Iteration 1F: 3 clusters Score -48534.67 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -48583.453125 Penalty: 635.102173 Iteration 2F: 3 clusters Score -48583.45 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -48616.773438 Penalty: 635.102173 Iteration 3Q: 3 clusters Score -48616.77 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -48641.339844 Penalty: 635.102173 Iteration 4Q: 3 clusters Score -48641.34 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -48667.121094 Penalty: 635.102173 Iteration 5Q: 3 clusters Score -48667.12 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -48696.894531 Penalty: 635.102173 Iteration 6Q: 3 clusters Score -48696.89 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -48717.644531 Penalty: 635.102173 Iteration 7Q: 3 clusters Score -48717.64 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -48737.527344 Penalty: 635.102173 Iteration 8Q: 3 clusters Score -48737.53 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -48751.472656 Penalty: 635.102173 Iteration 9Q: 3 clusters Score -48751.47 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -48764.050781 Penalty: 635.102173 Iteration 10Q: 3 clusters Score -48764.05 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -48774.636719 Penalty: 635.102173 Iteration 11Q: 3 clusters Score -48774.64 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -48784.328125 Penalty: 635.102173 Iteration 12Q: 3 clusters Score -48784.33 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -48789.835938 Penalty: 635.102173 Iteration 13Q: 3 clusters Score -48789.84 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -48795.445312 Penalty: 635.102173 Iteration 14Q: 3 clusters Score -48795.45 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -48798.542969 Penalty: 635.102173 Iteration 15Q: 3 clusters Score -48798.54 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -48801.515625 Penalty: 635.102173 Iteration 16Q: 3 clusters Score -48801.52 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -48803.625000 Penalty: 635.102173 Iteration 17Q: 3 clusters Score -48803.62 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -48805.957031 Penalty: 635.102173 Iteration 18Q: 3 clusters Score -48805.96 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -48808.210938 Penalty: 635.102173 Iteration 19Q: 3 clusters Score -48808.21 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -48811.171875 Penalty: 635.102173 Iteration 20F: 3 clusters Score -48811.17 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -48811.785156 Penalty: 635.102173 Iteration 21Q: 3 clusters Score -48811.79 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -48816.011719 Penalty: 635.102173 Iteration 22Q: 3 clusters Score -48816.01 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -48818.355469 Penalty: 635.102173 Iteration 23Q: 3 clusters Score -48818.36 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -48819.812500 Penalty: 635.102173 Iteration 24Q: 3 clusters Score -48819.81 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -48820.988281 Penalty: 635.102173 Iteration 25Q: 3 clusters Score -48820.99 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -48821.390625 Penalty: 635.102173 Iteration 26Q: 3 clusters Score -48821.39 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -48821.746094 Penalty: 635.102173 Iteration 27Q: 3 clusters Score -48821.75 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -48821.996094 Penalty: 635.102173 Iteration 28Q: 3 clusters Score -48822 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -48822.722656 Penalty: 635.102173 Iteration 29Q: 3 clusters Score -48822.72 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -48824.093750 Penalty: 635.102173 Iteration 30Q: 3 clusters Score -48824.09 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -48825.011719 Penalty: 635.102173 Iteration 31Q: 3 clusters Score -48825.01 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -48826.664062 Penalty: 635.102173 Iteration 32Q: 3 clusters Score -48826.66 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -48829.269531 Penalty: 635.102173 Iteration 33Q: 3 clusters Score -48829.27 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -48830.085938 Penalty: 635.102173 Iteration 34Q: 3 clusters Score -48830.09 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -48830.820312 Penalty: 635.102173 Iteration 35Q: 3 clusters Score -48830.82 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -48830.972656 Penalty: 635.102173 Iteration 36Q: 3 clusters Score -48830.97 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -48830.972656 Penalty: 635.102173 Iteration 37F: 3 clusters Score -48830.97 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (1271 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Entering Unmasked Estep Score: -55140.992188 Penalty: 325.213928 Iteration 0F: 2 clusters Score -55140.99 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -54164.828125 Penalty: 650.427856 Iteration 0F: 3 clusters Score -54164.83 nChanged 502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -54476.410156 Penalty: 650.427856 Iteration 1F: 3 clusters Score -54476.41 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -54558.097656 Penalty: 650.427856 Iteration 2F: 3 clusters Score -54558.1 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -54622.226562 Penalty: 650.427856 Iteration 3F: 3 clusters Score -54622.23 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -54687.535156 Penalty: 650.427856 Iteration 4F: 3 clusters Score -54687.54 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -54729.214844 Penalty: 650.427856 Iteration 5Q: 3 clusters Score -54729.21 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -54771.015625 Penalty: 650.427856 Iteration 6Q: 3 clusters Score -54771.02 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 879 members Entering Unmasked Estep Score: -54821.738281 Penalty: 650.427856 Iteration 7Q: 3 clusters Score -54821.74 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -54847.214844 Penalty: 650.427856 Iteration 8Q: 3 clusters Score -54847.21 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -54859.351562 Penalty: 650.427856 Iteration 9Q: 3 clusters Score -54859.35 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -54865.726562 Penalty: 650.427856 Iteration 10Q: 3 clusters Score -54865.73 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -54869.941406 Penalty: 650.427856 Iteration 11Q: 3 clusters Score -54869.94 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -54872.765625 Penalty: 650.427856 Iteration 12Q: 3 clusters Score -54872.77 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -54873.902344 Penalty: 650.427856 Iteration 13Q: 3 clusters Score -54873.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -54875.289062 Penalty: 650.427856 Iteration 14Q: 3 clusters Score -54875.29 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -54876.085938 Penalty: 650.427856 Iteration 15Q: 3 clusters Score -54876.09 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -54877.136719 Penalty: 650.427856 Iteration 16Q: 3 clusters Score -54877.14 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -54877.136719 Penalty: 650.427856 Iteration 17F: 3 clusters Score -54877.14 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (730 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Entering Unmasked Estep Score: -29473.835938 Penalty: 299.983521 Iteration 0F: 2 clusters Score -29473.84 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -28834.058594 Penalty: 599.967041 Iteration 0F: 3 clusters Score -28834.06 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -28998.255859 Penalty: 599.967041 Iteration 1F: 3 clusters Score -28998.26 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -29052.626953 Penalty: 599.967041 Iteration 2F: 3 clusters Score -29052.63 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -29074.875000 Penalty: 599.967041 Iteration 3F: 3 clusters Score -29074.88 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -29090.443359 Penalty: 599.967041 Iteration 4Q: 3 clusters Score -29090.44 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -29104.810547 Penalty: 599.967041 Iteration 5Q: 3 clusters Score -29104.81 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -29121.144531 Penalty: 599.967041 Iteration 6Q: 3 clusters Score -29121.14 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -29129.763672 Penalty: 599.967041 Iteration 7Q: 3 clusters Score -29129.76 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -29135.832031 Penalty: 599.967041 Iteration 8Q: 3 clusters Score -29135.83 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -29143.283203 Penalty: 599.967041 Iteration 9Q: 3 clusters Score -29143.28 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -29149.410156 Penalty: 599.967041 Iteration 10Q: 3 clusters Score -29149.41 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -29154.443359 Penalty: 599.967041 Iteration 11Q: 3 clusters Score -29154.44 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -29156.554688 Penalty: 599.967041 Iteration 12Q: 3 clusters Score -29156.55 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -29158.318359 Penalty: 599.967041 Iteration 13Q: 3 clusters Score -29158.32 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -29159.558594 Penalty: 599.967041 Iteration 14Q: 3 clusters Score -29159.56 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -29163.320312 Penalty: 599.967041 Iteration 15Q: 3 clusters Score -29163.32 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -29169.296875 Penalty: 599.967041 Iteration 16Q: 3 clusters Score -29169.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -29175.638672 Penalty: 599.967041 Iteration 17Q: 3 clusters Score -29175.64 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -29185.812500 Penalty: 599.967041 Iteration 18Q: 3 clusters Score -29185.81 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -29211.687500 Penalty: 599.967041 Iteration 19Q: 3 clusters Score -29211.69 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -29217.685547 Penalty: 599.967041 Iteration 20F: 3 clusters Score -29217.69 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -29220.472656 Penalty: 599.967041 Iteration 21Q: 3 clusters Score -29220.47 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -29222.208984 Penalty: 599.967041 Iteration 22Q: 3 clusters Score -29222.21 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -29224.570312 Penalty: 599.967041 Iteration 23Q: 3 clusters Score -29224.57 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -29225.146484 Penalty: 599.967041 Iteration 24Q: 3 clusters Score -29225.15 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -29225.146484 Penalty: 599.967041 Iteration 25F: 3 clusters Score -29225.15 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (3682 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3682 members Entering Unmasked Estep Score: -154418.625000 Penalty: 373.610107 Iteration 0F: 2 clusters Score -154418.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1782 members Mstep: Class 2 contains 1900 members Entering Unmasked Estep Score: -151963.203125 Penalty: 747.220215 Iteration 0F: 3 clusters Score -151963.2 nChanged 1592 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1356 members Mstep: Class 2 contains 2326 members Entering Unmasked Estep Score: -152948.046875 Penalty: 747.220215 Iteration 1F: 3 clusters Score -152948 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 2526 members Entering Unmasked Estep Score: -153111.296875 Penalty: 747.220215 Iteration 2F: 3 clusters Score -153111.3 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 2720 members Entering Unmasked Estep Score: -153289.593750 Penalty: 747.220215 Iteration 3F: 3 clusters Score -153289.6 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 2912 members Entering Unmasked Estep Score: -153490.828125 Penalty: 747.220215 Iteration 4F: 3 clusters Score -153490.8 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 3076 members Entering Unmasked Estep Score: -153678.671875 Penalty: 747.220215 Iteration 5F: 3 clusters Score -153678.7 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 3199 members Entering Unmasked Estep Score: -153837.812500 Penalty: 747.220215 Iteration 6Q: 3 clusters Score -153837.8 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 3260 members Entering Unmasked Estep Score: -153960.656250 Penalty: 747.220215 Iteration 7Q: 3 clusters Score -153960.7 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 3282 members Entering Unmasked Estep Score: -154041.703125 Penalty: 747.220215 Iteration 8Q: 3 clusters Score -154041.7 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 3281 members Entering Unmasked Estep Score: -154092.093750 Penalty: 747.220215 Iteration 9Q: 3 clusters Score -154092.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 3274 members Entering Unmasked Estep Score: -154115.562500 Penalty: 747.220215 Iteration 10Q: 3 clusters Score -154115.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 3275 members Entering Unmasked Estep Score: -154122.984375 Penalty: 747.220215 Iteration 11Q: 3 clusters Score -154123 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 3275 members Entering Unmasked Estep Score: -154131.265625 Penalty: 747.220215 Iteration 12Q: 3 clusters Score -154131.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 3277 members Entering Unmasked Estep Score: -154136.953125 Penalty: 747.220215 Iteration 13Q: 3 clusters Score -154137 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 3282 members Entering Unmasked Estep Score: -154139.609375 Penalty: 747.220215 Iteration 14Q: 3 clusters Score -154139.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 3280 members Entering Unmasked Estep Score: -154142.109375 Penalty: 747.220215 Iteration 15Q: 3 clusters Score -154142.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 3283 members Entering Unmasked Estep Score: -154143.781250 Penalty: 747.220215 Iteration 16Q: 3 clusters Score -154143.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 3283 members Entering Unmasked Estep Score: -154144.406250 Penalty: 747.220215 Iteration 17Q: 3 clusters Score -154144.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 3283 members Entering Unmasked Estep Score: -154145.468750 Penalty: 747.220215 Iteration 18Q: 3 clusters Score -154145.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 3284 members Entering Unmasked Estep Score: -154145.750000 Penalty: 747.220215 Iteration 19Q: 3 clusters Score -154145.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 3285 members Entering Unmasked Estep Score: -154145.812500 Penalty: 747.220215 Iteration 20F: 3 clusters Score -154145.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (15148 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15148 members Entering Unmasked Estep Score: -697048.437500 Penalty: 437.965881 Iteration 0F: 2 clusters Score -697048.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7532 members Mstep: Class 2 contains 7616 members Entering Unmasked Estep Score: -686912.312500 Penalty: 875.931763 Iteration 0F: 3 clusters Score -686912.3 nChanged 7143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6917 members Mstep: Class 2 contains 8231 members Entering Unmasked Estep Score: -691692.812500 Penalty: 875.931763 Iteration 1F: 3 clusters Score -691692.8 nChanged 1093 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6450 members Mstep: Class 2 contains 8698 members Entering Unmasked Estep Score: -692429.437500 Penalty: 875.931763 Iteration 2F: 3 clusters Score -692429.4 nChanged 1202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5850 members Mstep: Class 2 contains 9298 members Entering Unmasked Estep Score: -693437.562500 Penalty: 875.931763 Iteration 3F: 3 clusters Score -693437.6 nChanged 1116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5306 members Mstep: Class 2 contains 9842 members Entering Unmasked Estep Score: -694456.437500 Penalty: 875.931763 Iteration 4F: 3 clusters Score -694456.4 nChanged 921 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4955 members Mstep: Class 2 contains 10193 members Entering Unmasked Estep Score: -695067.437500 Penalty: 875.931763 Iteration 5F: 3 clusters Score -695067.4 nChanged 554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4749 members Mstep: Class 2 contains 10399 members Entering Unmasked Estep Score: -695306.375000 Penalty: 875.931763 Iteration 6Q: 3 clusters Score -695306.4 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4549 members Mstep: Class 2 contains 10599 members Entering Unmasked Estep Score: -695415.187500 Penalty: 875.931763 Iteration 7Q: 3 clusters Score -695415.2 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4389 members Mstep: Class 2 contains 10759 members Entering Unmasked Estep Score: -695479.687500 Penalty: 875.931763 Iteration 8Q: 3 clusters Score -695479.7 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4241 members Mstep: Class 2 contains 10907 members Entering Unmasked Estep Score: -695535.312500 Penalty: 875.931763 Iteration 9Q: 3 clusters Score -695535.3 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4068 members Mstep: Class 2 contains 11080 members Entering Unmasked Estep Score: -695595.750000 Penalty: 875.931763 Iteration 10Q: 3 clusters Score -695595.8 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3887 members Mstep: Class 2 contains 11261 members Entering Unmasked Estep Score: -695661.750000 Penalty: 875.931763 Iteration 11Q: 3 clusters Score -695661.8 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3696 members Mstep: Class 2 contains 11452 members Entering Unmasked Estep Score: -695733.062500 Penalty: 875.931763 Iteration 12Q: 3 clusters Score -695733.1 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3514 members Mstep: Class 2 contains 11634 members Entering Unmasked Estep Score: -695805.375000 Penalty: 875.931763 Iteration 13Q: 3 clusters Score -695805.4 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3344 members Mstep: Class 2 contains 11804 members Entering Unmasked Estep Score: -695862.187500 Penalty: 875.931763 Iteration 14Q: 3 clusters Score -695862.2 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3178 members Mstep: Class 2 contains 11970 members Entering Unmasked Estep Score: -695914.437500 Penalty: 875.931763 Iteration 15Q: 3 clusters Score -695914.4 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3028 members Mstep: Class 2 contains 12120 members Entering Unmasked Estep Score: -695976.125000 Penalty: 875.931763 Iteration 16Q: 3 clusters Score -695976.1 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2858 members Mstep: Class 2 contains 12290 members Entering Unmasked Estep Score: -696048.625000 Penalty: 875.931763 Iteration 17Q: 3 clusters Score -696048.6 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2685 members Mstep: Class 2 contains 12463 members Entering Unmasked Estep Score: -696110.937500 Penalty: 875.931763 Iteration 18Q: 3 clusters Score -696110.9 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2536 members Mstep: Class 2 contains 12612 members Entering Unmasked Estep Score: -696168.125000 Penalty: 875.931763 Iteration 19Q: 3 clusters Score -696168.1 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2392 members Mstep: Class 2 contains 12756 members Entering Unmasked Estep Score: -696213.625000 Penalty: 875.931763 Iteration 20F: 3 clusters Score -696213.6 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2267 members Mstep: Class 2 contains 12881 members Entering Unmasked Estep Score: -696249.750000 Penalty: 875.931763 Iteration 21Q: 3 clusters Score -696249.8 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2157 members Mstep: Class 2 contains 12991 members Entering Unmasked Estep Score: -696281.812500 Penalty: 875.931763 Iteration 22Q: 3 clusters Score -696281.8 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2039 members Mstep: Class 2 contains 13109 members Entering Unmasked Estep Score: -696319.312500 Penalty: 875.931763 Iteration 23Q: 3 clusters Score -696319.3 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1919 members Mstep: Class 2 contains 13229 members Entering Unmasked Estep Score: -696352.750000 Penalty: 875.931763 Iteration 24Q: 3 clusters Score -696352.8 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1806 members Mstep: Class 2 contains 13342 members Entering Unmasked Estep Score: -696388.562500 Penalty: 875.931763 Iteration 25Q: 3 clusters Score -696388.6 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1696 members Mstep: Class 2 contains 13452 members Entering Unmasked Estep Score: -696421.625000 Penalty: 875.931763 Iteration 26Q: 3 clusters Score -696421.6 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1596 members Mstep: Class 2 contains 13552 members Entering Unmasked Estep Score: -696451.562500 Penalty: 875.931763 Iteration 27Q: 3 clusters Score -696451.6 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1497 members Mstep: Class 2 contains 13651 members Entering Unmasked Estep Score: -696481.125000 Penalty: 875.931763 Iteration 28Q: 3 clusters Score -696481.1 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1401 members Mstep: Class 2 contains 13747 members Entering Unmasked Estep Score: -696511.562500 Penalty: 875.931763 Iteration 29Q: 3 clusters Score -696511.6 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 13839 members Entering Unmasked Estep Score: -696535.000000 Penalty: 875.931763 Iteration 30Q: 3 clusters Score -696535 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 13914 members Entering Unmasked Estep Score: -696557.812500 Penalty: 875.931763 Iteration 31Q: 3 clusters Score -696557.8 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 13974 members Entering Unmasked Estep Score: -696576.000000 Penalty: 875.931763 Iteration 32Q: 3 clusters Score -696576 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Mstep: Class 2 contains 14033 members Entering Unmasked Estep Score: -696590.312500 Penalty: 875.931763 Iteration 33Q: 3 clusters Score -696590.3 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 14084 members Entering Unmasked Estep Score: -696603.000000 Penalty: 875.931763 Iteration 34Q: 3 clusters Score -696603 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1010 members Mstep: Class 2 contains 14138 members Entering Unmasked Estep Score: -696617.500000 Penalty: 875.931763 Iteration 35Q: 3 clusters Score -696617.5 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 14187 members Entering Unmasked Estep Score: -696630.250000 Penalty: 875.931763 Iteration 36Q: 3 clusters Score -696630.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 14234 members Entering Unmasked Estep Score: -696645.625000 Penalty: 875.931763 Iteration 37Q: 3 clusters Score -696645.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 14277 members Entering Unmasked Estep Score: -696655.625000 Penalty: 875.931763 Iteration 38Q: 3 clusters Score -696655.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 14314 members Entering Unmasked Estep Score: -696666.125000 Penalty: 875.931763 Iteration 39Q: 3 clusters Score -696666.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 14346 members Entering Unmasked Estep Score: -696671.062500 Penalty: 875.931763 Iteration 40F: 3 clusters Score -696671.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 14372 members Entering Unmasked Estep Score: -696675.875000 Penalty: 875.931763 Iteration 41Q: 3 clusters Score -696675.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 14397 members Entering Unmasked Estep Score: -696681.500000 Penalty: 875.931763 Iteration 42Q: 3 clusters Score -696681.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 14421 members Entering Unmasked Estep Score: -696688.437500 Penalty: 875.931763 Iteration 43Q: 3 clusters Score -696688.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 14448 members Entering Unmasked Estep Score: -696692.562500 Penalty: 875.931763 Iteration 44Q: 3 clusters Score -696692.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 14472 members Entering Unmasked Estep Score: -696699.625000 Penalty: 875.931763 Iteration 45Q: 3 clusters Score -696699.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 14492 members Entering Unmasked Estep Score: -696702.875000 Penalty: 875.931763 Iteration 46Q: 3 clusters Score -696702.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 14512 members Entering Unmasked Estep Score: -696706.375000 Penalty: 875.931763 Iteration 47Q: 3 clusters Score -696706.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 14527 members Entering Unmasked Estep Score: -696710.062500 Penalty: 875.931763 Iteration 48Q: 3 clusters Score -696710.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 14536 members Entering Unmasked Estep Score: -696711.375000 Penalty: 875.931763 Iteration 49Q: 3 clusters Score -696711.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 14547 members Entering Unmasked Estep Score: -696713.000000 Penalty: 875.931763 Iteration 50Q: 3 clusters Score -696713 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 14557 members Entering Unmasked Estep Score: -696715.625000 Penalty: 875.931763 Iteration 51Q: 3 clusters Score -696715.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 14567 members Entering Unmasked Estep Score: -696718.562500 Penalty: 875.931763 Iteration 52Q: 3 clusters Score -696718.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 14577 members Entering Unmasked Estep Score: -696722.062500 Penalty: 875.931763 Iteration 53Q: 3 clusters Score -696722.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 14583 members Entering Unmasked Estep Score: -696722.687500 Penalty: 875.931763 Iteration 54Q: 3 clusters Score -696722.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 14589 members Entering Unmasked Estep Score: -696722.875000 Penalty: 875.931763 Iteration 55Q: 3 clusters Score -696722.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 14591 members Entering Unmasked Estep Score: -696723.187500 Penalty: 875.931763 Iteration 56Q: 3 clusters Score -696723.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 14595 members Entering Unmasked Estep Score: -696724.250000 Penalty: 875.931763 Iteration 57Q: 3 clusters Score -696724.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 14600 members Entering Unmasked Estep Score: -696726.000000 Penalty: 875.931763 Iteration 58Q: 3 clusters Score -696726 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 14607 members Entering Unmasked Estep Score: -696726.687500 Penalty: 875.931763 Iteration 59Q: 3 clusters Score -696726.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 14613 members Entering Unmasked Estep Score: -696727.312500 Penalty: 875.931763 Iteration 60F: 3 clusters Score -696727.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 14620 members Entering Unmasked Estep Score: -696729.625000 Penalty: 875.931763 Iteration 61Q: 3 clusters Score -696729.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 14631 members Entering Unmasked Estep Score: -696731.437500 Penalty: 875.931763 Iteration 62Q: 3 clusters Score -696731.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 14643 members Entering Unmasked Estep Score: -696735.125000 Penalty: 875.931763 Iteration 63Q: 3 clusters Score -696735.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 14650 members Entering Unmasked Estep Score: -696735.062500 Penalty: 875.931763 Iteration 64Q: 3 clusters Score -696735.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 14656 members Entering Unmasked Estep Score: -696736.312500 Penalty: 875.931763 Iteration 65Q: 3 clusters Score -696736.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 14662 members Entering Unmasked Estep Score: -696737.812500 Penalty: 875.931763 Iteration 66Q: 3 clusters Score -696737.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 14668 members Entering Unmasked Estep Score: -696739.687500 Penalty: 875.931763 Iteration 67Q: 3 clusters Score -696739.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 14672 members Entering Unmasked Estep Score: -696739.750000 Penalty: 875.931763 Iteration 68Q: 3 clusters Score -696739.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 14675 members Entering Unmasked Estep Score: -696739.687500 Penalty: 875.931763 Iteration 69Q: 3 clusters Score -696739.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 14678 members Entering Unmasked Estep Score: -696740.000000 Penalty: 875.931763 Iteration 70Q: 3 clusters Score -696740 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 14678 members Entering Unmasked Estep Score: -696740.000000 Penalty: 875.931763 Iteration 71F: 3 clusters Score -696740 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (772 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Entering Unmasked Estep Score: -31025.468750 Penalty: 302.528778 Iteration 0F: 2 clusters Score -31025.47 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -30360.037109 Penalty: 605.057556 Iteration 0F: 3 clusters Score -30360.04 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -30547.257812 Penalty: 605.057556 Iteration 1F: 3 clusters Score -30547.26 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -30579.210938 Penalty: 605.057556 Iteration 2F: 3 clusters Score -30579.21 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -30607.734375 Penalty: 605.057556 Iteration 3Q: 3 clusters Score -30607.73 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -30628.695312 Penalty: 605.057556 Iteration 4Q: 3 clusters Score -30628.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -30649.164062 Penalty: 605.057556 Iteration 5Q: 3 clusters Score -30649.16 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -30661.394531 Penalty: 605.057556 Iteration 6Q: 3 clusters Score -30661.39 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -30669.169922 Penalty: 605.057556 Iteration 7Q: 3 clusters Score -30669.17 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -30678.576172 Penalty: 605.057556 Iteration 8Q: 3 clusters Score -30678.58 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -30687.392578 Penalty: 605.057556 Iteration 9Q: 3 clusters Score -30687.39 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -30698.564453 Penalty: 605.057556 Iteration 10Q: 3 clusters Score -30698.56 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -30705.722656 Penalty: 605.057556 Iteration 11Q: 3 clusters Score -30705.72 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -30711.091797 Penalty: 605.057556 Iteration 12Q: 3 clusters Score -30711.09 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -30718.978516 Penalty: 605.057556 Iteration 13Q: 3 clusters Score -30718.98 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -30726.410156 Penalty: 605.057556 Iteration 14Q: 3 clusters Score -30726.41 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -30737.193359 Penalty: 605.057556 Iteration 15Q: 3 clusters Score -30737.19 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -30745.435547 Penalty: 605.057556 Iteration 16Q: 3 clusters Score -30745.44 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -30747.957031 Penalty: 605.057556 Iteration 17Q: 3 clusters Score -30747.96 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -30750.957031 Penalty: 605.057556 Iteration 18Q: 3 clusters Score -30750.96 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -30753.119141 Penalty: 605.057556 Iteration 19Q: 3 clusters Score -30753.12 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -30754.617188 Penalty: 605.057556 Iteration 20F: 3 clusters Score -30754.62 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -30755.705078 Penalty: 605.057556 Iteration 21Q: 3 clusters Score -30755.71 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -30756.046875 Penalty: 605.057556 Iteration 22Q: 3 clusters Score -30756.05 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -30756.632812 Penalty: 605.057556 Iteration 23Q: 3 clusters Score -30756.63 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -30756.632812 Penalty: 605.057556 Iteration 24F: 3 clusters Score -30756.63 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (252092 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252092 members Entering Unmasked Estep Score: -10878784.000000 Penalty: 565.908508 Iteration 0F: 2 clusters Score -1.087878e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126108 members Mstep: Class 2 contains 125984 members Entering Unmasked Estep Score: -10714049.000000 Penalty: 1131.817017 Iteration 0F: 3 clusters Score -1.071405e+07 nChanged 124318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131918 members Mstep: Class 2 contains 120174 members Entering Unmasked Estep Score: -10791591.000000 Penalty: 1131.817017 Iteration 1F: 3 clusters Score -1.079159e+07 nChanged 8744 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135622 members Mstep: Class 2 contains 116470 members Entering Unmasked Estep Score: -10793812.000000 Penalty: 1131.817017 Iteration 2Q: 3 clusters Score -1.079381e+07 nChanged 9810 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141172 members Mstep: Class 2 contains 110920 members Entering Unmasked Estep Score: -10796874.000000 Penalty: 1131.817017 Iteration 3Q: 3 clusters Score -1.079687e+07 nChanged 11513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149017 members Mstep: Class 2 contains 103075 members Entering Unmasked Estep Score: -10801645.000000 Penalty: 1131.817017 Iteration 4Q: 3 clusters Score -1.080164e+07 nChanged 13181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159242 members Mstep: Class 2 contains 92850 members Entering Unmasked Estep Score: -10809093.000000 Penalty: 1131.817017 Iteration 5F: 3 clusters Score -1.080909e+07 nChanged 14912 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171518 members Mstep: Class 2 contains 80574 members Entering Unmasked Estep Score: -10820208.000000 Penalty: 1131.817017 Iteration 6F: 3 clusters Score -1.082021e+07 nChanged 15323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184129 members Mstep: Class 2 contains 67963 members Entering Unmasked Estep Score: -10835183.000000 Penalty: 1131.817017 Iteration 7F: 3 clusters Score -1.083518e+07 nChanged 13739 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194422 members Mstep: Class 2 contains 57670 members Entering Unmasked Estep Score: -10849253.000000 Penalty: 1131.817017 Iteration 8F: 3 clusters Score -1.084925e+07 nChanged 10364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201082 members Mstep: Class 2 contains 51010 members Entering Unmasked Estep Score: -10857166.000000 Penalty: 1131.817017 Iteration 9Q: 3 clusters Score -1.085717e+07 nChanged 7113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206041 members Mstep: Class 2 contains 46051 members Entering Unmasked Estep Score: -10861108.000000 Penalty: 1131.817017 Iteration 10Q: 3 clusters Score -1.086111e+07 nChanged 5160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210385 members Mstep: Class 2 contains 41707 members Entering Unmasked Estep Score: -10863661.000000 Penalty: 1131.817017 Iteration 11Q: 3 clusters Score -1.086366e+07 nChanged 4428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214495 members Mstep: Class 2 contains 37597 members Entering Unmasked Estep Score: -10865805.000000 Penalty: 1131.817017 Iteration 12Q: 3 clusters Score -1.08658e+07 nChanged 4008 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218319 members Mstep: Class 2 contains 33773 members Entering Unmasked Estep Score: -10867545.000000 Penalty: 1131.817017 Iteration 13Q: 3 clusters Score -1.086754e+07 nChanged 3594 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221765 members Mstep: Class 2 contains 30327 members Entering Unmasked Estep Score: -10869186.000000 Penalty: 1131.817017 Iteration 14Q: 3 clusters Score -1.086919e+07 nChanged 3200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224813 members Mstep: Class 2 contains 27279 members Entering Unmasked Estep Score: -10870677.000000 Penalty: 1131.817017 Iteration 15Q: 3 clusters Score -1.087068e+07 nChanged 2909 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227614 members Mstep: Class 2 contains 24478 members Entering Unmasked Estep Score: -10871768.000000 Penalty: 1131.817017 Iteration 16Q: 3 clusters Score -1.087177e+07 nChanged 2590 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230114 members Mstep: Class 2 contains 21978 members Entering Unmasked Estep Score: -10872658.000000 Penalty: 1131.817017 Iteration 17Q: 3 clusters Score -1.087266e+07 nChanged 2355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232411 members Mstep: Class 2 contains 19681 members Entering Unmasked Estep Score: -10873362.000000 Penalty: 1131.817017 Iteration 18Q: 3 clusters Score -1.087336e+07 nChanged 2138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234515 members Mstep: Class 2 contains 17577 members Entering Unmasked Estep Score: -10873857.000000 Penalty: 1131.817017 Iteration 19Q: 3 clusters Score -1.087386e+07 nChanged 1957 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236448 members Mstep: Class 2 contains 15644 members Entering Unmasked Estep Score: -10874418.000000 Penalty: 1131.817017 Iteration 20F: 3 clusters Score -1.087442e+07 nChanged 1905 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238347 members Mstep: Class 2 contains 13745 members Entering Unmasked Estep Score: -10874996.000000 Penalty: 1131.817017 Iteration 21Q: 3 clusters Score -1.0875e+07 nChanged 1882 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240227 members Mstep: Class 2 contains 11865 members Entering Unmasked Estep Score: -10875519.000000 Penalty: 1131.817017 Iteration 22Q: 3 clusters Score -1.087552e+07 nChanged 1787 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242014 members Mstep: Class 2 contains 10078 members Entering Unmasked Estep Score: -10876107.000000 Penalty: 1131.817017 Iteration 23Q: 3 clusters Score -1.087611e+07 nChanged 1721 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243735 members Mstep: Class 2 contains 8357 members Entering Unmasked Estep Score: -10876565.000000 Penalty: 1131.817017 Iteration 24Q: 3 clusters Score -1.087656e+07 nChanged 1546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245281 members Mstep: Class 2 contains 6811 members Entering Unmasked Estep Score: -10877020.000000 Penalty: 1131.817017 Iteration 25Q: 3 clusters Score -1.087702e+07 nChanged 1322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246603 members Mstep: Class 2 contains 5489 members Entering Unmasked Estep Score: -10877499.000000 Penalty: 1131.817017 Iteration 26Q: 3 clusters Score -1.08775e+07 nChanged 1141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247744 members Mstep: Class 2 contains 4348 members Entering Unmasked Estep Score: -10877768.000000 Penalty: 1131.817017 Iteration 27Q: 3 clusters Score -1.087777e+07 nChanged 915 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248659 members Mstep: Class 2 contains 3433 members Entering Unmasked Estep Score: -10877981.000000 Penalty: 1131.817017 Iteration 28Q: 3 clusters Score -1.087798e+07 nChanged 687 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249346 members Mstep: Class 2 contains 2746 members Entering Unmasked Estep Score: -10878111.000000 Penalty: 1131.817017 Iteration 29Q: 3 clusters Score -1.087811e+07 nChanged 516 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249860 members Mstep: Class 2 contains 2232 members Entering Unmasked Estep Score: -10878206.000000 Penalty: 1131.817017 Iteration 30Q: 3 clusters Score -1.087821e+07 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250240 members Mstep: Class 2 contains 1852 members Entering Unmasked Estep Score: -10878274.000000 Penalty: 1131.817017 Iteration 31Q: 3 clusters Score -1.087827e+07 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250524 members Mstep: Class 2 contains 1568 members Entering Unmasked Estep Score: -10878352.000000 Penalty: 1131.817017 Iteration 32Q: 3 clusters Score -1.087835e+07 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250739 members Mstep: Class 2 contains 1353 members Entering Unmasked Estep Score: -10878339.000000 Penalty: 1131.817017 Iteration 33Q: 3 clusters Score -1.087834e+07 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250882 members Mstep: Class 2 contains 1210 members Entering Unmasked Estep Score: -10878394.000000 Penalty: 1131.817017 Iteration 34Q: 3 clusters Score -1.087839e+07 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250989 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -10878385.000000 Penalty: 1131.817017 Iteration 35Q: 3 clusters Score -1.087838e+07 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251072 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -10878382.000000 Penalty: 1131.817017 Iteration 36Q: 3 clusters Score -1.087838e+07 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251144 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -10878408.000000 Penalty: 1131.817017 Iteration 37Q: 3 clusters Score -1.087841e+07 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251215 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -10878413.000000 Penalty: 1131.817017 Iteration 38Q: 3 clusters Score -1.087841e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251262 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -10878430.000000 Penalty: 1131.817017 Iteration 39Q: 3 clusters Score -1.087843e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251301 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -10878441.000000 Penalty: 1131.817017 Iteration 40F: 3 clusters Score -1.087844e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251337 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -10878439.000000 Penalty: 1131.817017 Iteration 41Q: 3 clusters Score -1.087844e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251361 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -10878451.000000 Penalty: 1131.817017 Iteration 42Q: 3 clusters Score -1.087845e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251383 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -10878458.000000 Penalty: 1131.817017 Iteration 43Q: 3 clusters Score -1.087846e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251412 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -10878456.000000 Penalty: 1131.817017 Iteration 44Q: 3 clusters Score -1.087846e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251447 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -10878449.000000 Penalty: 1131.817017 Iteration 45Q: 3 clusters Score -1.087845e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251478 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -10878460.000000 Penalty: 1131.817017 Iteration 46Q: 3 clusters Score -1.087846e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251500 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -10878461.000000 Penalty: 1131.817017 Iteration 47Q: 3 clusters Score -1.087846e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251505 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -10878463.000000 Penalty: 1131.817017 Iteration 48Q: 3 clusters Score -1.087846e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251510 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -10878459.000000 Penalty: 1131.817017 Iteration 49Q: 3 clusters Score -1.087846e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251514 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -10878455.000000 Penalty: 1131.817017 Iteration 50Q: 3 clusters Score -1.087846e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251520 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -10878459.000000 Penalty: 1131.817017 Iteration 51Q: 3 clusters Score -1.087846e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251523 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -10878461.000000 Penalty: 1131.817017 Iteration 52Q: 3 clusters Score -1.087846e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251527 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -10878458.000000 Penalty: 1131.817017 Iteration 53Q: 3 clusters Score -1.087846e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251533 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -10878458.000000 Penalty: 1131.817017 Iteration 54Q: 3 clusters Score -1.087846e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251532 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -10878462.000000 Penalty: 1131.817017 Iteration 55Q: 3 clusters Score -1.087846e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251537 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -10878463.000000 Penalty: 1131.817017 Iteration 56Q: 3 clusters Score -1.087846e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251546 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -10878464.000000 Penalty: 1131.817017 Iteration 57Q: 3 clusters Score -1.087846e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251557 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -10878468.000000 Penalty: 1131.817017 Iteration 58Q: 3 clusters Score -1.087847e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251564 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -10878461.000000 Penalty: 1131.817017 Iteration 59Q: 3 clusters Score -1.087846e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251573 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -10878465.000000 Penalty: 1131.817017 Iteration 60F: 3 clusters Score -1.087846e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251578 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -10878468.000000 Penalty: 1131.817017 Iteration 61Q: 3 clusters Score -1.087847e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251581 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -10878472.000000 Penalty: 1131.817017 Iteration 62Q: 3 clusters Score -1.087847e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251584 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -10878469.000000 Penalty: 1131.817017 Iteration 63Q: 3 clusters Score -1.087847e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251591 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -10878462.000000 Penalty: 1131.817017 Iteration 64Q: 3 clusters Score -1.087846e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251597 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -10878462.000000 Penalty: 1131.817017 Iteration 65Q: 3 clusters Score -1.087846e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251601 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -10878465.000000 Penalty: 1131.817017 Iteration 66Q: 3 clusters Score -1.087846e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251608 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -10878468.000000 Penalty: 1131.817017 Iteration 67Q: 3 clusters Score -1.087847e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251614 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -10878469.000000 Penalty: 1131.817017 Iteration 68Q: 3 clusters Score -1.087847e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251620 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -10878464.000000 Penalty: 1131.817017 Iteration 69Q: 3 clusters Score -1.087846e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251622 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -10878468.000000 Penalty: 1131.817017 Iteration 70Q: 3 clusters Score -1.087847e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251625 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -10878470.000000 Penalty: 1131.817017 Iteration 71Q: 3 clusters Score -1.087847e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251628 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -10878471.000000 Penalty: 1131.817017 Iteration 72Q: 3 clusters Score -1.087847e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251631 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -10878474.000000 Penalty: 1131.817017 Iteration 73Q: 3 clusters Score -1.087847e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251635 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -10878466.000000 Penalty: 1131.817017 Iteration 74Q: 3 clusters Score -1.087847e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251640 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -10878472.000000 Penalty: 1131.817017 Iteration 75Q: 3 clusters Score -1.087847e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251642 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -10878468.000000 Penalty: 1131.817017 Iteration 76Q: 3 clusters Score -1.087847e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251643 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -10878468.000000 Penalty: 1131.817017 Iteration 77Q: 3 clusters Score -1.087847e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251647 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -10878469.000000 Penalty: 1131.817017 Iteration 78Q: 3 clusters Score -1.087847e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251649 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -10878467.000000 Penalty: 1131.817017 Iteration 79Q: 3 clusters Score -1.087847e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251650 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -10878469.000000 Penalty: 1131.817017 Iteration 80F: 3 clusters Score -1.087847e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251651 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -10878473.000000 Penalty: 1131.817017 Iteration 81Q: 3 clusters Score -1.087847e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251651 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -10878477.000000 Penalty: 1131.817017 Iteration 82Q: 3 clusters Score -1.087848e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251655 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -10878477.000000 Penalty: 1131.817017 Iteration 83Q: 3 clusters Score -1.087848e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251660 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -10878479.000000 Penalty: 1131.817017 Iteration 84Q: 3 clusters Score -1.087848e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251665 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -10878475.000000 Penalty: 1131.817017 Iteration 85Q: 3 clusters Score -1.087848e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251669 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -10878471.000000 Penalty: 1131.817017 Iteration 86Q: 3 clusters Score -1.087847e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251674 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -10878470.000000 Penalty: 1131.817017 Iteration 87Q: 3 clusters Score -1.087847e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251678 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -10878472.000000 Penalty: 1131.817017 Iteration 88Q: 3 clusters Score -1.087847e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251682 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -10878472.000000 Penalty: 1131.817017 Iteration 89Q: 3 clusters Score -1.087847e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251686 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -10878474.000000 Penalty: 1131.817017 Iteration 90Q: 3 clusters Score -1.087847e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251686 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -10878474.000000 Penalty: 1131.817017 Iteration 91F: 3 clusters Score -1.087847e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (210 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Entering Unmasked Estep Score: -7994.052734 Penalty: 243.293381 Iteration 0F: 2 clusters Score -7994.053 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -7705.619629 Penalty: 486.586761 Iteration 0F: 3 clusters Score -7705.62 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -7771.102539 Penalty: 486.586761 Iteration 1F: 3 clusters Score -7771.103 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -7785.958008 Penalty: 486.586761 Iteration 2F: 3 clusters Score -7785.958 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -7798.732422 Penalty: 486.586761 Iteration 3F: 3 clusters Score -7798.732 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -7810.115234 Penalty: 486.586761 Iteration 4Q: 3 clusters Score -7810.115 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -7810.571289 Penalty: 486.586761 Iteration 5Q: 3 clusters Score -7810.571 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -7811.311035 Penalty: 486.586761 Iteration 6Q: 3 clusters Score -7811.311 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -7811.785645 Penalty: 486.586761 Iteration 7Q: 3 clusters Score -7811.786 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -7811.785645 Penalty: 486.586761 Iteration 8F: 3 clusters Score -7811.786 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (1802 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1802 members Entering Unmasked Estep Score: -76532.000000 Penalty: 341.097687 Iteration 0F: 2 clusters Score -76532 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -75208.554688 Penalty: 682.195374 Iteration 0F: 3 clusters Score -75208.55 nChanged 742 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -75600.062500 Penalty: 682.195374 Iteration 1F: 3 clusters Score -75600.06 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -75679.460938 Penalty: 682.195374 Iteration 2F: 3 clusters Score -75679.46 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -75743.453125 Penalty: 682.195374 Iteration 3F: 3 clusters Score -75743.45 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -75824.921875 Penalty: 682.195374 Iteration 4F: 3 clusters Score -75824.92 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -75919.218750 Penalty: 682.195374 Iteration 5F: 3 clusters Score -75919.22 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -75992.804688 Penalty: 682.195374 Iteration 6F: 3 clusters Score -75992.8 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -76041.218750 Penalty: 682.195374 Iteration 7Q: 3 clusters Score -76041.22 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -76075.859375 Penalty: 682.195374 Iteration 8Q: 3 clusters Score -76075.86 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -76100.265625 Penalty: 682.195374 Iteration 9Q: 3 clusters Score -76100.27 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -76121.117188 Penalty: 682.195374 Iteration 10Q: 3 clusters Score -76121.12 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -76136.453125 Penalty: 682.195374 Iteration 11Q: 3 clusters Score -76136.45 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -76150.687500 Penalty: 682.195374 Iteration 12Q: 3 clusters Score -76150.69 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -76165.968750 Penalty: 682.195374 Iteration 13Q: 3 clusters Score -76165.97 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -76179.078125 Penalty: 682.195374 Iteration 14Q: 3 clusters Score -76179.08 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1258 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -76194.500000 Penalty: 682.195374 Iteration 15Q: 3 clusters Score -76194.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1261 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -76205.484375 Penalty: 682.195374 Iteration 16Q: 3 clusters Score -76205.48 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1268 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -76217.648438 Penalty: 682.195374 Iteration 17Q: 3 clusters Score -76217.65 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1274 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -76231.585938 Penalty: 682.195374 Iteration 18Q: 3 clusters Score -76231.59 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1279 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -76243.726562 Penalty: 682.195374 Iteration 19Q: 3 clusters Score -76243.73 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -76254.812500 Penalty: 682.195374 Iteration 20F: 3 clusters Score -76254.81 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1283 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -76267.914062 Penalty: 682.195374 Iteration 21Q: 3 clusters Score -76267.91 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -76274.257812 Penalty: 682.195374 Iteration 22Q: 3 clusters Score -76274.26 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -76280.375000 Penalty: 682.195374 Iteration 23Q: 3 clusters Score -76280.38 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -76283.921875 Penalty: 682.195374 Iteration 24Q: 3 clusters Score -76283.92 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1283 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -76287.234375 Penalty: 682.195374 Iteration 25Q: 3 clusters Score -76287.23 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1282 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -76290.359375 Penalty: 682.195374 Iteration 26Q: 3 clusters Score -76290.36 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1279 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -76292.179688 Penalty: 682.195374 Iteration 27Q: 3 clusters Score -76292.18 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1277 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -76294.859375 Penalty: 682.195374 Iteration 28Q: 3 clusters Score -76294.86 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1276 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -76295.828125 Penalty: 682.195374 Iteration 29Q: 3 clusters Score -76295.83 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -76296.476562 Penalty: 682.195374 Iteration 30Q: 3 clusters Score -76296.48 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -76296.476562 Penalty: 682.195374 Iteration 31F: 3 clusters Score -76296.48 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (334 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Entering Unmasked Estep Score: -12815.240234 Penalty: 264.406921 Iteration 0F: 2 clusters Score -12815.24 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -12455.057617 Penalty: 528.813843 Iteration 0F: 3 clusters Score -12455.06 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -12537.956055 Penalty: 528.813843 Iteration 1F: 3 clusters Score -12537.96 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -12573.994141 Penalty: 528.813843 Iteration 2F: 3 clusters Score -12573.99 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -12605.839844 Penalty: 528.813843 Iteration 3F: 3 clusters Score -12605.84 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -12654.904297 Penalty: 528.813843 Iteration 4F: 3 clusters Score -12654.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -12677.021484 Penalty: 528.813843 Iteration 5Q: 3 clusters Score -12677.02 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -12684.904297 Penalty: 528.813843 Iteration 6Q: 3 clusters Score -12684.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -12684.904297 Penalty: 528.813843 Iteration 7F: 3 clusters Score -12684.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (6884 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6884 members Entering Unmasked Estep Score: -300618.250000 Penalty: 402.081451 Iteration 0F: 2 clusters Score -300618.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3384 members Mstep: Class 2 contains 3500 members Entering Unmasked Estep Score: -295983.156250 Penalty: 804.162903 Iteration 0F: 3 clusters Score -295983.2 nChanged 3174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3152 members Mstep: Class 2 contains 3732 members Entering Unmasked Estep Score: -297707.593750 Penalty: 804.162903 Iteration 1F: 3 clusters Score -297707.6 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2981 members Mstep: Class 2 contains 3903 members Entering Unmasked Estep Score: -297829.843750 Penalty: 804.162903 Iteration 2Q: 3 clusters Score -297829.8 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2719 members Mstep: Class 2 contains 4165 members Entering Unmasked Estep Score: -297970.593750 Penalty: 804.162903 Iteration 3Q: 3 clusters Score -297970.6 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2372 members Mstep: Class 2 contains 4512 members Entering Unmasked Estep Score: -298182.093750 Penalty: 804.162903 Iteration 4F: 3 clusters Score -298182.1 nChanged 484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1890 members Mstep: Class 2 contains 4994 members Entering Unmasked Estep Score: -298524.968750 Penalty: 804.162903 Iteration 5F: 3 clusters Score -298525 nChanged 545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1349 members Mstep: Class 2 contains 5535 members Entering Unmasked Estep Score: -298988.843750 Penalty: 804.162903 Iteration 6F: 3 clusters Score -298988.8 nChanged 556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 6091 members Entering Unmasked Estep Score: -299511.531250 Penalty: 804.162903 Iteration 7F: 3 clusters Score -299511.5 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 6482 members Entering Unmasked Estep Score: -299888.437500 Penalty: 804.162903 Iteration 8F: 3 clusters Score -299888.4 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 6684 members Entering Unmasked Estep Score: -300078.718750 Penalty: 804.162903 Iteration 9Q: 3 clusters Score -300078.7 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 6769 members Entering Unmasked Estep Score: -300168.062500 Penalty: 804.162903 Iteration 10Q: 3 clusters Score -300168.1 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 6813 members Entering Unmasked Estep Score: -300233.312500 Penalty: 804.162903 Iteration 11Q: 3 clusters Score -300233.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 6823 members Entering Unmasked Estep Score: -300257.062500 Penalty: 804.162903 Iteration 12Q: 3 clusters Score -300257.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56 members Mstep: Class 2 contains 6828 members Entering Unmasked Estep Score: -300267.281250 Penalty: 804.162903 Iteration 13Q: 3 clusters Score -300267.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57 members Mstep: Class 2 contains 6827 members Entering Unmasked Estep Score: -300269.656250 Penalty: 804.162903 Iteration 14Q: 3 clusters Score -300269.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56 members Mstep: Class 2 contains 6828 members Entering Unmasked Estep Score: -300271.093750 Penalty: 804.162903 Iteration 15Q: 3 clusters Score -300271.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57 members Mstep: Class 2 contains 6827 members Entering Unmasked Estep Score: -300272.218750 Penalty: 804.162903 Iteration 16Q: 3 clusters Score -300272.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 6826 members Entering Unmasked Estep Score: -300272.906250 Penalty: 804.162903 Iteration 17Q: 3 clusters Score -300272.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 6826 members Entering Unmasked Estep Score: -300272.906250 Penalty: 804.162903 Iteration 18F: 3 clusters Score -300272.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (5745 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5745 members Entering Unmasked Estep Score: -269085.093750 Penalty: 393.851868 Iteration 0F: 2 clusters Score -269085.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2835 members Mstep: Class 2 contains 2910 members Entering Unmasked Estep Score: -265231.468750 Penalty: 787.703735 Iteration 0F: 3 clusters Score -265231.5 nChanged 2579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2582 members Mstep: Class 2 contains 3163 members Entering Unmasked Estep Score: -266757.875000 Penalty: 787.703735 Iteration 1F: 3 clusters Score -266757.9 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2412 members Mstep: Class 2 contains 3333 members Entering Unmasked Estep Score: -266991.343750 Penalty: 787.703735 Iteration 2F: 3 clusters Score -266991.3 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2201 members Mstep: Class 2 contains 3544 members Entering Unmasked Estep Score: -267267.656250 Penalty: 787.703735 Iteration 3F: 3 clusters Score -267267.7 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1959 members Mstep: Class 2 contains 3786 members Entering Unmasked Estep Score: -267606.437500 Penalty: 787.703735 Iteration 4F: 3 clusters Score -267606.4 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1749 members Mstep: Class 2 contains 3996 members Entering Unmasked Estep Score: -267909.843750 Penalty: 787.703735 Iteration 5F: 3 clusters Score -267909.8 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1605 members Mstep: Class 2 contains 4140 members Entering Unmasked Estep Score: -268091.656250 Penalty: 787.703735 Iteration 6Q: 3 clusters Score -268091.7 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1496 members Mstep: Class 2 contains 4249 members Entering Unmasked Estep Score: -268194.031250 Penalty: 787.703735 Iteration 7Q: 3 clusters Score -268194 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1402 members Mstep: Class 2 contains 4343 members Entering Unmasked Estep Score: -268258.312500 Penalty: 787.703735 Iteration 8Q: 3 clusters Score -268258.3 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 4427 members Entering Unmasked Estep Score: -268307.343750 Penalty: 787.703735 Iteration 9Q: 3 clusters Score -268307.3 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1252 members Mstep: Class 2 contains 4493 members Entering Unmasked Estep Score: -268346.093750 Penalty: 787.703735 Iteration 10Q: 3 clusters Score -268346.1 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 4564 members Entering Unmasked Estep Score: -268380.937500 Penalty: 787.703735 Iteration 11Q: 3 clusters Score -268380.9 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 4627 members Entering Unmasked Estep Score: -268405.093750 Penalty: 787.703735 Iteration 12Q: 3 clusters Score -268405.1 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 4687 members Entering Unmasked Estep Score: -268426.093750 Penalty: 787.703735 Iteration 13Q: 3 clusters Score -268426.1 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 4752 members Entering Unmasked Estep Score: -268448.718750 Penalty: 787.703735 Iteration 14Q: 3 clusters Score -268448.7 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 4810 members Entering Unmasked Estep Score: -268469.906250 Penalty: 787.703735 Iteration 15Q: 3 clusters Score -268469.9 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 4861 members Entering Unmasked Estep Score: -268497.218750 Penalty: 787.703735 Iteration 16Q: 3 clusters Score -268497.2 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 4920 members Entering Unmasked Estep Score: -268524.656250 Penalty: 787.703735 Iteration 17Q: 3 clusters Score -268524.7 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 4965 members Entering Unmasked Estep Score: -268543.312500 Penalty: 787.703735 Iteration 18Q: 3 clusters Score -268543.3 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 5018 members Entering Unmasked Estep Score: -268563.281250 Penalty: 787.703735 Iteration 19Q: 3 clusters Score -268563.3 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 5057 members Entering Unmasked Estep Score: -268578.031250 Penalty: 787.703735 Iteration 20F: 3 clusters Score -268578 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 5083 members Entering Unmasked Estep Score: -268589.437500 Penalty: 787.703735 Iteration 21Q: 3 clusters Score -268589.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 5102 members Entering Unmasked Estep Score: -268595.625000 Penalty: 787.703735 Iteration 22Q: 3 clusters Score -268595.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 5117 members Entering Unmasked Estep Score: -268600.093750 Penalty: 787.703735 Iteration 23Q: 3 clusters Score -268600.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 5134 members Entering Unmasked Estep Score: -268605.093750 Penalty: 787.703735 Iteration 24Q: 3 clusters Score -268605.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 5153 members Entering Unmasked Estep Score: -268611.531250 Penalty: 787.703735 Iteration 25Q: 3 clusters Score -268611.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 5175 members Entering Unmasked Estep Score: -268616.375000 Penalty: 787.703735 Iteration 26Q: 3 clusters Score -268616.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 5189 members Entering Unmasked Estep Score: -268619.843750 Penalty: 787.703735 Iteration 27Q: 3 clusters Score -268619.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 5200 members Entering Unmasked Estep Score: -268622.000000 Penalty: 787.703735 Iteration 28Q: 3 clusters Score -268622 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 5213 members Entering Unmasked Estep Score: -268624.625000 Penalty: 787.703735 Iteration 29Q: 3 clusters Score -268624.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 5229 members Entering Unmasked Estep Score: -268628.531250 Penalty: 787.703735 Iteration 30Q: 3 clusters Score -268628.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 5243 members Entering Unmasked Estep Score: -268630.250000 Penalty: 787.703735 Iteration 31Q: 3 clusters Score -268630.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 5261 members Entering Unmasked Estep Score: -268637.968750 Penalty: 787.703735 Iteration 32Q: 3 clusters Score -268638 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 5280 members Entering Unmasked Estep Score: -268645.875000 Penalty: 787.703735 Iteration 33Q: 3 clusters Score -268645.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 5301 members Entering Unmasked Estep Score: -268655.062500 Penalty: 787.703735 Iteration 34Q: 3 clusters Score -268655.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 5319 members Entering Unmasked Estep Score: -268660.906250 Penalty: 787.703735 Iteration 35Q: 3 clusters Score -268660.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 5326 members Entering Unmasked Estep Score: -268662.562500 Penalty: 787.703735 Iteration 36Q: 3 clusters Score -268662.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 5332 members Entering Unmasked Estep Score: -268663.031250 Penalty: 787.703735 Iteration 37Q: 3 clusters Score -268663 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 5335 members Entering Unmasked Estep Score: -268663.375000 Penalty: 787.703735 Iteration 38Q: 3 clusters Score -268663.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 5338 members Entering Unmasked Estep Score: -268664.250000 Penalty: 787.703735 Iteration 39Q: 3 clusters Score -268664.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 5342 members Entering Unmasked Estep Score: -268664.718750 Penalty: 787.703735 Iteration 40F: 3 clusters Score -268664.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 5346 members Entering Unmasked Estep Score: -268665.000000 Penalty: 787.703735 Iteration 41Q: 3 clusters Score -268665 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 5347 members Entering Unmasked Estep Score: -268665.093750 Penalty: 787.703735 Iteration 42Q: 3 clusters Score -268665.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 5348 members Entering Unmasked Estep Score: -268665.406250 Penalty: 787.703735 Iteration 43Q: 3 clusters Score -268665.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 5348 members Entering Unmasked Estep Score: -268665.406250 Penalty: 787.703735 Iteration 44F: 3 clusters Score -268665.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (23512 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23512 members Entering Unmasked Estep Score: -981246.562500 Penalty: 457.969635 Iteration 0F: 2 clusters Score -981246.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11838 members Mstep: Class 2 contains 11674 members Entering Unmasked Estep Score: -965527.625000 Penalty: 915.939270 Iteration 0F: 3 clusters Score -965527.6 nChanged 11197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13943 members Mstep: Class 2 contains 9569 members Entering Unmasked Estep Score: -972276.187500 Penalty: 915.939270 Iteration 1F: 3 clusters Score -972276.2 nChanged 1389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15192 members Mstep: Class 2 contains 8320 members Entering Unmasked Estep Score: -972979.125000 Penalty: 915.939270 Iteration 2F: 3 clusters Score -972979.1 nChanged 1708 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16834 members Mstep: Class 2 contains 6678 members Entering Unmasked Estep Score: -974135.062500 Penalty: 915.939270 Iteration 3F: 3 clusters Score -974135.1 nChanged 1991 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18807 members Mstep: Class 2 contains 4705 members Entering Unmasked Estep Score: -975884.125000 Penalty: 915.939270 Iteration 4F: 3 clusters Score -975884.1 nChanged 2114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20919 members Mstep: Class 2 contains 2593 members Entering Unmasked Estep Score: -978100.312500 Penalty: 915.939270 Iteration 5F: 3 clusters Score -978100.3 nChanged 1563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22482 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -979803.812500 Penalty: 915.939270 Iteration 6F: 3 clusters Score -979803.8 nChanged 726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23208 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -980542.812500 Penalty: 915.939270 Iteration 7Q: 3 clusters Score -980542.8 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23424 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -980763.937500 Penalty: 915.939270 Iteration 8Q: 3 clusters Score -980763.9 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23472 members Mstep: Class 2 contains 40 members Entering Unmasked Estep Score: -980836.812500 Penalty: 915.939270 Iteration 9Q: 3 clusters Score -980836.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23478 members Mstep: Class 2 contains 34 members Entering Unmasked Estep Score: -980855.687500 Penalty: 915.939270 Iteration 10Q: 3 clusters Score -980855.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23479 members Mstep: Class 2 contains 33 members Entering Unmasked Estep Score: -980855.062500 Penalty: 915.939270 Iteration 11Q: 3 clusters Score -980855.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23479 members Mstep: Class 2 contains 33 members Entering Unmasked Estep Score: -980855.062500 Penalty: 915.939270 Iteration 12F: 3 clusters Score -980855.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (30604 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30604 members Entering Unmasked Estep Score: -1352090.625000 Penalty: 469.964325 Iteration 0F: 2 clusters Score -1352091 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15362 members Mstep: Class 2 contains 15242 members Entering Unmasked Estep Score: -1331553.250000 Penalty: 939.928650 Iteration 0F: 3 clusters Score -1331553 nChanged 14749 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16061 members Mstep: Class 2 contains 14543 members Entering Unmasked Estep Score: -1340242.625000 Penalty: 939.928650 Iteration 1F: 3 clusters Score -1340243 nChanged 1176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16355 members Mstep: Class 2 contains 14249 members Entering Unmasked Estep Score: -1340675.750000 Penalty: 939.928650 Iteration 2Q: 3 clusters Score -1340676 nChanged 1312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16749 members Mstep: Class 2 contains 13855 members Entering Unmasked Estep Score: -1341263.875000 Penalty: 939.928650 Iteration 3Q: 3 clusters Score -1341264 nChanged 1449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17256 members Mstep: Class 2 contains 13348 members Entering Unmasked Estep Score: -1342048.500000 Penalty: 939.928650 Iteration 4Q: 3 clusters Score -1342048 nChanged 1572 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17906 members Mstep: Class 2 contains 12698 members Entering Unmasked Estep Score: -1343045.875000 Penalty: 939.928650 Iteration 5F: 3 clusters Score -1343046 nChanged 1677 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18657 members Mstep: Class 2 contains 11947 members Entering Unmasked Estep Score: -1344116.000000 Penalty: 939.928650 Iteration 6F: 3 clusters Score -1344116 nChanged 1619 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19398 members Mstep: Class 2 contains 11206 members Entering Unmasked Estep Score: -1345029.000000 Penalty: 939.928650 Iteration 7F: 3 clusters Score -1345029 nChanged 1366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20084 members Mstep: Class 2 contains 10520 members Entering Unmasked Estep Score: -1345646.250000 Penalty: 939.928650 Iteration 8Q: 3 clusters Score -1345646 nChanged 1078 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20726 members Mstep: Class 2 contains 9878 members Entering Unmasked Estep Score: -1346017.000000 Penalty: 939.928650 Iteration 9Q: 3 clusters Score -1346017 nChanged 879 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21361 members Mstep: Class 2 contains 9243 members Entering Unmasked Estep Score: -1346315.500000 Penalty: 939.928650 Iteration 10Q: 3 clusters Score -1346316 nChanged 779 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22014 members Mstep: Class 2 contains 8590 members Entering Unmasked Estep Score: -1346582.875000 Penalty: 939.928650 Iteration 11Q: 3 clusters Score -1346583 nChanged 773 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22711 members Mstep: Class 2 contains 7893 members Entering Unmasked Estep Score: -1346864.875000 Penalty: 939.928650 Iteration 12Q: 3 clusters Score -1346865 nChanged 815 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23490 members Mstep: Class 2 contains 7114 members Entering Unmasked Estep Score: -1347221.375000 Penalty: 939.928650 Iteration 13Q: 3 clusters Score -1347221 nChanged 826 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24304 members Mstep: Class 2 contains 6300 members Entering Unmasked Estep Score: -1347613.250000 Penalty: 939.928650 Iteration 14Q: 3 clusters Score -1347613 nChanged 881 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25181 members Mstep: Class 2 contains 5423 members Entering Unmasked Estep Score: -1348098.500000 Penalty: 939.928650 Iteration 15Q: 3 clusters Score -1348098 nChanged 907 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26088 members Mstep: Class 2 contains 4516 members Entering Unmasked Estep Score: -1348655.375000 Penalty: 939.928650 Iteration 16Q: 3 clusters Score -1348655 nChanged 917 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27003 members Mstep: Class 2 contains 3601 members Entering Unmasked Estep Score: -1349265.375000 Penalty: 939.928650 Iteration 17Q: 3 clusters Score -1349265 nChanged 855 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27858 members Mstep: Class 2 contains 2746 members Entering Unmasked Estep Score: -1349870.250000 Penalty: 939.928650 Iteration 18Q: 3 clusters Score -1349870 nChanged 747 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28605 members Mstep: Class 2 contains 1999 members Entering Unmasked Estep Score: -1350403.125000 Penalty: 939.928650 Iteration 19Q: 3 clusters Score -1350403 nChanged 581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29186 members Mstep: Class 2 contains 1418 members Entering Unmasked Estep Score: -1350827.250000 Penalty: 939.928650 Iteration 20F: 3 clusters Score -1350827 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29625 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -1351163.875000 Penalty: 939.928650 Iteration 21Q: 3 clusters Score -1351164 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29877 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -1351344.125000 Penalty: 939.928650 Iteration 22Q: 3 clusters Score -1351344 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30052 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -1351451.375000 Penalty: 939.928650 Iteration 23Q: 3 clusters Score -1351451 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30157 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -1351528.125000 Penalty: 939.928650 Iteration 24Q: 3 clusters Score -1351528 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30231 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -1351579.750000 Penalty: 939.928650 Iteration 25Q: 3 clusters Score -1351580 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30280 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -1351618.375000 Penalty: 939.928650 Iteration 26Q: 3 clusters Score -1351618 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30317 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -1351647.375000 Penalty: 939.928650 Iteration 27Q: 3 clusters Score -1351647 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30348 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -1351667.875000 Penalty: 939.928650 Iteration 28Q: 3 clusters Score -1351668 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30364 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -1351682.500000 Penalty: 939.928650 Iteration 29Q: 3 clusters Score -1351682 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30374 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -1351689.750000 Penalty: 939.928650 Iteration 30Q: 3 clusters Score -1351690 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30384 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -1351697.000000 Penalty: 939.928650 Iteration 31Q: 3 clusters Score -1351697 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30397 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -1351705.125000 Penalty: 939.928650 Iteration 32Q: 3 clusters Score -1351705 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30405 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -1351708.750000 Penalty: 939.928650 Iteration 33Q: 3 clusters Score -1351709 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30409 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -1351709.250000 Penalty: 939.928650 Iteration 34Q: 3 clusters Score -1351709 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30410 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -1351710.250000 Penalty: 939.928650 Iteration 35Q: 3 clusters Score -1351710 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30410 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -1351710.250000 Penalty: 939.928650 Iteration 36F: 3 clusters Score -1351710 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (16027 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16027 members Entering Unmasked Estep Score: -755349.937500 Penalty: 440.532349 Iteration 0F: 2 clusters Score -755349.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8024 members Mstep: Class 2 contains 8003 members Entering Unmasked Estep Score: -744615.375000 Penalty: 881.064697 Iteration 0F: 3 clusters Score -744615.4 nChanged 7594 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8118 members Mstep: Class 2 contains 7909 members Entering Unmasked Estep Score: -749096.875000 Penalty: 881.064697 Iteration 1F: 3 clusters Score -749096.9 nChanged 773 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8229 members Mstep: Class 2 contains 7798 members Entering Unmasked Estep Score: -749516.375000 Penalty: 881.064697 Iteration 2Q: 3 clusters Score -749516.4 nChanged 962 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8431 members Mstep: Class 2 contains 7596 members Entering Unmasked Estep Score: -750224.625000 Penalty: 881.064697 Iteration 3F: 3 clusters Score -750224.6 nChanged 1145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8622 members Mstep: Class 2 contains 7405 members Entering Unmasked Estep Score: -751285.187500 Penalty: 881.064697 Iteration 4F: 3 clusters Score -751285.2 nChanged 1158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8770 members Mstep: Class 2 contains 7257 members Entering Unmasked Estep Score: -752228.187500 Penalty: 881.064697 Iteration 5F: 3 clusters Score -752228.2 nChanged 824 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8862 members Mstep: Class 2 contains 7165 members Entering Unmasked Estep Score: -752646.312500 Penalty: 881.064697 Iteration 6F: 3 clusters Score -752646.3 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8932 members Mstep: Class 2 contains 7095 members Entering Unmasked Estep Score: -752770.937500 Penalty: 881.064697 Iteration 7Q: 3 clusters Score -752770.9 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8996 members Mstep: Class 2 contains 7031 members Entering Unmasked Estep Score: -752824.187500 Penalty: 881.064697 Iteration 8Q: 3 clusters Score -752824.2 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9056 members Mstep: Class 2 contains 6971 members Entering Unmasked Estep Score: -752857.250000 Penalty: 881.064697 Iteration 9Q: 3 clusters Score -752857.2 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9126 members Mstep: Class 2 contains 6901 members Entering Unmasked Estep Score: -752900.750000 Penalty: 881.064697 Iteration 10Q: 3 clusters Score -752900.8 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9192 members Mstep: Class 2 contains 6835 members Entering Unmasked Estep Score: -752929.312500 Penalty: 881.064697 Iteration 11Q: 3 clusters Score -752929.3 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9241 members Mstep: Class 2 contains 6786 members Entering Unmasked Estep Score: -752956.875000 Penalty: 881.064697 Iteration 12Q: 3 clusters Score -752956.9 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9308 members Mstep: Class 2 contains 6719 members Entering Unmasked Estep Score: -752988.562500 Penalty: 881.064697 Iteration 13Q: 3 clusters Score -752988.6 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9367 members Mstep: Class 2 contains 6660 members Entering Unmasked Estep Score: -753023.062500 Penalty: 881.064697 Iteration 14Q: 3 clusters Score -753023.1 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9422 members Mstep: Class 2 contains 6605 members Entering Unmasked Estep Score: -753062.125000 Penalty: 881.064697 Iteration 15Q: 3 clusters Score -753062.1 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9471 members Mstep: Class 2 contains 6556 members Entering Unmasked Estep Score: -753105.625000 Penalty: 881.064697 Iteration 16Q: 3 clusters Score -753105.6 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9518 members Mstep: Class 2 contains 6509 members Entering Unmasked Estep Score: -753159.437500 Penalty: 881.064697 Iteration 17Q: 3 clusters Score -753159.4 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9556 members Mstep: Class 2 contains 6471 members Entering Unmasked Estep Score: -753202.562500 Penalty: 881.064697 Iteration 18Q: 3 clusters Score -753202.6 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9569 members Mstep: Class 2 contains 6458 members Entering Unmasked Estep Score: -753245.375000 Penalty: 881.064697 Iteration 19Q: 3 clusters Score -753245.4 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9588 members Mstep: Class 2 contains 6439 members Entering Unmasked Estep Score: -753284.500000 Penalty: 881.064697 Iteration 20F: 3 clusters Score -753284.5 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9621 members Mstep: Class 2 contains 6406 members Entering Unmasked Estep Score: -753328.750000 Penalty: 881.064697 Iteration 21Q: 3 clusters Score -753328.8 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9661 members Mstep: Class 2 contains 6366 members Entering Unmasked Estep Score: -753362.375000 Penalty: 881.064697 Iteration 22Q: 3 clusters Score -753362.4 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9703 members Mstep: Class 2 contains 6324 members Entering Unmasked Estep Score: -753394.687500 Penalty: 881.064697 Iteration 23Q: 3 clusters Score -753394.7 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9736 members Mstep: Class 2 contains 6291 members Entering Unmasked Estep Score: -753425.625000 Penalty: 881.064697 Iteration 24Q: 3 clusters Score -753425.6 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9794 members Mstep: Class 2 contains 6233 members Entering Unmasked Estep Score: -753456.750000 Penalty: 881.064697 Iteration 25Q: 3 clusters Score -753456.8 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9853 members Mstep: Class 2 contains 6174 members Entering Unmasked Estep Score: -753483.375000 Penalty: 881.064697 Iteration 26Q: 3 clusters Score -753483.4 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9901 members Mstep: Class 2 contains 6126 members Entering Unmasked Estep Score: -753508.625000 Penalty: 881.064697 Iteration 27Q: 3 clusters Score -753508.6 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9939 members Mstep: Class 2 contains 6088 members Entering Unmasked Estep Score: -753531.250000 Penalty: 881.064697 Iteration 28Q: 3 clusters Score -753531.2 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9970 members Mstep: Class 2 contains 6057 members Entering Unmasked Estep Score: -753545.750000 Penalty: 881.064697 Iteration 29Q: 3 clusters Score -753545.8 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10004 members Mstep: Class 2 contains 6023 members Entering Unmasked Estep Score: -753564.937500 Penalty: 881.064697 Iteration 30Q: 3 clusters Score -753564.9 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10044 members Mstep: Class 2 contains 5983 members Entering Unmasked Estep Score: -753576.562500 Penalty: 881.064697 Iteration 31Q: 3 clusters Score -753576.6 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10069 members Mstep: Class 2 contains 5958 members Entering Unmasked Estep Score: -753589.312500 Penalty: 881.064697 Iteration 32Q: 3 clusters Score -753589.3 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10106 members Mstep: Class 2 contains 5921 members Entering Unmasked Estep Score: -753598.750000 Penalty: 881.064697 Iteration 33Q: 3 clusters Score -753598.8 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10137 members Mstep: Class 2 contains 5890 members Entering Unmasked Estep Score: -753611.312500 Penalty: 881.064697 Iteration 34Q: 3 clusters Score -753611.3 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10167 members Mstep: Class 2 contains 5860 members Entering Unmasked Estep Score: -753624.000000 Penalty: 881.064697 Iteration 35Q: 3 clusters Score -753624 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10202 members Mstep: Class 2 contains 5825 members Entering Unmasked Estep Score: -753636.312500 Penalty: 881.064697 Iteration 36Q: 3 clusters Score -753636.3 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10238 members Mstep: Class 2 contains 5789 members Entering Unmasked Estep Score: -753649.375000 Penalty: 881.064697 Iteration 37Q: 3 clusters Score -753649.4 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10299 members Mstep: Class 2 contains 5728 members Entering Unmasked Estep Score: -753662.000000 Penalty: 881.064697 Iteration 38Q: 3 clusters Score -753662 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10387 members Mstep: Class 2 contains 5640 members Entering Unmasked Estep Score: -753689.062500 Penalty: 881.064697 Iteration 39Q: 3 clusters Score -753689.1 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10492 members Mstep: Class 2 contains 5535 members Entering Unmasked Estep Score: -753713.062500 Penalty: 881.064697 Iteration 40F: 3 clusters Score -753713.1 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10611 members Mstep: Class 2 contains 5416 members Entering Unmasked Estep Score: -753750.437500 Penalty: 881.064697 Iteration 41Q: 3 clusters Score -753750.4 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10719 members Mstep: Class 2 contains 5308 members Entering Unmasked Estep Score: -753787.812500 Penalty: 881.064697 Iteration 42Q: 3 clusters Score -753787.8 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10821 members Mstep: Class 2 contains 5206 members Entering Unmasked Estep Score: -753819.437500 Penalty: 881.064697 Iteration 43Q: 3 clusters Score -753819.4 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10928 members Mstep: Class 2 contains 5099 members Entering Unmasked Estep Score: -753849.937500 Penalty: 881.064697 Iteration 44Q: 3 clusters Score -753849.9 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11041 members Mstep: Class 2 contains 4986 members Entering Unmasked Estep Score: -753885.000000 Penalty: 881.064697 Iteration 45Q: 3 clusters Score -753885 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11166 members Mstep: Class 2 contains 4861 members Entering Unmasked Estep Score: -753920.875000 Penalty: 881.064697 Iteration 46Q: 3 clusters Score -753920.9 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11267 members Mstep: Class 2 contains 4760 members Entering Unmasked Estep Score: -753950.687500 Penalty: 881.064697 Iteration 47Q: 3 clusters Score -753950.7 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11371 members Mstep: Class 2 contains 4656 members Entering Unmasked Estep Score: -753978.687500 Penalty: 881.064697 Iteration 48Q: 3 clusters Score -753978.7 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11476 members Mstep: Class 2 contains 4551 members Entering Unmasked Estep Score: -754003.250000 Penalty: 881.064697 Iteration 49Q: 3 clusters Score -754003.2 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11579 members Mstep: Class 2 contains 4448 members Entering Unmasked Estep Score: -754032.625000 Penalty: 881.064697 Iteration 50Q: 3 clusters Score -754032.6 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11699 members Mstep: Class 2 contains 4328 members Entering Unmasked Estep Score: -754062.812500 Penalty: 881.064697 Iteration 51Q: 3 clusters Score -754062.8 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11816 members Mstep: Class 2 contains 4211 members Entering Unmasked Estep Score: -754100.812500 Penalty: 881.064697 Iteration 52Q: 3 clusters Score -754100.8 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11956 members Mstep: Class 2 contains 4071 members Entering Unmasked Estep Score: -754149.437500 Penalty: 881.064697 Iteration 53Q: 3 clusters Score -754149.4 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12086 members Mstep: Class 2 contains 3941 members Entering Unmasked Estep Score: -754192.125000 Penalty: 881.064697 Iteration 54Q: 3 clusters Score -754192.1 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12230 members Mstep: Class 2 contains 3797 members Entering Unmasked Estep Score: -754239.687500 Penalty: 881.064697 Iteration 55Q: 3 clusters Score -754239.7 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12366 members Mstep: Class 2 contains 3661 members Entering Unmasked Estep Score: -754277.750000 Penalty: 881.064697 Iteration 56Q: 3 clusters Score -754277.8 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12491 members Mstep: Class 2 contains 3536 members Entering Unmasked Estep Score: -754312.875000 Penalty: 881.064697 Iteration 57Q: 3 clusters Score -754312.9 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12607 members Mstep: Class 2 contains 3420 members Entering Unmasked Estep Score: -754344.250000 Penalty: 881.064697 Iteration 58Q: 3 clusters Score -754344.2 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12722 members Mstep: Class 2 contains 3305 members Entering Unmasked Estep Score: -754372.312500 Penalty: 881.064697 Iteration 59Q: 3 clusters Score -754372.3 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12836 members Mstep: Class 2 contains 3191 members Entering Unmasked Estep Score: -754397.937500 Penalty: 881.064697 Iteration 60F: 3 clusters Score -754397.9 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12941 members Mstep: Class 2 contains 3086 members Entering Unmasked Estep Score: -754421.500000 Penalty: 881.064697 Iteration 61Q: 3 clusters Score -754421.5 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13048 members Mstep: Class 2 contains 2979 members Entering Unmasked Estep Score: -754441.250000 Penalty: 881.064697 Iteration 62Q: 3 clusters Score -754441.2 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13129 members Mstep: Class 2 contains 2898 members Entering Unmasked Estep Score: -754454.937500 Penalty: 881.064697 Iteration 63Q: 3 clusters Score -754454.9 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13211 members Mstep: Class 2 contains 2816 members Entering Unmasked Estep Score: -754469.562500 Penalty: 881.064697 Iteration 64Q: 3 clusters Score -754469.6 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13291 members Mstep: Class 2 contains 2736 members Entering Unmasked Estep Score: -754484.250000 Penalty: 881.064697 Iteration 65Q: 3 clusters Score -754484.2 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13363 members Mstep: Class 2 contains 2664 members Entering Unmasked Estep Score: -754495.625000 Penalty: 881.064697 Iteration 66Q: 3 clusters Score -754495.6 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13439 members Mstep: Class 2 contains 2588 members Entering Unmasked Estep Score: -754506.062500 Penalty: 881.064697 Iteration 67Q: 3 clusters Score -754506.1 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13513 members Mstep: Class 2 contains 2514 members Entering Unmasked Estep Score: -754519.562500 Penalty: 881.064697 Iteration 68Q: 3 clusters Score -754519.6 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13581 members Mstep: Class 2 contains 2446 members Entering Unmasked Estep Score: -754532.437500 Penalty: 881.064697 Iteration 69Q: 3 clusters Score -754532.4 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13655 members Mstep: Class 2 contains 2372 members Entering Unmasked Estep Score: -754546.250000 Penalty: 881.064697 Iteration 70Q: 3 clusters Score -754546.2 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13729 members Mstep: Class 2 contains 2298 members Entering Unmasked Estep Score: -754557.875000 Penalty: 881.064697 Iteration 71Q: 3 clusters Score -754557.9 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13791 members Mstep: Class 2 contains 2236 members Entering Unmasked Estep Score: -754572.687500 Penalty: 881.064697 Iteration 72Q: 3 clusters Score -754572.7 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13855 members Mstep: Class 2 contains 2172 members Entering Unmasked Estep Score: -754582.062500 Penalty: 881.064697 Iteration 73Q: 3 clusters Score -754582.1 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13922 members Mstep: Class 2 contains 2105 members Entering Unmasked Estep Score: -754595.812500 Penalty: 881.064697 Iteration 74Q: 3 clusters Score -754595.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13968 members Mstep: Class 2 contains 2059 members Entering Unmasked Estep Score: -754602.062500 Penalty: 881.064697 Iteration 75Q: 3 clusters Score -754602.1 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14017 members Mstep: Class 2 contains 2010 members Entering Unmasked Estep Score: -754610.000000 Penalty: 881.064697 Iteration 76Q: 3 clusters Score -754610 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14067 members Mstep: Class 2 contains 1960 members Entering Unmasked Estep Score: -754615.750000 Penalty: 881.064697 Iteration 77Q: 3 clusters Score -754615.8 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14123 members Mstep: Class 2 contains 1904 members Entering Unmasked Estep Score: -754624.750000 Penalty: 881.064697 Iteration 78Q: 3 clusters Score -754624.8 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14189 members Mstep: Class 2 contains 1838 members Entering Unmasked Estep Score: -754636.562500 Penalty: 881.064697 Iteration 79Q: 3 clusters Score -754636.6 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14252 members Mstep: Class 2 contains 1775 members Entering Unmasked Estep Score: -754646.687500 Penalty: 881.064697 Iteration 80F: 3 clusters Score -754646.7 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14317 members Mstep: Class 2 contains 1710 members Entering Unmasked Estep Score: -754664.125000 Penalty: 881.064697 Iteration 81Q: 3 clusters Score -754664.1 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14390 members Mstep: Class 2 contains 1637 members Entering Unmasked Estep Score: -754684.937500 Penalty: 881.064697 Iteration 82Q: 3 clusters Score -754684.9 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14466 members Mstep: Class 2 contains 1561 members Entering Unmasked Estep Score: -754705.250000 Penalty: 881.064697 Iteration 83Q: 3 clusters Score -754705.2 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14545 members Mstep: Class 2 contains 1482 members Entering Unmasked Estep Score: -754725.812500 Penalty: 881.064697 Iteration 84Q: 3 clusters Score -754725.8 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14613 members Mstep: Class 2 contains 1414 members Entering Unmasked Estep Score: -754744.500000 Penalty: 881.064697 Iteration 85Q: 3 clusters Score -754744.5 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14682 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -754764.500000 Penalty: 881.064697 Iteration 86Q: 3 clusters Score -754764.5 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14742 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -754782.500000 Penalty: 881.064697 Iteration 87Q: 3 clusters Score -754782.5 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14797 members Mstep: Class 2 contains 1230 members Entering Unmasked Estep Score: -754799.312500 Penalty: 881.064697 Iteration 88Q: 3 clusters Score -754799.3 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14848 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -754813.875000 Penalty: 881.064697 Iteration 89Q: 3 clusters Score -754813.9 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14907 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -754830.812500 Penalty: 881.064697 Iteration 90Q: 3 clusters Score -754830.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14953 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -754838.750000 Penalty: 881.064697 Iteration 91Q: 3 clusters Score -754838.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14986 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -754844.875000 Penalty: 881.064697 Iteration 92Q: 3 clusters Score -754844.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15019 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -754850.562500 Penalty: 881.064697 Iteration 93Q: 3 clusters Score -754850.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15056 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -754861.375000 Penalty: 881.064697 Iteration 94Q: 3 clusters Score -754861.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15086 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -754871.187500 Penalty: 881.064697 Iteration 95Q: 3 clusters Score -754871.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15111 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -754874.437500 Penalty: 881.064697 Iteration 96Q: 3 clusters Score -754874.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15134 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -754877.937500 Penalty: 881.064697 Iteration 97Q: 3 clusters Score -754877.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15156 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -754885.000000 Penalty: 881.064697 Iteration 98Q: 3 clusters Score -754885 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15177 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -754890.625000 Penalty: 881.064697 Iteration 99Q: 3 clusters Score -754890.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15192 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -754895.312500 Penalty: 881.064697 Iteration 100F: 3 clusters Score -754895.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15208 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -754897.187500 Penalty: 881.064697 Iteration 101Q: 3 clusters Score -754897.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15223 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -754900.250000 Penalty: 881.064697 Iteration 102Q: 3 clusters Score -754900.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15240 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -754903.812500 Penalty: 881.064697 Iteration 103Q: 3 clusters Score -754903.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15258 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -754907.000000 Penalty: 881.064697 Iteration 104Q: 3 clusters Score -754907 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15277 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -754909.000000 Penalty: 881.064697 Iteration 105Q: 3 clusters Score -754909 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15295 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -754911.312500 Penalty: 881.064697 Iteration 106Q: 3 clusters Score -754911.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15310 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -754915.562500 Penalty: 881.064697 Iteration 107Q: 3 clusters Score -754915.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15332 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -754920.125000 Penalty: 881.064697 Iteration 108Q: 3 clusters Score -754920.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15348 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -754923.562500 Penalty: 881.064697 Iteration 109Q: 3 clusters Score -754923.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15364 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -754926.250000 Penalty: 881.064697 Iteration 110Q: 3 clusters Score -754926.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15375 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -754928.937500 Penalty: 881.064697 Iteration 111Q: 3 clusters Score -754928.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15387 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -754932.625000 Penalty: 881.064697 Iteration 112Q: 3 clusters Score -754932.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15398 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -754932.375000 Penalty: 881.064697 Iteration 113Q: 3 clusters Score -754932.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15407 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -754934.062500 Penalty: 881.064697 Iteration 114Q: 3 clusters Score -754934.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15415 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -754935.750000 Penalty: 881.064697 Iteration 115Q: 3 clusters Score -754935.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15422 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -754936.062500 Penalty: 881.064697 Iteration 116Q: 3 clusters Score -754936.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15427 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -754936.500000 Penalty: 881.064697 Iteration 117Q: 3 clusters Score -754936.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15432 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -754935.812500 Penalty: 881.064697 Iteration 118Q: 3 clusters Score -754935.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15439 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -754935.937500 Penalty: 881.064697 Iteration 119Q: 3 clusters Score -754935.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15444 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -754937.125000 Penalty: 881.064697 Iteration 120F: 3 clusters Score -754937.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15449 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -754937.437500 Penalty: 881.064697 Iteration 121Q: 3 clusters Score -754937.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15459 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -754941.187500 Penalty: 881.064697 Iteration 122Q: 3 clusters Score -754941.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15465 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -754942.437500 Penalty: 881.064697 Iteration 123Q: 3 clusters Score -754942.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15471 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -754942.437500 Penalty: 881.064697 Iteration 124Q: 3 clusters Score -754942.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15476 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -754945.625000 Penalty: 881.064697 Iteration 125Q: 3 clusters Score -754945.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15487 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -754947.500000 Penalty: 881.064697 Iteration 126Q: 3 clusters Score -754947.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15498 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -754949.000000 Penalty: 881.064697 Iteration 127Q: 3 clusters Score -754949 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15503 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -754950.937500 Penalty: 881.064697 Iteration 128Q: 3 clusters Score -754950.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15513 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -754952.437500 Penalty: 881.064697 Iteration 129Q: 3 clusters Score -754952.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15524 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -754956.125000 Penalty: 881.064697 Iteration 130Q: 3 clusters Score -754956.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15530 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -754955.750000 Penalty: 881.064697 Iteration 131Q: 3 clusters Score -754955.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15540 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -754960.500000 Penalty: 881.064697 Iteration 132Q: 3 clusters Score -754960.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15556 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -754964.625000 Penalty: 881.064697 Iteration 133Q: 3 clusters Score -754964.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15570 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -754967.250000 Penalty: 881.064697 Iteration 134Q: 3 clusters Score -754967.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15588 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -754969.750000 Penalty: 881.064697 Iteration 135Q: 3 clusters Score -754969.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15602 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -754974.375000 Penalty: 881.064697 Iteration 136Q: 3 clusters Score -754974.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15615 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -754980.250000 Penalty: 881.064697 Iteration 137Q: 3 clusters Score -754980.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15625 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -754982.562500 Penalty: 881.064697 Iteration 138Q: 3 clusters Score -754982.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15635 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -754986.812500 Penalty: 881.064697 Iteration 139Q: 3 clusters Score -754986.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15646 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -754988.437500 Penalty: 881.064697 Iteration 140F: 3 clusters Score -754988.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15656 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -754992.500000 Penalty: 881.064697 Iteration 141Q: 3 clusters Score -754992.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15661 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -754993.062500 Penalty: 881.064697 Iteration 142Q: 3 clusters Score -754993.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15668 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -754998.062500 Penalty: 881.064697 Iteration 143Q: 3 clusters Score -754998.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15682 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -755003.937500 Penalty: 881.064697 Iteration 144Q: 3 clusters Score -755003.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15693 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -755009.437500 Penalty: 881.064697 Iteration 145Q: 3 clusters Score -755009.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15701 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -755012.875000 Penalty: 881.064697 Iteration 146Q: 3 clusters Score -755012.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15712 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -755017.937500 Penalty: 881.064697 Iteration 147Q: 3 clusters Score -755017.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15720 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -755021.562500 Penalty: 881.064697 Iteration 148Q: 3 clusters Score -755021.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15729 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -755025.625000 Penalty: 881.064697 Iteration 149Q: 3 clusters Score -755025.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15736 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -755029.562500 Penalty: 881.064697 Iteration 150Q: 3 clusters Score -755029.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15739 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -755030.062500 Penalty: 881.064697 Iteration 151Q: 3 clusters Score -755030.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15743 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -755031.250000 Penalty: 881.064697 Iteration 152Q: 3 clusters Score -755031.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15745 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -755031.937500 Penalty: 881.064697 Iteration 153Q: 3 clusters Score -755031.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15746 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -755032.500000 Penalty: 881.064697 Iteration 154Q: 3 clusters Score -755032.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15747 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -755033.000000 Penalty: 881.064697 Iteration 155Q: 3 clusters Score -755033 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15750 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -755033.750000 Penalty: 881.064697 Iteration 156Q: 3 clusters Score -755033.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15751 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -755033.812500 Penalty: 881.064697 Iteration 157Q: 3 clusters Score -755033.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15752 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -755033.687500 Penalty: 881.064697 Iteration 158Q: 3 clusters Score -755033.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15753 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -755034.000000 Penalty: 881.064697 Iteration 159Q: 3 clusters Score -755034 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15754 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -755033.875000 Penalty: 881.064697 Iteration 160F: 3 clusters Score -755033.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (1098 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Entering Unmasked Estep Score: -52040.460938 Penalty: 318.556671 Iteration 0F: 2 clusters Score -52040.46 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -51161.992188 Penalty: 637.113342 Iteration 0F: 3 clusters Score -51161.99 nChanged 432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -51409.703125 Penalty: 637.113342 Iteration 1F: 3 clusters Score -51409.7 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -51443.875000 Penalty: 637.113342 Iteration 2F: 3 clusters Score -51443.88 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -51461.753906 Penalty: 637.113342 Iteration 3Q: 3 clusters Score -51461.75 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -51475.535156 Penalty: 637.113342 Iteration 4Q: 3 clusters Score -51475.54 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -51488.871094 Penalty: 637.113342 Iteration 5Q: 3 clusters Score -51488.87 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -51499.476562 Penalty: 637.113342 Iteration 6Q: 3 clusters Score -51499.48 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -51506.238281 Penalty: 637.113342 Iteration 7Q: 3 clusters Score -51506.24 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -51510.148438 Penalty: 637.113342 Iteration 8Q: 3 clusters Score -51510.15 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -51516.015625 Penalty: 637.113342 Iteration 9Q: 3 clusters Score -51516.02 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -51521.019531 Penalty: 637.113342 Iteration 10Q: 3 clusters Score -51521.02 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -51523.359375 Penalty: 637.113342 Iteration 11Q: 3 clusters Score -51523.36 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -51524.152344 Penalty: 637.113342 Iteration 12Q: 3 clusters Score -51524.15 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -51524.980469 Penalty: 637.113342 Iteration 13Q: 3 clusters Score -51524.98 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -51525.250000 Penalty: 637.113342 Iteration 14Q: 3 clusters Score -51525.25 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -51525.968750 Penalty: 637.113342 Iteration 15Q: 3 clusters Score -51525.97 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -51527.234375 Penalty: 637.113342 Iteration 16Q: 3 clusters Score -51527.23 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -51529.421875 Penalty: 637.113342 Iteration 17Q: 3 clusters Score -51529.42 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -51531.128906 Penalty: 637.113342 Iteration 18Q: 3 clusters Score -51531.13 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -51533.613281 Penalty: 637.113342 Iteration 19Q: 3 clusters Score -51533.61 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -51537.304688 Penalty: 637.113342 Iteration 20F: 3 clusters Score -51537.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -51540.757812 Penalty: 637.113342 Iteration 21Q: 3 clusters Score -51540.76 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -51542.785156 Penalty: 637.113342 Iteration 22Q: 3 clusters Score -51542.79 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -51544.578125 Penalty: 637.113342 Iteration 23Q: 3 clusters Score -51544.58 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -51546.687500 Penalty: 637.113342 Iteration 24Q: 3 clusters Score -51546.69 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -51548.929688 Penalty: 637.113342 Iteration 25Q: 3 clusters Score -51548.93 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -51552.476562 Penalty: 637.113342 Iteration 26Q: 3 clusters Score -51552.48 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -51554.898438 Penalty: 637.113342 Iteration 27Q: 3 clusters Score -51554.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -51558.171875 Penalty: 637.113342 Iteration 28Q: 3 clusters Score -51558.17 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -51564.277344 Penalty: 637.113342 Iteration 29Q: 3 clusters Score -51564.28 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -51569.648438 Penalty: 637.113342 Iteration 30Q: 3 clusters Score -51569.65 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -51578.464844 Penalty: 637.113342 Iteration 31Q: 3 clusters Score -51578.46 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -51589.371094 Penalty: 637.113342 Iteration 32Q: 3 clusters Score -51589.37 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -51598.812500 Penalty: 637.113342 Iteration 33Q: 3 clusters Score -51598.81 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -51611.527344 Penalty: 637.113342 Iteration 34Q: 3 clusters Score -51611.53 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -51626.277344 Penalty: 637.113342 Iteration 35Q: 3 clusters Score -51626.28 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -51634.425781 Penalty: 637.113342 Iteration 36Q: 3 clusters Score -51634.43 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -51640.019531 Penalty: 637.113342 Iteration 37Q: 3 clusters Score -51640.02 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -51646.546875 Penalty: 637.113342 Iteration 38Q: 3 clusters Score -51646.55 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -51651.777344 Penalty: 637.113342 Iteration 39Q: 3 clusters Score -51651.78 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -51658.363281 Penalty: 637.113342 Iteration 40F: 3 clusters Score -51658.36 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -51661.902344 Penalty: 637.113342 Iteration 41Q: 3 clusters Score -51661.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -51663.386719 Penalty: 637.113342 Iteration 42Q: 3 clusters Score -51663.39 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -51663.726562 Penalty: 637.113342 Iteration 43Q: 3 clusters Score -51663.73 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -51663.726562 Penalty: 637.113342 Iteration 44F: 3 clusters Score -51663.73 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (357 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Entering Unmasked Estep Score: -13397.430664 Penalty: 267.436981 Iteration 0F: 2 clusters Score -13397.43 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -13007.600586 Penalty: 534.873962 Iteration 0F: 3 clusters Score -13007.6 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -13092.418945 Penalty: 534.873962 Iteration 1F: 3 clusters Score -13092.42 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -13107.840820 Penalty: 534.873962 Iteration 2F: 3 clusters Score -13107.84 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -13121.219727 Penalty: 534.873962 Iteration 3Q: 3 clusters Score -13121.22 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -13130.065430 Penalty: 534.873962 Iteration 4Q: 3 clusters Score -13130.07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -13134.585938 Penalty: 534.873962 Iteration 5Q: 3 clusters Score -13134.59 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -13136.404297 Penalty: 534.873962 Iteration 6Q: 3 clusters Score -13136.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -13136.942383 Penalty: 534.873962 Iteration 7Q: 3 clusters Score -13136.94 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -13137.522461 Penalty: 534.873962 Iteration 8Q: 3 clusters Score -13137.52 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -13137.652344 Penalty: 534.873962 Iteration 9Q: 3 clusters Score -13137.65 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -13138.675781 Penalty: 534.873962 Iteration 10Q: 3 clusters Score -13138.68 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -13139.339844 Penalty: 534.873962 Iteration 11Q: 3 clusters Score -13139.34 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -13139.339844 Penalty: 534.873962 Iteration 12F: 3 clusters Score -13139.34 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 342 members Mstep: Class 4 contains 4688 members Mstep: Class 5 contains 2479 members Mstep: Class 6 contains 1074 members Mstep: Class 7 contains 1271 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3682 members Mstep: Class 10 contains 15148 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 252092 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1802 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 6884 members Mstep: Class 17 contains 5745 members Mstep: Class 18 contains 23512 members Mstep: Class 19 contains 30604 members Mstep: Class 20 contains 16027 members Mstep: Class 22 contains 1098 members Mstep: Class 23 contains 357 members Entering Unmasked Estep ConsiderDeletion Score: -15549035.000000 Penalty: 12832.630859 Iteration 199Q: 23 clusters Score -1.554904e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 342 members Mstep: Class 4 contains 4688 members Mstep: Class 5 contains 2479 members Mstep: Class 6 contains 1074 members Mstep: Class 7 contains 1271 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3682 members Mstep: Class 10 contains 15147 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 252094 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1802 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 6874 members Mstep: Class 17 contains 5745 members Mstep: Class 18 contains 23514 members Mstep: Class 19 contains 30603 members Mstep: Class 20 contains 16035 members Mstep: Class 22 contains 1098 members Mstep: Class 23 contains 357 members Entering Unmasked Estep ConsiderDeletion Score: -15549054.000000 Penalty: 12832.630859 Iteration 200F: 23 clusters Score -1.554905e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 342 members Mstep: Class 4 contains 4688 members Mstep: Class 5 contains 2479 members Mstep: Class 6 contains 1074 members Mstep: Class 7 contains 1271 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3682 members Mstep: Class 10 contains 15146 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 252094 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1801 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 6869 members Mstep: Class 17 contains 5745 members Mstep: Class 18 contains 23515 members Mstep: Class 19 contains 30603 members Mstep: Class 20 contains 16041 members Mstep: Class 22 contains 1098 members Mstep: Class 23 contains 357 members Entering Unmasked Estep ConsiderDeletion Score: -15549059.000000 Penalty: 12832.630859 Iteration 201Q: 23 clusters Score -1.554906e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 342 members Mstep: Class 4 contains 4688 members Mstep: Class 5 contains 2479 members Mstep: Class 6 contains 1074 members Mstep: Class 7 contains 1271 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3682 members Mstep: Class 10 contains 15146 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 252089 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1799 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 6866 members Mstep: Class 17 contains 5745 members Mstep: Class 18 contains 23517 members Mstep: Class 19 contains 30603 members Mstep: Class 20 contains 16049 members Mstep: Class 22 contains 1098 members Mstep: Class 23 contains 357 members Entering Unmasked Estep ConsiderDeletion Score: -15549066.000000 Penalty: 12832.630859 Iteration 202Q: 23 clusters Score -1.554907e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 342 members Mstep: Class 4 contains 4688 members Mstep: Class 5 contains 2479 members Mstep: Class 6 contains 1074 members Mstep: Class 7 contains 1271 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3682 members Mstep: Class 10 contains 15146 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 252086 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1799 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 6866 members Mstep: Class 17 contains 5745 members Mstep: Class 18 contains 23517 members Mstep: Class 19 contains 30603 members Mstep: Class 20 contains 16052 members Mstep: Class 22 contains 1098 members Mstep: Class 23 contains 357 members Entering Unmasked Estep ConsiderDeletion Score: -15549067.000000 Penalty: 12832.630859 Iteration 203Q: 23 clusters Score -1.554907e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 342 members Mstep: Class 4 contains 4688 members Mstep: Class 5 contains 2479 members Mstep: Class 6 contains 1074 members Mstep: Class 7 contains 1271 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3682 members Mstep: Class 10 contains 15146 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 252084 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1799 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 6866 members Mstep: Class 17 contains 5745 members Mstep: Class 18 contains 23517 members Mstep: Class 19 contains 30602 members Mstep: Class 20 contains 16055 members Mstep: Class 22 contains 1098 members Mstep: Class 23 contains 357 members Entering Unmasked Estep ConsiderDeletion Score: -15549064.000000 Penalty: 12832.630859 Iteration 204Q: 23 clusters Score -1.554906e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 342 members Mstep: Class 4 contains 4688 members Mstep: Class 5 contains 2479 members Mstep: Class 6 contains 1074 members Mstep: Class 7 contains 1271 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3682 members Mstep: Class 10 contains 15146 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 252079 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1799 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 6866 members Mstep: Class 17 contains 5745 members Mstep: Class 18 contains 23517 members Mstep: Class 19 contains 30602 members Mstep: Class 20 contains 16060 members Mstep: Class 22 contains 1098 members Mstep: Class 23 contains 357 members Entering Unmasked Estep ConsiderDeletion Score: -15549080.000000 Penalty: 12832.630859 Iteration 205Q: 23 clusters Score -1.554908e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 342 members Mstep: Class 4 contains 4688 members Mstep: Class 5 contains 2479 members Mstep: Class 6 contains 1074 members Mstep: Class 7 contains 1271 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3682 members Mstep: Class 10 contains 15146 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 252078 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1799 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 6866 members Mstep: Class 17 contains 5745 members Mstep: Class 18 contains 23517 members Mstep: Class 19 contains 30602 members Mstep: Class 20 contains 16061 members Mstep: Class 22 contains 1098 members Mstep: Class 23 contains 357 members Entering Unmasked Estep ConsiderDeletion Score: -15549074.000000 Penalty: 12832.630859 Iteration 206Q: 23 clusters Score -1.554907e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 342 members Mstep: Class 4 contains 4688 members Mstep: Class 5 contains 2479 members Mstep: Class 6 contains 1074 members Mstep: Class 7 contains 1271 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3682 members Mstep: Class 10 contains 15146 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 252078 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1799 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 6866 members Mstep: Class 17 contains 5745 members Mstep: Class 18 contains 23517 members Mstep: Class 19 contains 30602 members Mstep: Class 20 contains 16061 members Mstep: Class 22 contains 1098 members Mstep: Class 23 contains 357 members Entering Unmasked Estep ConsiderDeletion Score: -15549074.000000 Penalty: 12832.630859 Iteration 207F: 23 clusters Score -1.554907e+07 nChanged 0 Entering ConstructFrom: Score: -15549074.000000 Penalty: 12832.630859 Entering ConstructFrom: Trying to split cluster 1 (358 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Entering Unmasked Estep Score: -13979.932617 Penalty: 267.564270 Iteration 0F: 2 clusters Score -13979.93 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -13600.392578 Penalty: 535.128540 Iteration 0F: 3 clusters Score -13600.39 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -13703.384766 Penalty: 535.128540 Iteration 1F: 3 clusters Score -13703.38 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -13724.683594 Penalty: 535.128540 Iteration 2F: 3 clusters Score -13724.68 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -13740.942383 Penalty: 535.128540 Iteration 3Q: 3 clusters Score -13740.94 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -13758.327148 Penalty: 535.128540 Iteration 4Q: 3 clusters Score -13758.33 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -13786.991211 Penalty: 535.128540 Iteration 5Q: 3 clusters Score -13786.99 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -13818.510742 Penalty: 535.128540 Iteration 6Q: 3 clusters Score -13818.51 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -13882.928711 Penalty: 535.128540 Iteration 7F: 3 clusters Score -13882.93 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -14041.648438 Penalty: 535.128540 Iteration 8F: 3 clusters Score -14041.65 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -14106.351562 Penalty: 535.128540 Iteration 9F: 3 clusters Score -14106.35 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -14127.712891 Penalty: 535.128540 Iteration 10Q: 3 clusters Score -14127.71 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -14129.399414 Penalty: 535.128540 Iteration 11Q: 3 clusters Score -14129.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -14135.501953 Penalty: 535.128540 Iteration 12Q: 3 clusters Score -14135.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -14149.724609 Penalty: 535.128540 Iteration 13Q: 3 clusters Score -14149.72 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -14184.673828 Penalty: 535.128540 Iteration 14Q: 3 clusters Score -14184.67 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -14184.673828 Penalty: 535.128540 Iteration 15F: 3 clusters Score -14184.67 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 249 members Mstep: Class 3 contains 342 members Mstep: Class 4 contains 4688 members Mstep: Class 5 contains 2479 members Mstep: Class 6 contains 1074 members Mstep: Class 7 contains 1271 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 3682 members Mstep: Class 10 contains 15146 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 252078 members Mstep: Class 13 contains 210 members Mstep: Class 14 contains 1799 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 6866 members Mstep: Class 17 contains 5745 members Mstep: Class 18 contains 23517 members Mstep: Class 19 contains 30602 members Mstep: Class 20 contains 16061 members Mstep: Class 21 contains 213 members Mstep: Class 22 contains 1098 members Mstep: Class 23 contains 357 members Entering Unmasked Estep Score: -15548967.000000 Penalty: 13415.931641 Splitting cluster 1 changes total score from -15549074.000000 to -15548967.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 2 (249 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Entering Unmasked Estep Score: -9263.502930 Penalty: 251.044098 Iteration 0F: 2 clusters Score -9263.503 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -8964.897461 Penalty: 502.088196 Iteration 0F: 3 clusters Score -8964.897 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -9047.214844 Penalty: 502.088196 Iteration 1F: 3 clusters Score -9047.215 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -9124.475586 Penalty: 502.088196 Iteration 2F: 3 clusters Score -9124.476 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -9181.463867 Penalty: 502.088196 Iteration 3F: 3 clusters Score -9181.464 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -9231.175781 Penalty: 502.088196 Iteration 4F: 3 clusters Score -9231.176 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 52 members Entering Unmasked Estep Score: -9258.279297 Penalty: 502.088196 Iteration 5F: 3 clusters Score -9258.279 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 50 members Entering Unmasked Estep Score: -9260.455078 Penalty: 502.088196 Iteration 6Q: 3 clusters Score -9260.455 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 50 members Entering Unmasked Estep Score: -9260.455078 Penalty: 502.088196 Iteration 7F: 3 clusters Score -9260.455 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (342 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Entering Unmasked Estep Score: -14324.371094 Penalty: 265.483887 Iteration 0F: 2 clusters Score -14324.37 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -13948.901367 Penalty: 530.967773 Iteration 0F: 3 clusters Score -13948.9 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -14008.210938 Penalty: 530.967773 Iteration 1F: 3 clusters Score -14008.21 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -14025.797852 Penalty: 530.967773 Iteration 2Q: 3 clusters Score -14025.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -14045.043945 Penalty: 530.967773 Iteration 3F: 3 clusters Score -14045.04 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -14063.333008 Penalty: 530.967773 Iteration 4Q: 3 clusters Score -14063.33 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -14079.095703 Penalty: 530.967773 Iteration 5Q: 3 clusters Score -14079.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -14085.964844 Penalty: 530.967773 Iteration 6Q: 3 clusters Score -14085.96 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -14091.570312 Penalty: 530.967773 Iteration 7Q: 3 clusters Score -14091.57 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -14095.836914 Penalty: 530.967773 Iteration 8Q: 3 clusters Score -14095.84 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -14105.666992 Penalty: 530.967773 Iteration 9Q: 3 clusters Score -14105.67 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -14115.013672 Penalty: 530.967773 Iteration 10Q: 3 clusters Score -14115.01 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -14116.013672 Penalty: 530.967773 Iteration 11Q: 3 clusters Score -14116.01 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -14118.418945 Penalty: 530.967773 Iteration 12Q: 3 clusters Score -14118.42 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -14119.101562 Penalty: 530.967773 Iteration 13Q: 3 clusters Score -14119.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -14120.015625 Penalty: 530.967773 Iteration 14Q: 3 clusters Score -14120.02 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -14120.015625 Penalty: 530.967773 Iteration 15F: 3 clusters Score -14120.02 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (4688 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4688 members Entering Unmasked Estep Score: -184619.421875 Penalty: 384.600647 Iteration 0F: 2 clusters Score -184619.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2342 members Mstep: Class 2 contains 2346 members Entering Unmasked Estep Score: -181417.187500 Penalty: 769.201294 Iteration 0F: 3 clusters Score -181417.2 nChanged 2124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2296 members Mstep: Class 2 contains 2392 members Entering Unmasked Estep Score: -182622.390625 Penalty: 769.201294 Iteration 1F: 3 clusters Score -182622.4 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2374 members Mstep: Class 2 contains 2314 members Entering Unmasked Estep Score: -182870.281250 Penalty: 769.201294 Iteration 2F: 3 clusters Score -182870.3 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2525 members Mstep: Class 2 contains 2163 members Entering Unmasked Estep Score: -183192.812500 Penalty: 769.201294 Iteration 3F: 3 clusters Score -183192.8 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2707 members Mstep: Class 2 contains 1981 members Entering Unmasked Estep Score: -183511.000000 Penalty: 769.201294 Iteration 4F: 3 clusters Score -183511 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2910 members Mstep: Class 2 contains 1778 members Entering Unmasked Estep Score: -183745.453125 Penalty: 769.201294 Iteration 5F: 3 clusters Score -183745.5 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3088 members Mstep: Class 2 contains 1600 members Entering Unmasked Estep Score: -183885.546875 Penalty: 769.201294 Iteration 6F: 3 clusters Score -183885.5 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3246 members Mstep: Class 2 contains 1442 members Entering Unmasked Estep Score: -183988.906250 Penalty: 769.201294 Iteration 7Q: 3 clusters Score -183988.9 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3400 members Mstep: Class 2 contains 1288 members Entering Unmasked Estep Score: -184077.593750 Penalty: 769.201294 Iteration 8Q: 3 clusters Score -184077.6 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3539 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -184146.750000 Penalty: 769.201294 Iteration 9Q: 3 clusters Score -184146.8 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3670 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -184208.000000 Penalty: 769.201294 Iteration 10Q: 3 clusters Score -184208 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3795 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -184275.546875 Penalty: 769.201294 Iteration 11Q: 3 clusters Score -184275.5 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3918 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -184340.171875 Penalty: 769.201294 Iteration 12Q: 3 clusters Score -184340.2 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4010 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -184386.171875 Penalty: 769.201294 Iteration 13Q: 3 clusters Score -184386.2 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4095 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -184439.921875 Penalty: 769.201294 Iteration 14Q: 3 clusters Score -184439.9 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4166 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -184495.265625 Penalty: 769.201294 Iteration 15Q: 3 clusters Score -184495.3 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4229 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -184545.078125 Penalty: 769.201294 Iteration 16Q: 3 clusters Score -184545.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4270 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -184572.093750 Penalty: 769.201294 Iteration 17Q: 3 clusters Score -184572.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4290 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -184579.843750 Penalty: 769.201294 Iteration 18Q: 3 clusters Score -184579.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4311 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -184589.375000 Penalty: 769.201294 Iteration 19Q: 3 clusters Score -184589.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4331 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -184600.265625 Penalty: 769.201294 Iteration 20F: 3 clusters Score -184600.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4350 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -184608.484375 Penalty: 769.201294 Iteration 21Q: 3 clusters Score -184608.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4361 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -184611.812500 Penalty: 769.201294 Iteration 22Q: 3 clusters Score -184611.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4368 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -184613.046875 Penalty: 769.201294 Iteration 23Q: 3 clusters Score -184613 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4371 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -184613.406250 Penalty: 769.201294 Iteration 24Q: 3 clusters Score -184613.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4374 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -184613.343750 Penalty: 769.201294 Iteration 25Q: 3 clusters Score -184613.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4376 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -184613.765625 Penalty: 769.201294 Iteration 26Q: 3 clusters Score -184613.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4377 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -184614.078125 Penalty: 769.201294 Iteration 27Q: 3 clusters Score -184614.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4379 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -184614.250000 Penalty: 769.201294 Iteration 28Q: 3 clusters Score -184614.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4380 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -184614.531250 Penalty: 769.201294 Iteration 29Q: 3 clusters Score -184614.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4381 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -184614.828125 Penalty: 769.201294 Iteration 30Q: 3 clusters Score -184614.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4381 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -184614.828125 Penalty: 769.201294 Iteration 31F: 3 clusters Score -184614.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (2479 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2479 members Entering Unmasked Estep Score: -104848.156250 Penalty: 355.610260 Iteration 0F: 2 clusters Score -104848.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -103085.671875 Penalty: 711.220520 Iteration 0F: 3 clusters Score -103085.7 nChanged 1063 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 1394 members Entering Unmasked Estep Score: -103702.445312 Penalty: 711.220520 Iteration 1F: 3 clusters Score -103702.4 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 1451 members Entering Unmasked Estep Score: -103784.039062 Penalty: 711.220520 Iteration 2F: 3 clusters Score -103784 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 1489 members Entering Unmasked Estep Score: -103831.960938 Penalty: 711.220520 Iteration 3Q: 3 clusters Score -103832 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 1534 members Entering Unmasked Estep Score: -103877.031250 Penalty: 711.220520 Iteration 4Q: 3 clusters Score -103877 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 1573 members Entering Unmasked Estep Score: -103925.210938 Penalty: 711.220520 Iteration 5Q: 3 clusters Score -103925.2 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 1615 members Entering Unmasked Estep Score: -103991.007812 Penalty: 711.220520 Iteration 6Q: 3 clusters Score -103991 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 1643 members Entering Unmasked Estep Score: -104087.617188 Penalty: 711.220520 Iteration 7Q: 3 clusters Score -104087.6 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 1665 members Entering Unmasked Estep Score: -104183.742188 Penalty: 711.220520 Iteration 8Q: 3 clusters Score -104183.7 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 1677 members Entering Unmasked Estep Score: -104268.218750 Penalty: 711.220520 Iteration 9Q: 3 clusters Score -104268.2 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 1687 members Entering Unmasked Estep Score: -104326.929688 Penalty: 711.220520 Iteration 10Q: 3 clusters Score -104326.9 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 1693 members Entering Unmasked Estep Score: -104382.273438 Penalty: 711.220520 Iteration 11Q: 3 clusters Score -104382.3 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 1685 members Entering Unmasked Estep Score: -104415.117188 Penalty: 711.220520 Iteration 12Q: 3 clusters Score -104415.1 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 1682 members Entering Unmasked Estep Score: -104432.070312 Penalty: 711.220520 Iteration 13Q: 3 clusters Score -104432.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 1676 members Entering Unmasked Estep Score: -104443.437500 Penalty: 711.220520 Iteration 14Q: 3 clusters Score -104443.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 1667 members Entering Unmasked Estep Score: -104452.242188 Penalty: 711.220520 Iteration 15Q: 3 clusters Score -104452.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 1660 members Entering Unmasked Estep Score: -104459.171875 Penalty: 711.220520 Iteration 16Q: 3 clusters Score -104459.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 1655 members Entering Unmasked Estep Score: -104464.484375 Penalty: 711.220520 Iteration 17Q: 3 clusters Score -104464.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 1646 members Entering Unmasked Estep Score: -104470.664062 Penalty: 711.220520 Iteration 18Q: 3 clusters Score -104470.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 1637 members Entering Unmasked Estep Score: -104477.812500 Penalty: 711.220520 Iteration 19Q: 3 clusters Score -104477.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 1625 members Entering Unmasked Estep Score: -104483.281250 Penalty: 711.220520 Iteration 20F: 3 clusters Score -104483.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 1618 members Entering Unmasked Estep Score: -104488.312500 Penalty: 711.220520 Iteration 21Q: 3 clusters Score -104488.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 1613 members Entering Unmasked Estep Score: -104493.781250 Penalty: 711.220520 Iteration 22Q: 3 clusters Score -104493.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 1611 members Entering Unmasked Estep Score: -104498.187500 Penalty: 711.220520 Iteration 23Q: 3 clusters Score -104498.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 1602 members Entering Unmasked Estep Score: -104504.828125 Penalty: 711.220520 Iteration 24Q: 3 clusters Score -104504.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 1594 members Entering Unmasked Estep Score: -104512.187500 Penalty: 711.220520 Iteration 25Q: 3 clusters Score -104512.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 1584 members Entering Unmasked Estep Score: -104521.835938 Penalty: 711.220520 Iteration 26Q: 3 clusters Score -104521.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 1577 members Entering Unmasked Estep Score: -104531.429688 Penalty: 711.220520 Iteration 27Q: 3 clusters Score -104531.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 1566 members Entering Unmasked Estep Score: -104539.914062 Penalty: 711.220520 Iteration 28Q: 3 clusters Score -104539.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 1553 members Entering Unmasked Estep Score: -104550.156250 Penalty: 711.220520 Iteration 29Q: 3 clusters Score -104550.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 1535 members Entering Unmasked Estep Score: -104562.726562 Penalty: 711.220520 Iteration 30Q: 3 clusters Score -104562.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 1508 members Entering Unmasked Estep Score: -104575.804688 Penalty: 711.220520 Iteration 31Q: 3 clusters Score -104575.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 1495 members Entering Unmasked Estep Score: -104579.640625 Penalty: 711.220520 Iteration 32Q: 3 clusters Score -104579.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 1482 members Entering Unmasked Estep Score: -104586.546875 Penalty: 711.220520 Iteration 33Q: 3 clusters Score -104586.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 1465 members Entering Unmasked Estep Score: -104593.054688 Penalty: 711.220520 Iteration 34Q: 3 clusters Score -104593.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 1448 members Entering Unmasked Estep Score: -104600.570312 Penalty: 711.220520 Iteration 35Q: 3 clusters Score -104600.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 1433 members Entering Unmasked Estep Score: -104607.468750 Penalty: 711.220520 Iteration 36Q: 3 clusters Score -104607.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 1417 members Entering Unmasked Estep Score: -104616.195312 Penalty: 711.220520 Iteration 37Q: 3 clusters Score -104616.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 1400 members Entering Unmasked Estep Score: -104621.710938 Penalty: 711.220520 Iteration 38Q: 3 clusters Score -104621.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -104624.289062 Penalty: 711.220520 Iteration 39Q: 3 clusters Score -104624.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 1383 members Entering Unmasked Estep Score: -104627.296875 Penalty: 711.220520 Iteration 40F: 3 clusters Score -104627.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -104629.671875 Penalty: 711.220520 Iteration 41Q: 3 clusters Score -104629.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 1366 members Entering Unmasked Estep Score: -104631.843750 Penalty: 711.220520 Iteration 42Q: 3 clusters Score -104631.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 1359 members Entering Unmasked Estep Score: -104633.250000 Penalty: 711.220520 Iteration 43Q: 3 clusters Score -104633.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 1351 members Entering Unmasked Estep Score: -104635.335938 Penalty: 711.220520 Iteration 44Q: 3 clusters Score -104635.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 1341 members Entering Unmasked Estep Score: -104639.242188 Penalty: 711.220520 Iteration 45Q: 3 clusters Score -104639.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 1330 members Entering Unmasked Estep Score: -104643.335938 Penalty: 711.220520 Iteration 46Q: 3 clusters Score -104643.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1162 members Mstep: Class 2 contains 1317 members Entering Unmasked Estep Score: -104647.765625 Penalty: 711.220520 Iteration 47Q: 3 clusters Score -104647.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 1307 members Entering Unmasked Estep Score: -104650.109375 Penalty: 711.220520 Iteration 48Q: 3 clusters Score -104650.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1179 members Mstep: Class 2 contains 1300 members Entering Unmasked Estep Score: -104650.859375 Penalty: 711.220520 Iteration 49Q: 3 clusters Score -104650.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 1295 members Entering Unmasked Estep Score: -104651.976562 Penalty: 711.220520 Iteration 50Q: 3 clusters Score -104652 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -104652.664062 Penalty: 711.220520 Iteration 51Q: 3 clusters Score -104652.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 1290 members Entering Unmasked Estep Score: -104653.000000 Penalty: 711.220520 Iteration 52Q: 3 clusters Score -104653 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -104653.539062 Penalty: 711.220520 Iteration 53Q: 3 clusters Score -104653.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 1282 members Entering Unmasked Estep Score: -104654.570312 Penalty: 711.220520 Iteration 54Q: 3 clusters Score -104654.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 1276 members Entering Unmasked Estep Score: -104655.390625 Penalty: 711.220520 Iteration 55Q: 3 clusters Score -104655.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -104656.187500 Penalty: 711.220520 Iteration 56Q: 3 clusters Score -104656.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 1269 members Entering Unmasked Estep Score: -104656.406250 Penalty: 711.220520 Iteration 57Q: 3 clusters Score -104656.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1213 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -104656.562500 Penalty: 711.220520 Iteration 58Q: 3 clusters Score -104656.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1216 members Mstep: Class 2 contains 1263 members Entering Unmasked Estep Score: -104657.093750 Penalty: 711.220520 Iteration 59Q: 3 clusters Score -104657.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -104657.367188 Penalty: 711.220520 Iteration 60F: 3 clusters Score -104657.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 1259 members Entering Unmasked Estep Score: -104657.546875 Penalty: 711.220520 Iteration 61Q: 3 clusters Score -104657.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 1259 members Entering Unmasked Estep Score: -104657.546875 Penalty: 711.220520 Iteration 62F: 3 clusters Score -104657.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (1074 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Entering Unmasked Estep Score: -49139.257812 Penalty: 317.551086 Iteration 0F: 2 clusters Score -49139.26 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -48280.625000 Penalty: 635.102173 Iteration 0F: 3 clusters Score -48280.62 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -48510.230469 Penalty: 635.102173 Iteration 1F: 3 clusters Score -48510.23 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -48550.679688 Penalty: 635.102173 Iteration 2F: 3 clusters Score -48550.68 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -48587.031250 Penalty: 635.102173 Iteration 3F: 3 clusters Score -48587.03 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -48614.238281 Penalty: 635.102173 Iteration 4F: 3 clusters Score -48614.24 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -48630.359375 Penalty: 635.102173 Iteration 5Q: 3 clusters Score -48630.36 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -48642.414062 Penalty: 635.102173 Iteration 6Q: 3 clusters Score -48642.41 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -48648.835938 Penalty: 635.102173 Iteration 7Q: 3 clusters Score -48648.84 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -48656.218750 Penalty: 635.102173 Iteration 8Q: 3 clusters Score -48656.22 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -48663.218750 Penalty: 635.102173 Iteration 9Q: 3 clusters Score -48663.22 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -48670.578125 Penalty: 635.102173 Iteration 10Q: 3 clusters Score -48670.58 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -48678.734375 Penalty: 635.102173 Iteration 11Q: 3 clusters Score -48678.73 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -48688.550781 Penalty: 635.102173 Iteration 12Q: 3 clusters Score -48688.55 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -48700.804688 Penalty: 635.102173 Iteration 13Q: 3 clusters Score -48700.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -48707.101562 Penalty: 635.102173 Iteration 14Q: 3 clusters Score -48707.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -48713.628906 Penalty: 635.102173 Iteration 15Q: 3 clusters Score -48713.63 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -48718.210938 Penalty: 635.102173 Iteration 16Q: 3 clusters Score -48718.21 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -48724.023438 Penalty: 635.102173 Iteration 17Q: 3 clusters Score -48724.02 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -48731.187500 Penalty: 635.102173 Iteration 18Q: 3 clusters Score -48731.19 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -48738.261719 Penalty: 635.102173 Iteration 19Q: 3 clusters Score -48738.26 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -48745.828125 Penalty: 635.102173 Iteration 20F: 3 clusters Score -48745.83 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -48751.820312 Penalty: 635.102173 Iteration 21Q: 3 clusters Score -48751.82 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -48755.304688 Penalty: 635.102173 Iteration 22Q: 3 clusters Score -48755.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -48758.132812 Penalty: 635.102173 Iteration 23Q: 3 clusters Score -48758.13 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -48760.675781 Penalty: 635.102173 Iteration 24Q: 3 clusters Score -48760.68 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -48763.093750 Penalty: 635.102173 Iteration 25Q: 3 clusters Score -48763.09 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -48768.078125 Penalty: 635.102173 Iteration 26Q: 3 clusters Score -48768.08 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -48775.210938 Penalty: 635.102173 Iteration 27Q: 3 clusters Score -48775.21 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -48783.476562 Penalty: 635.102173 Iteration 28Q: 3 clusters Score -48783.48 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -48795.027344 Penalty: 635.102173 Iteration 29Q: 3 clusters Score -48795.03 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -48804.675781 Penalty: 635.102173 Iteration 30Q: 3 clusters Score -48804.68 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -48808.128906 Penalty: 635.102173 Iteration 31Q: 3 clusters Score -48808.13 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -48811.480469 Penalty: 635.102173 Iteration 32Q: 3 clusters Score -48811.48 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -48815.902344 Penalty: 635.102173 Iteration 33Q: 3 clusters Score -48815.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -48819.082031 Penalty: 635.102173 Iteration 34Q: 3 clusters Score -48819.08 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -48819.218750 Penalty: 635.102173 Iteration 35Q: 3 clusters Score -48819.22 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -48819.218750 Penalty: 635.102173 Iteration 36F: 3 clusters Score -48819.22 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (1271 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Entering Unmasked Estep Score: -55140.992188 Penalty: 325.213928 Iteration 0F: 2 clusters Score -55140.99 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -54149.613281 Penalty: 650.427856 Iteration 0F: 3 clusters Score -54149.61 nChanged 504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -54468.402344 Penalty: 650.427856 Iteration 1F: 3 clusters Score -54468.4 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -54548.136719 Penalty: 650.427856 Iteration 2F: 3 clusters Score -54548.14 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -54630.363281 Penalty: 650.427856 Iteration 3F: 3 clusters Score -54630.36 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -54700.714844 Penalty: 650.427856 Iteration 4F: 3 clusters Score -54700.71 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -54755.781250 Penalty: 650.427856 Iteration 5F: 3 clusters Score -54755.78 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -54796.734375 Penalty: 650.427856 Iteration 6Q: 3 clusters Score -54796.73 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -54836.542969 Penalty: 650.427856 Iteration 7Q: 3 clusters Score -54836.54 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -54868.382812 Penalty: 650.427856 Iteration 8Q: 3 clusters Score -54868.38 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -54887.785156 Penalty: 650.427856 Iteration 9Q: 3 clusters Score -54887.79 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -54900.269531 Penalty: 650.427856 Iteration 10Q: 3 clusters Score -54900.27 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -54908.437500 Penalty: 650.427856 Iteration 11Q: 3 clusters Score -54908.44 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -54913.195312 Penalty: 650.427856 Iteration 12Q: 3 clusters Score -54913.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -54915.164062 Penalty: 650.427856 Iteration 13Q: 3 clusters Score -54915.16 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -54918.250000 Penalty: 650.427856 Iteration 14Q: 3 clusters Score -54918.25 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -54921.632812 Penalty: 650.427856 Iteration 15Q: 3 clusters Score -54921.63 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -54923.359375 Penalty: 650.427856 Iteration 16Q: 3 clusters Score -54923.36 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -54923.968750 Penalty: 650.427856 Iteration 17Q: 3 clusters Score -54923.97 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -54924.269531 Penalty: 650.427856 Iteration 18Q: 3 clusters Score -54924.27 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -54924.269531 Penalty: 650.427856 Iteration 19F: 3 clusters Score -54924.27 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (730 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Entering Unmasked Estep Score: -29473.835938 Penalty: 299.983521 Iteration 0F: 2 clusters Score -29473.84 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -28826.308594 Penalty: 599.967041 Iteration 0F: 3 clusters Score -28826.31 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -29018.414062 Penalty: 599.967041 Iteration 1F: 3 clusters Score -29018.41 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -29077.005859 Penalty: 599.967041 Iteration 2F: 3 clusters Score -29077.01 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -29118.962891 Penalty: 599.967041 Iteration 3F: 3 clusters Score -29118.96 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -29142.117188 Penalty: 599.967041 Iteration 4Q: 3 clusters Score -29142.12 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -29164.998047 Penalty: 599.967041 Iteration 5Q: 3 clusters Score -29165 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -29178.380859 Penalty: 599.967041 Iteration 6Q: 3 clusters Score -29178.38 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -29189.160156 Penalty: 599.967041 Iteration 7Q: 3 clusters Score -29189.16 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -29194.617188 Penalty: 599.967041 Iteration 8Q: 3 clusters Score -29194.62 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -29197.722656 Penalty: 599.967041 Iteration 9Q: 3 clusters Score -29197.72 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -29198.583984 Penalty: 599.967041 Iteration 10Q: 3 clusters Score -29198.58 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -29200.945312 Penalty: 599.967041 Iteration 11Q: 3 clusters Score -29200.95 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -29205.691406 Penalty: 599.967041 Iteration 12Q: 3 clusters Score -29205.69 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -29207.324219 Penalty: 599.967041 Iteration 13Q: 3 clusters Score -29207.32 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -29210.095703 Penalty: 599.967041 Iteration 14Q: 3 clusters Score -29210.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -29213.785156 Penalty: 599.967041 Iteration 15Q: 3 clusters Score -29213.79 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -29215.537109 Penalty: 599.967041 Iteration 16Q: 3 clusters Score -29215.54 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -29216.611328 Penalty: 599.967041 Iteration 17Q: 3 clusters Score -29216.61 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -29219.585938 Penalty: 599.967041 Iteration 18Q: 3 clusters Score -29219.59 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -29220.369141 Penalty: 599.967041 Iteration 19Q: 3 clusters Score -29220.37 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -29220.449219 Penalty: 599.967041 Iteration 20F: 3 clusters Score -29220.45 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -29220.921875 Penalty: 599.967041 Iteration 21Q: 3 clusters Score -29220.92 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -29220.921875 Penalty: 599.967041 Iteration 22F: 3 clusters Score -29220.92 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (3682 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3682 members Entering Unmasked Estep Score: -154418.625000 Penalty: 373.610107 Iteration 0F: 2 clusters Score -154418.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1885 members Mstep: Class 2 contains 1797 members Entering Unmasked Estep Score: -151902.703125 Penalty: 747.220215 Iteration 0F: 3 clusters Score -151902.7 nChanged 1639 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2054 members Mstep: Class 2 contains 1628 members Entering Unmasked Estep Score: -152869.187500 Penalty: 747.220215 Iteration 1F: 3 clusters Score -152869.2 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2195 members Mstep: Class 2 contains 1487 members Entering Unmasked Estep Score: -153013.031250 Penalty: 747.220215 Iteration 2F: 3 clusters Score -153013 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2357 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -153149.796875 Penalty: 747.220215 Iteration 3F: 3 clusters Score -153149.8 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2551 members Mstep: Class 2 contains 1131 members Entering Unmasked Estep Score: -153326.250000 Penalty: 747.220215 Iteration 4F: 3 clusters Score -153326.2 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2708 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -153493.421875 Penalty: 747.220215 Iteration 5F: 3 clusters Score -153493.4 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2851 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -153629.671875 Penalty: 747.220215 Iteration 6F: 3 clusters Score -153629.7 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2966 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -153722.984375 Penalty: 747.220215 Iteration 7Q: 3 clusters Score -153723 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3034 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -153779.296875 Penalty: 747.220215 Iteration 8Q: 3 clusters Score -153779.3 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3092 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -153822.812500 Penalty: 747.220215 Iteration 9Q: 3 clusters Score -153822.8 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3147 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -153860.453125 Penalty: 747.220215 Iteration 10Q: 3 clusters Score -153860.5 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3208 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -153904.562500 Penalty: 747.220215 Iteration 11Q: 3 clusters Score -153904.6 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3261 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -153941.406250 Penalty: 747.220215 Iteration 12Q: 3 clusters Score -153941.4 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3312 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -153975.937500 Penalty: 747.220215 Iteration 13Q: 3 clusters Score -153975.9 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3368 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -154016.062500 Penalty: 747.220215 Iteration 14Q: 3 clusters Score -154016.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3410 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -154043.500000 Penalty: 747.220215 Iteration 15Q: 3 clusters Score -154043.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3439 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -154061.359375 Penalty: 747.220215 Iteration 16Q: 3 clusters Score -154061.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3468 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -154078.578125 Penalty: 747.220215 Iteration 17Q: 3 clusters Score -154078.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3492 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -154096.359375 Penalty: 747.220215 Iteration 18Q: 3 clusters Score -154096.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3508 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -154106.125000 Penalty: 747.220215 Iteration 19Q: 3 clusters Score -154106.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3518 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -154112.062500 Penalty: 747.220215 Iteration 20F: 3 clusters Score -154112.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3524 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -154116.562500 Penalty: 747.220215 Iteration 21Q: 3 clusters Score -154116.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3533 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -154121.484375 Penalty: 747.220215 Iteration 22Q: 3 clusters Score -154121.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3539 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -154124.812500 Penalty: 747.220215 Iteration 23Q: 3 clusters Score -154124.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3545 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -154129.406250 Penalty: 747.220215 Iteration 24Q: 3 clusters Score -154129.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3548 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -154130.765625 Penalty: 747.220215 Iteration 25Q: 3 clusters Score -154130.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3550 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -154131.296875 Penalty: 747.220215 Iteration 26Q: 3 clusters Score -154131.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3550 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -154131.296875 Penalty: 747.220215 Iteration 27F: 3 clusters Score -154131.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (15146 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15146 members Entering Unmasked Estep Score: -696962.062500 Penalty: 437.959900 Iteration 0F: 2 clusters Score -696962.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7586 members Mstep: Class 2 contains 7560 members Entering Unmasked Estep Score: -686822.187500 Penalty: 875.919800 Iteration 0F: 3 clusters Score -686822.2 nChanged 7201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8205 members Mstep: Class 2 contains 6941 members Entering Unmasked Estep Score: -690892.187500 Penalty: 875.919800 Iteration 1F: 3 clusters Score -690892.2 nChanged 688 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8557 members Mstep: Class 2 contains 6589 members Entering Unmasked Estep Score: -691106.437500 Penalty: 875.919800 Iteration 2Q: 3 clusters Score -691106.4 nChanged 697 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9052 members Mstep: Class 2 contains 6094 members Entering Unmasked Estep Score: -691384.812500 Penalty: 875.919800 Iteration 3Q: 3 clusters Score -691384.8 nChanged 847 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9759 members Mstep: Class 2 contains 5387 members Entering Unmasked Estep Score: -691820.750000 Penalty: 875.919800 Iteration 4F: 3 clusters Score -691820.8 nChanged 974 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10635 members Mstep: Class 2 contains 4511 members Entering Unmasked Estep Score: -692467.312500 Penalty: 875.919800 Iteration 5F: 3 clusters Score -692467.3 nChanged 1091 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11660 members Mstep: Class 2 contains 3486 members Entering Unmasked Estep Score: -693420.437500 Penalty: 875.919800 Iteration 6F: 3 clusters Score -693420.4 nChanged 1091 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12709 members Mstep: Class 2 contains 2437 members Entering Unmasked Estep Score: -694513.437500 Penalty: 875.919800 Iteration 7F: 3 clusters Score -694513.4 nChanged 834 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13499 members Mstep: Class 2 contains 1647 members Entering Unmasked Estep Score: -695350.062500 Penalty: 875.919800 Iteration 8F: 3 clusters Score -695350.1 nChanged 537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13992 members Mstep: Class 2 contains 1154 members Entering Unmasked Estep Score: -695872.437500 Penalty: 875.919800 Iteration 9Q: 3 clusters Score -695872.4 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14283 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -696159.625000 Penalty: 875.919800 Iteration 10Q: 3 clusters Score -696159.6 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14474 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -696349.000000 Penalty: 875.919800 Iteration 11Q: 3 clusters Score -696349 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14594 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -696471.000000 Penalty: 875.919800 Iteration 12Q: 3 clusters Score -696471 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14651 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -696536.625000 Penalty: 875.919800 Iteration 13Q: 3 clusters Score -696536.6 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14688 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -696584.812500 Penalty: 875.919800 Iteration 14Q: 3 clusters Score -696584.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14713 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -696622.937500 Penalty: 875.919800 Iteration 15Q: 3 clusters Score -696622.9 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14745 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -696667.812500 Penalty: 875.919800 Iteration 16Q: 3 clusters Score -696667.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14757 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -696696.625000 Penalty: 875.919800 Iteration 17Q: 3 clusters Score -696696.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14765 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -696721.312500 Penalty: 875.919800 Iteration 18Q: 3 clusters Score -696721.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14779 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -696733.062500 Penalty: 875.919800 Iteration 19Q: 3 clusters Score -696733.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14783 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -696736.625000 Penalty: 875.919800 Iteration 20F: 3 clusters Score -696736.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14788 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -696738.375000 Penalty: 875.919800 Iteration 21Q: 3 clusters Score -696738.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14793 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -696739.000000 Penalty: 875.919800 Iteration 22Q: 3 clusters Score -696739 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14797 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -696739.750000 Penalty: 875.919800 Iteration 23Q: 3 clusters Score -696739.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14799 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -696739.937500 Penalty: 875.919800 Iteration 24Q: 3 clusters Score -696739.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14799 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -696741.875000 Penalty: 875.919800 Iteration 25Q: 3 clusters Score -696741.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14800 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -696742.625000 Penalty: 875.919800 Iteration 26Q: 3 clusters Score -696742.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14801 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -696742.375000 Penalty: 875.919800 Iteration 27Q: 3 clusters Score -696742.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14801 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -696742.375000 Penalty: 875.919800 Iteration 28F: 3 clusters Score -696742.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (772 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Entering Unmasked Estep Score: -31025.468750 Penalty: 302.528778 Iteration 0F: 2 clusters Score -31025.47 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 394 members Entering Unmasked Estep Score: -30366.566406 Penalty: 605.057556 Iteration 0F: 3 clusters Score -30366.57 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -30535.640625 Penalty: 605.057556 Iteration 1F: 3 clusters Score -30535.64 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -30577.955078 Penalty: 605.057556 Iteration 2F: 3 clusters Score -30577.96 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -30598.593750 Penalty: 605.057556 Iteration 3Q: 3 clusters Score -30598.59 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -30616.515625 Penalty: 605.057556 Iteration 4Q: 3 clusters Score -30616.52 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -30625.974609 Penalty: 605.057556 Iteration 5Q: 3 clusters Score -30625.97 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -30634.908203 Penalty: 605.057556 Iteration 6Q: 3 clusters Score -30634.91 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -30645.546875 Penalty: 605.057556 Iteration 7Q: 3 clusters Score -30645.55 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -30653.990234 Penalty: 605.057556 Iteration 8Q: 3 clusters Score -30653.99 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -30656.169922 Penalty: 605.057556 Iteration 9Q: 3 clusters Score -30656.17 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -30658.126953 Penalty: 605.057556 Iteration 10Q: 3 clusters Score -30658.13 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -30661.613281 Penalty: 605.057556 Iteration 11Q: 3 clusters Score -30661.61 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -30666.437500 Penalty: 605.057556 Iteration 12Q: 3 clusters Score -30666.44 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -30669.218750 Penalty: 605.057556 Iteration 13Q: 3 clusters Score -30669.22 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -30672.687500 Penalty: 605.057556 Iteration 14Q: 3 clusters Score -30672.69 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -30673.572266 Penalty: 605.057556 Iteration 15Q: 3 clusters Score -30673.57 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -30674.812500 Penalty: 605.057556 Iteration 16Q: 3 clusters Score -30674.81 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -30678.250000 Penalty: 605.057556 Iteration 17Q: 3 clusters Score -30678.25 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -30681.271484 Penalty: 605.057556 Iteration 18Q: 3 clusters Score -30681.27 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -30682.070312 Penalty: 605.057556 Iteration 19Q: 3 clusters Score -30682.07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -30688.937500 Penalty: 605.057556 Iteration 20F: 3 clusters Score -30688.94 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -30698.105469 Penalty: 605.057556 Iteration 21Q: 3 clusters Score -30698.11 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -30702.771484 Penalty: 605.057556 Iteration 22Q: 3 clusters Score -30702.77 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -30704.695312 Penalty: 605.057556 Iteration 23Q: 3 clusters Score -30704.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -30706.521484 Penalty: 605.057556 Iteration 24Q: 3 clusters Score -30706.52 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -30708.226562 Penalty: 605.057556 Iteration 25Q: 3 clusters Score -30708.23 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -30709.269531 Penalty: 605.057556 Iteration 26Q: 3 clusters Score -30709.27 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -30709.576172 Penalty: 605.057556 Iteration 27Q: 3 clusters Score -30709.58 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -30709.714844 Penalty: 605.057556 Iteration 28Q: 3 clusters Score -30709.71 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -30709.714844 Penalty: 605.057556 Iteration 29F: 3 clusters Score -30709.71 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (252078 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252078 members Entering Unmasked Estep Score: -10878130.000000 Penalty: 565.906006 Iteration 0F: 2 clusters Score -1.087813e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125980 members Mstep: Class 2 contains 126098 members Entering Unmasked Estep Score: -10713490.000000 Penalty: 1131.812012 Iteration 0F: 3 clusters Score -1.071349e+07 nChanged 124342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127570 members Mstep: Class 2 contains 124508 members Entering Unmasked Estep Score: -10788771.000000 Penalty: 1131.812012 Iteration 1F: 3 clusters Score -1.078877e+07 nChanged 9069 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127645 members Mstep: Class 2 contains 124433 members Entering Unmasked Estep Score: -10791577.000000 Penalty: 1131.812012 Iteration 2Q: 3 clusters Score -1.079158e+07 nChanged 10621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127550 members Mstep: Class 2 contains 124528 members Entering Unmasked Estep Score: -10796035.000000 Penalty: 1131.812012 Iteration 3Q: 3 clusters Score -1.079604e+07 nChanged 13198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127562 members Mstep: Class 2 contains 124516 members Entering Unmasked Estep Score: -10803682.000000 Penalty: 1131.812012 Iteration 4F: 3 clusters Score -1.080368e+07 nChanged 16171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127597 members Mstep: Class 2 contains 124481 members Entering Unmasked Estep Score: -10816728.000000 Penalty: 1131.812012 Iteration 5F: 3 clusters Score -1.081673e+07 nChanged 18077 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127854 members Mstep: Class 2 contains 124224 members Entering Unmasked Estep Score: -10831845.000000 Penalty: 1131.812012 Iteration 6F: 3 clusters Score -1.083184e+07 nChanged 15653 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128331 members Mstep: Class 2 contains 123747 members Entering Unmasked Estep Score: -10840871.000000 Penalty: 1131.812012 Iteration 7F: 3 clusters Score -1.084087e+07 nChanged 9570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128711 members Mstep: Class 2 contains 123367 members Entering Unmasked Estep Score: -10843545.000000 Penalty: 1131.812012 Iteration 8Q: 3 clusters Score -1.084354e+07 nChanged 4575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128980 members Mstep: Class 2 contains 123098 members Entering Unmasked Estep Score: -10844273.000000 Penalty: 1131.812012 Iteration 9Q: 3 clusters Score -1.084427e+07 nChanged 2627 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129229 members Mstep: Class 2 contains 122849 members Entering Unmasked Estep Score: -10844651.000000 Penalty: 1131.812012 Iteration 10Q: 3 clusters Score -1.084465e+07 nChanged 2200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129493 members Mstep: Class 2 contains 122585 members Entering Unmasked Estep Score: -10844942.000000 Penalty: 1131.812012 Iteration 11Q: 3 clusters Score -1.084494e+07 nChanged 2043 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129706 members Mstep: Class 2 contains 122372 members Entering Unmasked Estep Score: -10845263.000000 Penalty: 1131.812012 Iteration 12Q: 3 clusters Score -1.084526e+07 nChanged 2058 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129870 members Mstep: Class 2 contains 122208 members Entering Unmasked Estep Score: -10845692.000000 Penalty: 1131.812012 Iteration 13Q: 3 clusters Score -1.084569e+07 nChanged 1983 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129961 members Mstep: Class 2 contains 122117 members Entering Unmasked Estep Score: -10845990.000000 Penalty: 1131.812012 Iteration 14Q: 3 clusters Score -1.084599e+07 nChanged 1950 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130005 members Mstep: Class 2 contains 122073 members Entering Unmasked Estep Score: -10846273.000000 Penalty: 1131.812012 Iteration 15Q: 3 clusters Score -1.084627e+07 nChanged 1881 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129970 members Mstep: Class 2 contains 122108 members Entering Unmasked Estep Score: -10846610.000000 Penalty: 1131.812012 Iteration 16Q: 3 clusters Score -1.084661e+07 nChanged 1892 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129922 members Mstep: Class 2 contains 122156 members Entering Unmasked Estep Score: -10846927.000000 Penalty: 1131.812012 Iteration 17Q: 3 clusters Score -1.084693e+07 nChanged 1956 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129868 members Mstep: Class 2 contains 122210 members Entering Unmasked Estep Score: -10847166.000000 Penalty: 1131.812012 Iteration 18Q: 3 clusters Score -1.084717e+07 nChanged 2057 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129817 members Mstep: Class 2 contains 122261 members Entering Unmasked Estep Score: -10847510.000000 Penalty: 1131.812012 Iteration 19Q: 3 clusters Score -1.084751e+07 nChanged 2002 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129797 members Mstep: Class 2 contains 122281 members Entering Unmasked Estep Score: -10847712.000000 Penalty: 1131.812012 Iteration 20F: 3 clusters Score -1.084771e+07 nChanged 1959 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129756 members Mstep: Class 2 contains 122322 members Entering Unmasked Estep Score: -10848053.000000 Penalty: 1131.812012 Iteration 21Q: 3 clusters Score -1.084805e+07 nChanged 1975 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129795 members Mstep: Class 2 contains 122283 members Entering Unmasked Estep Score: -10848317.000000 Penalty: 1131.812012 Iteration 22Q: 3 clusters Score -1.084832e+07 nChanged 2001 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129860 members Mstep: Class 2 contains 122218 members Entering Unmasked Estep Score: -10848610.000000 Penalty: 1131.812012 Iteration 23Q: 3 clusters Score -1.084861e+07 nChanged 2027 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130021 members Mstep: Class 2 contains 122057 members Entering Unmasked Estep Score: -10848927.000000 Penalty: 1131.812012 Iteration 24Q: 3 clusters Score -1.084893e+07 nChanged 2070 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130183 members Mstep: Class 2 contains 121895 members Entering Unmasked Estep Score: -10849292.000000 Penalty: 1131.812012 Iteration 25Q: 3 clusters Score -1.084929e+07 nChanged 2136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130267 members Mstep: Class 2 contains 121811 members Entering Unmasked Estep Score: -10849694.000000 Penalty: 1131.812012 Iteration 26Q: 3 clusters Score -1.084969e+07 nChanged 2117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130446 members Mstep: Class 2 contains 121632 members Entering Unmasked Estep Score: -10850002.000000 Penalty: 1131.812012 Iteration 27Q: 3 clusters Score -1.085e+07 nChanged 2071 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130629 members Mstep: Class 2 contains 121449 members Entering Unmasked Estep Score: -10850357.000000 Penalty: 1131.812012 Iteration 28Q: 3 clusters Score -1.085036e+07 nChanged 2076 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130915 members Mstep: Class 2 contains 121163 members Entering Unmasked Estep Score: -10850633.000000 Penalty: 1131.812012 Iteration 29Q: 3 clusters Score -1.085063e+07 nChanged 1996 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131283 members Mstep: Class 2 contains 120795 members Entering Unmasked Estep Score: -10851069.000000 Penalty: 1131.812012 Iteration 30Q: 3 clusters Score -1.085107e+07 nChanged 1935 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131766 members Mstep: Class 2 contains 120312 members Entering Unmasked Estep Score: -10851439.000000 Penalty: 1131.812012 Iteration 31Q: 3 clusters Score -1.085144e+07 nChanged 1878 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132330 members Mstep: Class 2 contains 119748 members Entering Unmasked Estep Score: -10851804.000000 Penalty: 1131.812012 Iteration 32Q: 3 clusters Score -1.08518e+07 nChanged 1814 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132962 members Mstep: Class 2 contains 119116 members Entering Unmasked Estep Score: -10852220.000000 Penalty: 1131.812012 Iteration 33Q: 3 clusters Score -1.085222e+07 nChanged 1802 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133684 members Mstep: Class 2 contains 118394 members Entering Unmasked Estep Score: -10852484.000000 Penalty: 1131.812012 Iteration 34Q: 3 clusters Score -1.085248e+07 nChanged 1828 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134470 members Mstep: Class 2 contains 117608 members Entering Unmasked Estep Score: -10852810.000000 Penalty: 1131.812012 Iteration 35Q: 3 clusters Score -1.085281e+07 nChanged 1865 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135377 members Mstep: Class 2 contains 116701 members Entering Unmasked Estep Score: -10853137.000000 Penalty: 1131.812012 Iteration 36Q: 3 clusters Score -1.085314e+07 nChanged 1928 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136427 members Mstep: Class 2 contains 115651 members Entering Unmasked Estep Score: -10853495.000000 Penalty: 1131.812012 Iteration 37Q: 3 clusters Score -1.08535e+07 nChanged 1943 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137570 members Mstep: Class 2 contains 114508 members Entering Unmasked Estep Score: -10853810.000000 Penalty: 1131.812012 Iteration 38Q: 3 clusters Score -1.085381e+07 nChanged 1957 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138803 members Mstep: Class 2 contains 113275 members Entering Unmasked Estep Score: -10854238.000000 Penalty: 1131.812012 Iteration 39Q: 3 clusters Score -1.085424e+07 nChanged 2006 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140141 members Mstep: Class 2 contains 111937 members Entering Unmasked Estep Score: -10854573.000000 Penalty: 1131.812012 Iteration 40F: 3 clusters Score -1.085457e+07 nChanged 1940 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141555 members Mstep: Class 2 contains 110523 members Entering Unmasked Estep Score: -10854837.000000 Penalty: 1131.812012 Iteration 41Q: 3 clusters Score -1.085484e+07 nChanged 2008 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143045 members Mstep: Class 2 contains 109033 members Entering Unmasked Estep Score: -10855278.000000 Penalty: 1131.812012 Iteration 42Q: 3 clusters Score -1.085528e+07 nChanged 2040 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144651 members Mstep: Class 2 contains 107427 members Entering Unmasked Estep Score: -10855777.000000 Penalty: 1131.812012 Iteration 43Q: 3 clusters Score -1.085578e+07 nChanged 2083 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146364 members Mstep: Class 2 contains 105714 members Entering Unmasked Estep Score: -10856214.000000 Penalty: 1131.812012 Iteration 44Q: 3 clusters Score -1.085621e+07 nChanged 2049 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148147 members Mstep: Class 2 contains 103931 members Entering Unmasked Estep Score: -10856626.000000 Penalty: 1131.812012 Iteration 45Q: 3 clusters Score -1.085663e+07 nChanged 2181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150092 members Mstep: Class 2 contains 101986 members Entering Unmasked Estep Score: -10857082.000000 Penalty: 1131.812012 Iteration 46Q: 3 clusters Score -1.085708e+07 nChanged 2283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152183 members Mstep: Class 2 contains 99895 members Entering Unmasked Estep Score: -10857587.000000 Penalty: 1131.812012 Iteration 47Q: 3 clusters Score -1.085759e+07 nChanged 2234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154313 members Mstep: Class 2 contains 97765 members Entering Unmasked Estep Score: -10857993.000000 Penalty: 1131.812012 Iteration 48Q: 3 clusters Score -1.085799e+07 nChanged 2316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156573 members Mstep: Class 2 contains 95505 members Entering Unmasked Estep Score: -10858471.000000 Penalty: 1131.812012 Iteration 49Q: 3 clusters Score -1.085847e+07 nChanged 2185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158728 members Mstep: Class 2 contains 93350 members Entering Unmasked Estep Score: -10858877.000000 Penalty: 1131.812012 Iteration 50Q: 3 clusters Score -1.085888e+07 nChanged 2150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160848 members Mstep: Class 2 contains 91230 members Entering Unmasked Estep Score: -10859280.000000 Penalty: 1131.812012 Iteration 51Q: 3 clusters Score -1.085928e+07 nChanged 2099 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162925 members Mstep: Class 2 contains 89153 members Entering Unmasked Estep Score: -10859556.000000 Penalty: 1131.812012 Iteration 52Q: 3 clusters Score -1.085956e+07 nChanged 2040 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164959 members Mstep: Class 2 contains 87119 members Entering Unmasked Estep Score: -10859885.000000 Penalty: 1131.812012 Iteration 53Q: 3 clusters Score -1.085988e+07 nChanged 1981 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166936 members Mstep: Class 2 contains 85142 members Entering Unmasked Estep Score: -10860257.000000 Penalty: 1131.812012 Iteration 54Q: 3 clusters Score -1.086026e+07 nChanged 1924 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168860 members Mstep: Class 2 contains 83218 members Entering Unmasked Estep Score: -10860417.000000 Penalty: 1131.812012 Iteration 55Q: 3 clusters Score -1.086042e+07 nChanged 1874 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170732 members Mstep: Class 2 contains 81346 members Entering Unmasked Estep Score: -10860713.000000 Penalty: 1131.812012 Iteration 56Q: 3 clusters Score -1.086071e+07 nChanged 1797 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172529 members Mstep: Class 2 contains 79549 members Entering Unmasked Estep Score: -10860971.000000 Penalty: 1131.812012 Iteration 57Q: 3 clusters Score -1.086097e+07 nChanged 1833 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174362 members Mstep: Class 2 contains 77716 members Entering Unmasked Estep Score: -10861102.000000 Penalty: 1131.812012 Iteration 58Q: 3 clusters Score -1.08611e+07 nChanged 1886 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176248 members Mstep: Class 2 contains 75830 members Entering Unmasked Estep Score: -10861339.000000 Penalty: 1131.812012 Iteration 59Q: 3 clusters Score -1.086134e+07 nChanged 1864 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178112 members Mstep: Class 2 contains 73966 members Entering Unmasked Estep Score: -10861532.000000 Penalty: 1131.812012 Iteration 60F: 3 clusters Score -1.086153e+07 nChanged 1875 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179987 members Mstep: Class 2 contains 72091 members Entering Unmasked Estep Score: -10861763.000000 Penalty: 1131.812012 Iteration 61Q: 3 clusters Score -1.086176e+07 nChanged 1883 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181870 members Mstep: Class 2 contains 70208 members Entering Unmasked Estep Score: -10862038.000000 Penalty: 1131.812012 Iteration 62Q: 3 clusters Score -1.086204e+07 nChanged 1910 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183780 members Mstep: Class 2 contains 68298 members Entering Unmasked Estep Score: -10862326.000000 Penalty: 1131.812012 Iteration 63Q: 3 clusters Score -1.086233e+07 nChanged 1908 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185688 members Mstep: Class 2 contains 66390 members Entering Unmasked Estep Score: -10862535.000000 Penalty: 1131.812012 Iteration 64Q: 3 clusters Score -1.086254e+07 nChanged 1933 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187621 members Mstep: Class 2 contains 64457 members Entering Unmasked Estep Score: -10862981.000000 Penalty: 1131.812012 Iteration 65Q: 3 clusters Score -1.086298e+07 nChanged 1939 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189558 members Mstep: Class 2 contains 62520 members Entering Unmasked Estep Score: -10863223.000000 Penalty: 1131.812012 Iteration 66Q: 3 clusters Score -1.086322e+07 nChanged 1993 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191551 members Mstep: Class 2 contains 60527 members Entering Unmasked Estep Score: -10863531.000000 Penalty: 1131.812012 Iteration 67Q: 3 clusters Score -1.086353e+07 nChanged 1983 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193534 members Mstep: Class 2 contains 58544 members Entering Unmasked Estep Score: -10863803.000000 Penalty: 1131.812012 Iteration 68Q: 3 clusters Score -1.08638e+07 nChanged 2004 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195538 members Mstep: Class 2 contains 56540 members Entering Unmasked Estep Score: -10864079.000000 Penalty: 1131.812012 Iteration 69Q: 3 clusters Score -1.086408e+07 nChanged 2018 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197552 members Mstep: Class 2 contains 54526 members Entering Unmasked Estep Score: -10864428.000000 Penalty: 1131.812012 Iteration 70Q: 3 clusters Score -1.086443e+07 nChanged 2046 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199598 members Mstep: Class 2 contains 52480 members Entering Unmasked Estep Score: -10864723.000000 Penalty: 1131.812012 Iteration 71Q: 3 clusters Score -1.086472e+07 nChanged 1997 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201595 members Mstep: Class 2 contains 50483 members Entering Unmasked Estep Score: -10865088.000000 Penalty: 1131.812012 Iteration 72Q: 3 clusters Score -1.086509e+07 nChanged 2001 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203596 members Mstep: Class 2 contains 48482 members Entering Unmasked Estep Score: -10865364.000000 Penalty: 1131.812012 Iteration 73Q: 3 clusters Score -1.086536e+07 nChanged 1907 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205503 members Mstep: Class 2 contains 46575 members Entering Unmasked Estep Score: -10865502.000000 Penalty: 1131.812012 Iteration 74Q: 3 clusters Score -1.08655e+07 nChanged 1880 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207383 members Mstep: Class 2 contains 44695 members Entering Unmasked Estep Score: -10865701.000000 Penalty: 1131.812012 Iteration 75Q: 3 clusters Score -1.08657e+07 nChanged 1865 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209248 members Mstep: Class 2 contains 42830 members Entering Unmasked Estep Score: -10865836.000000 Penalty: 1131.812012 Iteration 76Q: 3 clusters Score -1.086584e+07 nChanged 1850 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211098 members Mstep: Class 2 contains 40980 members Entering Unmasked Estep Score: -10866017.000000 Penalty: 1131.812012 Iteration 77Q: 3 clusters Score -1.086602e+07 nChanged 1826 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212924 members Mstep: Class 2 contains 39154 members Entering Unmasked Estep Score: -10866176.000000 Penalty: 1131.812012 Iteration 78Q: 3 clusters Score -1.086618e+07 nChanged 1874 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214798 members Mstep: Class 2 contains 37280 members Entering Unmasked Estep Score: -10866361.000000 Penalty: 1131.812012 Iteration 79Q: 3 clusters Score -1.086636e+07 nChanged 1993 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216791 members Mstep: Class 2 contains 35287 members Entering Unmasked Estep Score: -10866661.000000 Penalty: 1131.812012 Iteration 80F: 3 clusters Score -1.086666e+07 nChanged 2110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218901 members Mstep: Class 2 contains 33177 members Entering Unmasked Estep Score: -10866991.000000 Penalty: 1131.812012 Iteration 81Q: 3 clusters Score -1.086699e+07 nChanged 2222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221123 members Mstep: Class 2 contains 30955 members Entering Unmasked Estep Score: -10867411.000000 Penalty: 1131.812012 Iteration 82Q: 3 clusters Score -1.086741e+07 nChanged 2399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223522 members Mstep: Class 2 contains 28556 members Entering Unmasked Estep Score: -10867782.000000 Penalty: 1131.812012 Iteration 83Q: 3 clusters Score -1.086778e+07 nChanged 2626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226148 members Mstep: Class 2 contains 25930 members Entering Unmasked Estep Score: -10868354.000000 Penalty: 1131.812012 Iteration 84Q: 3 clusters Score -1.086835e+07 nChanged 2932 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229080 members Mstep: Class 2 contains 22998 members Entering Unmasked Estep Score: -10869259.000000 Penalty: 1131.812012 Iteration 85Q: 3 clusters Score -1.086926e+07 nChanged 3186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232266 members Mstep: Class 2 contains 19812 members Entering Unmasked Estep Score: -10870250.000000 Penalty: 1131.812012 Iteration 86Q: 3 clusters Score -1.087025e+07 nChanged 3484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235750 members Mstep: Class 2 contains 16328 members Entering Unmasked Estep Score: -10871563.000000 Penalty: 1131.812012 Iteration 87Q: 3 clusters Score -1.087156e+07 nChanged 3750 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239500 members Mstep: Class 2 contains 12578 members Entering Unmasked Estep Score: -10872956.000000 Penalty: 1131.812012 Iteration 88Q: 3 clusters Score -1.087296e+07 nChanged 3538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243038 members Mstep: Class 2 contains 9040 members Entering Unmasked Estep Score: -10874511.000000 Penalty: 1131.812012 Iteration 89Q: 3 clusters Score -1.087451e+07 nChanged 2954 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245992 members Mstep: Class 2 contains 6086 members Entering Unmasked Estep Score: -10875745.000000 Penalty: 1131.812012 Iteration 90Q: 3 clusters Score -1.087574e+07 nChanged 2119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248111 members Mstep: Class 2 contains 3967 members Entering Unmasked Estep Score: -10876584.000000 Penalty: 1131.812012 Iteration 91Q: 3 clusters Score -1.087658e+07 nChanged 1383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249494 members Mstep: Class 2 contains 2584 members Entering Unmasked Estep Score: -10877104.000000 Penalty: 1131.812012 Iteration 92Q: 3 clusters Score -1.08771e+07 nChanged 830 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250324 members Mstep: Class 2 contains 1754 members Entering Unmasked Estep Score: -10877430.000000 Penalty: 1131.812012 Iteration 93Q: 3 clusters Score -1.087743e+07 nChanged 499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250823 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -10877631.000000 Penalty: 1131.812012 Iteration 94Q: 3 clusters Score -1.087763e+07 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251131 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -10877759.000000 Penalty: 1131.812012 Iteration 95Q: 3 clusters Score -1.087776e+07 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251293 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -10877772.000000 Penalty: 1131.812012 Iteration 96Q: 3 clusters Score -1.087777e+07 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251387 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -10877822.000000 Penalty: 1131.812012 Iteration 97Q: 3 clusters Score -1.087782e+07 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251450 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -10877855.000000 Penalty: 1131.812012 Iteration 98Q: 3 clusters Score -1.087786e+07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251494 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -10877868.000000 Penalty: 1131.812012 Iteration 99Q: 3 clusters Score -1.087787e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251512 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -10877869.000000 Penalty: 1131.812012 Iteration 100F: 3 clusters Score -1.087787e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251522 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -10877877.000000 Penalty: 1131.812012 Iteration 101Q: 3 clusters Score -1.087788e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251526 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -10877887.000000 Penalty: 1131.812012 Iteration 102Q: 3 clusters Score -1.087789e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251534 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -10877891.000000 Penalty: 1131.812012 Iteration 103Q: 3 clusters Score -1.087789e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251535 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -10877888.000000 Penalty: 1131.812012 Iteration 104Q: 3 clusters Score -1.087789e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251543 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -10877893.000000 Penalty: 1131.812012 Iteration 105Q: 3 clusters Score -1.087789e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251548 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -10877901.000000 Penalty: 1131.812012 Iteration 106Q: 3 clusters Score -1.08779e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251552 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -10877922.000000 Penalty: 1131.812012 Iteration 107Q: 3 clusters Score -1.087792e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251556 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -10877913.000000 Penalty: 1131.812012 Iteration 108Q: 3 clusters Score -1.087791e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251554 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -10877912.000000 Penalty: 1131.812012 Iteration 109Q: 3 clusters Score -1.087791e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251555 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -10877912.000000 Penalty: 1131.812012 Iteration 110Q: 3 clusters Score -1.087791e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251555 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -10877917.000000 Penalty: 1131.812012 Iteration 111Q: 3 clusters Score -1.087792e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251556 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -10877911.000000 Penalty: 1131.812012 Iteration 112Q: 3 clusters Score -1.087791e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251558 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -10877912.000000 Penalty: 1131.812012 Iteration 113Q: 3 clusters Score -1.087791e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251563 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -10877917.000000 Penalty: 1131.812012 Iteration 114Q: 3 clusters Score -1.087792e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251565 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -10877920.000000 Penalty: 1131.812012 Iteration 115Q: 3 clusters Score -1.087792e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251565 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -10877918.000000 Penalty: 1131.812012 Iteration 116Q: 3 clusters Score -1.087792e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251564 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -10877921.000000 Penalty: 1131.812012 Iteration 117Q: 3 clusters Score -1.087792e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251562 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -10877918.000000 Penalty: 1131.812012 Iteration 118Q: 3 clusters Score -1.087792e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251562 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -10877927.000000 Penalty: 1131.812012 Iteration 119Q: 3 clusters Score -1.087793e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251562 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -10877924.000000 Penalty: 1131.812012 Iteration 120F: 3 clusters Score -1.087792e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251564 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -10877923.000000 Penalty: 1131.812012 Iteration 121Q: 3 clusters Score -1.087792e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251565 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -10877923.000000 Penalty: 1131.812012 Iteration 122Q: 3 clusters Score -1.087792e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251567 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -10877922.000000 Penalty: 1131.812012 Iteration 123Q: 3 clusters Score -1.087792e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251567 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -10877925.000000 Penalty: 1131.812012 Iteration 124Q: 3 clusters Score -1.087792e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251568 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -10877930.000000 Penalty: 1131.812012 Iteration 125Q: 3 clusters Score -1.087793e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251566 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -10877920.000000 Penalty: 1131.812012 Iteration 126Q: 3 clusters Score -1.087792e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251563 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -10877922.000000 Penalty: 1131.812012 Iteration 127Q: 3 clusters Score -1.087792e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251563 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -10877924.000000 Penalty: 1131.812012 Iteration 128Q: 3 clusters Score -1.087792e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251567 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -10877926.000000 Penalty: 1131.812012 Iteration 129Q: 3 clusters Score -1.087793e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251568 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -10877922.000000 Penalty: 1131.812012 Iteration 130Q: 3 clusters Score -1.087792e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251569 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -10877923.000000 Penalty: 1131.812012 Iteration 131Q: 3 clusters Score -1.087792e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251569 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -10877923.000000 Penalty: 1131.812012 Iteration 132F: 3 clusters Score -1.087792e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (210 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Entering Unmasked Estep Score: -7994.052734 Penalty: 243.293381 Iteration 0F: 2 clusters Score -7994.053 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -7699.661133 Penalty: 486.586761 Iteration 0F: 3 clusters Score -7699.661 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -7745.408691 Penalty: 486.586761 Iteration 1F: 3 clusters Score -7745.409 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -7766.199707 Penalty: 486.586761 Iteration 2F: 3 clusters Score -7766.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -7770.743164 Penalty: 486.586761 Iteration 3Q: 3 clusters Score -7770.743 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -7777.991211 Penalty: 486.586761 Iteration 4Q: 3 clusters Score -7777.991 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -7779.486816 Penalty: 486.586761 Iteration 5Q: 3 clusters Score -7779.487 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -7779.486816 Penalty: 486.586761 Iteration 6F: 3 clusters Score -7779.487 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (1799 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1799 members Entering Unmasked Estep Score: -76393.085938 Penalty: 341.021851 Iteration 0F: 2 clusters Score -76393.09 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -75085.679688 Penalty: 682.043701 Iteration 0F: 3 clusters Score -75085.68 nChanged 761 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -75587.265625 Penalty: 682.043701 Iteration 1F: 3 clusters Score -75587.27 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -75697.273438 Penalty: 682.043701 Iteration 2F: 3 clusters Score -75697.27 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -75823.140625 Penalty: 682.043701 Iteration 3F: 3 clusters Score -75823.14 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -75957.039062 Penalty: 682.043701 Iteration 4F: 3 clusters Score -75957.04 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -76020.429688 Penalty: 682.043701 Iteration 5F: 3 clusters Score -76020.43 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -76054.421875 Penalty: 682.043701 Iteration 6Q: 3 clusters Score -76054.42 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -76082.218750 Penalty: 682.043701 Iteration 7Q: 3 clusters Score -76082.22 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -76101.281250 Penalty: 682.043701 Iteration 8Q: 3 clusters Score -76101.28 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -76118.585938 Penalty: 682.043701 Iteration 9Q: 3 clusters Score -76118.59 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -76134.718750 Penalty: 682.043701 Iteration 10Q: 3 clusters Score -76134.72 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -76155.632812 Penalty: 682.043701 Iteration 11Q: 3 clusters Score -76155.63 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -76176.062500 Penalty: 682.043701 Iteration 12Q: 3 clusters Score -76176.06 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -76196.515625 Penalty: 682.043701 Iteration 13Q: 3 clusters Score -76196.52 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -76215.367188 Penalty: 682.043701 Iteration 14Q: 3 clusters Score -76215.37 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -76225.000000 Penalty: 682.043701 Iteration 15Q: 3 clusters Score -76225 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -76229.023438 Penalty: 682.043701 Iteration 16Q: 3 clusters Score -76229.02 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1119 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -76234.039062 Penalty: 682.043701 Iteration 17Q: 3 clusters Score -76234.04 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -76235.515625 Penalty: 682.043701 Iteration 18Q: 3 clusters Score -76235.52 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -76236.734375 Penalty: 682.043701 Iteration 19Q: 3 clusters Score -76236.73 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -76238.070312 Penalty: 682.043701 Iteration 20F: 3 clusters Score -76238.07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1139 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -76238.906250 Penalty: 682.043701 Iteration 21Q: 3 clusters Score -76238.91 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -76239.859375 Penalty: 682.043701 Iteration 22Q: 3 clusters Score -76239.86 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -76240.343750 Penalty: 682.043701 Iteration 23Q: 3 clusters Score -76240.34 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -76240.937500 Penalty: 682.043701 Iteration 24Q: 3 clusters Score -76240.94 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -76242.460938 Penalty: 682.043701 Iteration 25Q: 3 clusters Score -76242.46 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -76245.625000 Penalty: 682.043701 Iteration 26Q: 3 clusters Score -76245.62 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -76246.031250 Penalty: 682.043701 Iteration 27Q: 3 clusters Score -76246.03 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1162 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -76246.398438 Penalty: 682.043701 Iteration 28Q: 3 clusters Score -76246.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1164 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -76247.257812 Penalty: 682.043701 Iteration 29Q: 3 clusters Score -76247.26 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -76248.335938 Penalty: 682.043701 Iteration 30Q: 3 clusters Score -76248.34 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -76249.617188 Penalty: 682.043701 Iteration 31Q: 3 clusters Score -76249.62 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -76252.320312 Penalty: 682.043701 Iteration 32Q: 3 clusters Score -76252.32 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -76254.632812 Penalty: 682.043701 Iteration 33Q: 3 clusters Score -76254.63 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -76255.296875 Penalty: 682.043701 Iteration 34Q: 3 clusters Score -76255.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -76256.000000 Penalty: 682.043701 Iteration 35Q: 3 clusters Score -76256 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1187 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -76258.109375 Penalty: 682.043701 Iteration 36Q: 3 clusters Score -76258.11 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -76261.929688 Penalty: 682.043701 Iteration 37Q: 3 clusters Score -76261.93 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -76263.968750 Penalty: 682.043701 Iteration 38Q: 3 clusters Score -76263.97 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -76267.578125 Penalty: 682.043701 Iteration 39Q: 3 clusters Score -76267.58 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -76272.054688 Penalty: 682.043701 Iteration 40F: 3 clusters Score -76272.05 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -76275.765625 Penalty: 682.043701 Iteration 41Q: 3 clusters Score -76275.77 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -76277.789062 Penalty: 682.043701 Iteration 42Q: 3 clusters Score -76277.79 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -76279.500000 Penalty: 682.043701 Iteration 43Q: 3 clusters Score -76279.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -76282.421875 Penalty: 682.043701 Iteration 44Q: 3 clusters Score -76282.42 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -76285.265625 Penalty: 682.043701 Iteration 45Q: 3 clusters Score -76285.27 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -76288.820312 Penalty: 682.043701 Iteration 46Q: 3 clusters Score -76288.82 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -76291.421875 Penalty: 682.043701 Iteration 47Q: 3 clusters Score -76291.42 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1242 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -76298.679688 Penalty: 682.043701 Iteration 48Q: 3 clusters Score -76298.68 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1249 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -76305.492188 Penalty: 682.043701 Iteration 49Q: 3 clusters Score -76305.49 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1255 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -76308.875000 Penalty: 682.043701 Iteration 50Q: 3 clusters Score -76308.88 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1256 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -76309.656250 Penalty: 682.043701 Iteration 51Q: 3 clusters Score -76309.66 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -76310.445312 Penalty: 682.043701 Iteration 52Q: 3 clusters Score -76310.45 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -76310.851562 Penalty: 682.043701 Iteration 53Q: 3 clusters Score -76310.85 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -76310.851562 Penalty: 682.043701 Iteration 54F: 3 clusters Score -76310.85 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (334 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Entering Unmasked Estep Score: -12815.240234 Penalty: 264.406921 Iteration 0F: 2 clusters Score -12815.24 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -12449.851562 Penalty: 528.813843 Iteration 0F: 3 clusters Score -12449.85 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -12562.513672 Penalty: 528.813843 Iteration 1F: 3 clusters Score -12562.51 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -12608.529297 Penalty: 528.813843 Iteration 2F: 3 clusters Score -12608.53 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -12623.033203 Penalty: 528.813843 Iteration 3Q: 3 clusters Score -12623.03 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -12631.468750 Penalty: 528.813843 Iteration 4Q: 3 clusters Score -12631.47 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -12635.000977 Penalty: 528.813843 Iteration 5Q: 3 clusters Score -12635 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -12635.000977 Penalty: 528.813843 Iteration 6F: 3 clusters Score -12635 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (6866 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6866 members Entering Unmasked Estep Score: -299838.187500 Penalty: 401.962341 Iteration 0F: 2 clusters Score -299838.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3406 members Mstep: Class 2 contains 3460 members Entering Unmasked Estep Score: -295182.875000 Penalty: 803.924683 Iteration 0F: 3 clusters Score -295182.9 nChanged 3130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2894 members Mstep: Class 2 contains 3972 members Entering Unmasked Estep Score: -296994.937500 Penalty: 803.924683 Iteration 1F: 3 clusters Score -296994.9 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2607 members Mstep: Class 2 contains 4259 members Entering Unmasked Estep Score: -297171.468750 Penalty: 803.924683 Iteration 2F: 3 clusters Score -297171.5 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2266 members Mstep: Class 2 contains 4600 members Entering Unmasked Estep Score: -297388.593750 Penalty: 803.924683 Iteration 3F: 3 clusters Score -297388.6 nChanged 448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1836 members Mstep: Class 2 contains 5030 members Entering Unmasked Estep Score: -297698.750000 Penalty: 803.924683 Iteration 4F: 3 clusters Score -297698.8 nChanged 532 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 5556 members Entering Unmasked Estep Score: -298172.906250 Penalty: 803.924683 Iteration 5F: 3 clusters Score -298172.9 nChanged 514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 6070 members Entering Unmasked Estep Score: -298693.625000 Penalty: 803.924683 Iteration 6F: 3 clusters Score -298693.6 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 6462 members Entering Unmasked Estep Score: -299086.281250 Penalty: 803.924683 Iteration 7F: 3 clusters Score -299086.3 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 6679 members Entering Unmasked Estep Score: -299300.875000 Penalty: 803.924683 Iteration 8Q: 3 clusters Score -299300.9 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 6781 members Entering Unmasked Estep Score: -299406.906250 Penalty: 803.924683 Iteration 9Q: 3 clusters Score -299406.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51 members Mstep: Class 2 contains 6815 members Entering Unmasked Estep Score: -299455.687500 Penalty: 803.924683 Iteration 10Q: 3 clusters Score -299455.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42 members Mstep: Class 2 contains 6824 members Entering Unmasked Estep Score: -299469.406250 Penalty: 803.924683 Iteration 11Q: 3 clusters Score -299469.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38 members Mstep: Class 2 contains 6828 members Entering Unmasked Estep Score: -299478.656250 Penalty: 803.924683 Iteration 12Q: 3 clusters Score -299478.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37 members Mstep: Class 2 contains 6829 members Entering Unmasked Estep Score: -299479.250000 Penalty: 803.924683 Iteration 13Q: 3 clusters Score -299479.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36 members Mstep: Class 2 contains 6830 members Entering Unmasked Estep Score: -299480.375000 Penalty: 803.924683 Iteration 14Q: 3 clusters Score -299480.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36 members Mstep: Class 2 contains 6830 members Entering Unmasked Estep Score: -299480.375000 Penalty: 803.924683 Iteration 15F: 3 clusters Score -299480.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (5745 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5745 members Entering Unmasked Estep Score: -269085.093750 Penalty: 393.851868 Iteration 0F: 2 clusters Score -269085.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2835 members Mstep: Class 2 contains 2910 members Entering Unmasked Estep Score: -265274.156250 Penalty: 787.703735 Iteration 0F: 3 clusters Score -265274.2 nChanged 2560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2483 members Mstep: Class 2 contains 3262 members Entering Unmasked Estep Score: -266931.937500 Penalty: 787.703735 Iteration 1F: 3 clusters Score -266931.9 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2289 members Mstep: Class 2 contains 3456 members Entering Unmasked Estep Score: -267219.406250 Penalty: 787.703735 Iteration 2F: 3 clusters Score -267219.4 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2092 members Mstep: Class 2 contains 3653 members Entering Unmasked Estep Score: -267499.187500 Penalty: 787.703735 Iteration 3F: 3 clusters Score -267499.2 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1901 members Mstep: Class 2 contains 3844 members Entering Unmasked Estep Score: -267808.968750 Penalty: 787.703735 Iteration 4F: 3 clusters Score -267809 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1757 members Mstep: Class 2 contains 3988 members Entering Unmasked Estep Score: -268081.406250 Penalty: 787.703735 Iteration 5F: 3 clusters Score -268081.4 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1676 members Mstep: Class 2 contains 4069 members Entering Unmasked Estep Score: -268244.687500 Penalty: 787.703735 Iteration 6Q: 3 clusters Score -268244.7 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1609 members Mstep: Class 2 contains 4136 members Entering Unmasked Estep Score: -268336.750000 Penalty: 787.703735 Iteration 7Q: 3 clusters Score -268336.8 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1557 members Mstep: Class 2 contains 4188 members Entering Unmasked Estep Score: -268387.406250 Penalty: 787.703735 Iteration 8Q: 3 clusters Score -268387.4 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1510 members Mstep: Class 2 contains 4235 members Entering Unmasked Estep Score: -268419.750000 Penalty: 787.703735 Iteration 9Q: 3 clusters Score -268419.8 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 4273 members Entering Unmasked Estep Score: -268441.625000 Penalty: 787.703735 Iteration 10Q: 3 clusters Score -268441.6 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1439 members Mstep: Class 2 contains 4306 members Entering Unmasked Estep Score: -268458.625000 Penalty: 787.703735 Iteration 11Q: 3 clusters Score -268458.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1407 members Mstep: Class 2 contains 4338 members Entering Unmasked Estep Score: -268470.312500 Penalty: 787.703735 Iteration 12Q: 3 clusters Score -268470.3 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1371 members Mstep: Class 2 contains 4374 members Entering Unmasked Estep Score: -268482.187500 Penalty: 787.703735 Iteration 13Q: 3 clusters Score -268482.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1336 members Mstep: Class 2 contains 4409 members Entering Unmasked Estep Score: -268496.000000 Penalty: 787.703735 Iteration 14Q: 3 clusters Score -268496 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1292 members Mstep: Class 2 contains 4453 members Entering Unmasked Estep Score: -268510.125000 Penalty: 787.703735 Iteration 15Q: 3 clusters Score -268510.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1262 members Mstep: Class 2 contains 4483 members Entering Unmasked Estep Score: -268518.187500 Penalty: 787.703735 Iteration 16Q: 3 clusters Score -268518.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1240 members Mstep: Class 2 contains 4505 members Entering Unmasked Estep Score: -268524.562500 Penalty: 787.703735 Iteration 17Q: 3 clusters Score -268524.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 4525 members Entering Unmasked Estep Score: -268533.187500 Penalty: 787.703735 Iteration 18Q: 3 clusters Score -268533.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 4543 members Entering Unmasked Estep Score: -268542.062500 Penalty: 787.703735 Iteration 19Q: 3 clusters Score -268542.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 4559 members Entering Unmasked Estep Score: -268546.687500 Penalty: 787.703735 Iteration 20F: 3 clusters Score -268546.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 4573 members Entering Unmasked Estep Score: -268551.062500 Penalty: 787.703735 Iteration 21Q: 3 clusters Score -268551.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 4593 members Entering Unmasked Estep Score: -268555.406250 Penalty: 787.703735 Iteration 22Q: 3 clusters Score -268555.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 4607 members Entering Unmasked Estep Score: -268559.312500 Penalty: 787.703735 Iteration 23Q: 3 clusters Score -268559.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 4625 members Entering Unmasked Estep Score: -268562.406250 Penalty: 787.703735 Iteration 24Q: 3 clusters Score -268562.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 4639 members Entering Unmasked Estep Score: -268565.812500 Penalty: 787.703735 Iteration 25Q: 3 clusters Score -268565.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 4648 members Entering Unmasked Estep Score: -268567.125000 Penalty: 787.703735 Iteration 26Q: 3 clusters Score -268567.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1090 members Mstep: Class 2 contains 4655 members Entering Unmasked Estep Score: -268568.593750 Penalty: 787.703735 Iteration 27Q: 3 clusters Score -268568.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 4659 members Entering Unmasked Estep Score: -268569.875000 Penalty: 787.703735 Iteration 28Q: 3 clusters Score -268569.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 4672 members Entering Unmasked Estep Score: -268572.250000 Penalty: 787.703735 Iteration 29Q: 3 clusters Score -268572.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 4678 members Entering Unmasked Estep Score: -268573.343750 Penalty: 787.703735 Iteration 30Q: 3 clusters Score -268573.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 4683 members Entering Unmasked Estep Score: -268573.937500 Penalty: 787.703735 Iteration 31Q: 3 clusters Score -268573.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 4688 members Entering Unmasked Estep Score: -268574.750000 Penalty: 787.703735 Iteration 32Q: 3 clusters Score -268574.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 4691 members Entering Unmasked Estep Score: -268576.000000 Penalty: 787.703735 Iteration 33Q: 3 clusters Score -268576 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 4695 members Entering Unmasked Estep Score: -268575.750000 Penalty: 787.703735 Iteration 34Q: 3 clusters Score -268575.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 4700 members Entering Unmasked Estep Score: -268576.875000 Penalty: 787.703735 Iteration 35Q: 3 clusters Score -268576.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 4702 members Entering Unmasked Estep Score: -268577.281250 Penalty: 787.703735 Iteration 36Q: 3 clusters Score -268577.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 4706 members Entering Unmasked Estep Score: -268577.968750 Penalty: 787.703735 Iteration 37Q: 3 clusters Score -268578 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 4711 members Entering Unmasked Estep Score: -268579.093750 Penalty: 787.703735 Iteration 38Q: 3 clusters Score -268579.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 4717 members Entering Unmasked Estep Score: -268580.875000 Penalty: 787.703735 Iteration 39Q: 3 clusters Score -268580.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 4724 members Entering Unmasked Estep Score: -268581.250000 Penalty: 787.703735 Iteration 40F: 3 clusters Score -268581.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 4731 members Entering Unmasked Estep Score: -268582.968750 Penalty: 787.703735 Iteration 41Q: 3 clusters Score -268583 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Mstep: Class 2 contains 4739 members Entering Unmasked Estep Score: -268583.406250 Penalty: 787.703735 Iteration 42Q: 3 clusters Score -268583.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 4745 members Entering Unmasked Estep Score: -268584.687500 Penalty: 787.703735 Iteration 43Q: 3 clusters Score -268584.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 4749 members Entering Unmasked Estep Score: -268584.500000 Penalty: 787.703735 Iteration 44Q: 3 clusters Score -268584.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 4751 members Entering Unmasked Estep Score: -268584.781250 Penalty: 787.703735 Iteration 45Q: 3 clusters Score -268584.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 4752 members Entering Unmasked Estep Score: -268585.250000 Penalty: 787.703735 Iteration 46Q: 3 clusters Score -268585.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 4752 members Entering Unmasked Estep Score: -268585.250000 Penalty: 787.703735 Iteration 47F: 3 clusters Score -268585.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (23517 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23517 members Entering Unmasked Estep Score: -981455.562500 Penalty: 457.979309 Iteration 0F: 2 clusters Score -981455.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11887 members Mstep: Class 2 contains 11630 members Entering Unmasked Estep Score: -965745.000000 Penalty: 915.958618 Iteration 0F: 3 clusters Score -965745 nChanged 11217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13786 members Mstep: Class 2 contains 9731 members Entering Unmasked Estep Score: -972337.437500 Penalty: 915.958618 Iteration 1F: 3 clusters Score -972337.4 nChanged 1441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15071 members Mstep: Class 2 contains 8446 members Entering Unmasked Estep Score: -973110.937500 Penalty: 915.958618 Iteration 2F: 3 clusters Score -973110.9 nChanged 1966 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16921 members Mstep: Class 2 contains 6596 members Entering Unmasked Estep Score: -974563.750000 Penalty: 915.958618 Iteration 3F: 3 clusters Score -974563.8 nChanged 2236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19059 members Mstep: Class 2 contains 4458 members Entering Unmasked Estep Score: -976580.062500 Penalty: 915.958618 Iteration 4F: 3 clusters Score -976580.1 nChanged 1908 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20929 members Mstep: Class 2 contains 2588 members Entering Unmasked Estep Score: -978556.125000 Penalty: 915.958618 Iteration 5F: 3 clusters Score -978556.1 nChanged 1148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22061 members Mstep: Class 2 contains 1456 members Entering Unmasked Estep Score: -980006.312500 Penalty: 915.958618 Iteration 6Q: 3 clusters Score -980006.3 nChanged 448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22423 members Mstep: Class 2 contains 1094 members Entering Unmasked Estep Score: -980664.437500 Penalty: 915.958618 Iteration 7Q: 3 clusters Score -980664.4 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22492 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -980886.750000 Penalty: 915.958618 Iteration 8Q: 3 clusters Score -980886.8 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22516 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -980986.562500 Penalty: 915.958618 Iteration 9Q: 3 clusters Score -980986.6 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22535 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -981034.937500 Penalty: 915.958618 Iteration 10Q: 3 clusters Score -981034.9 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22548 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -981054.875000 Penalty: 915.958618 Iteration 11Q: 3 clusters Score -981054.9 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22559 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -981067.812500 Penalty: 915.958618 Iteration 12Q: 3 clusters Score -981067.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22563 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: -981079.187500 Penalty: 915.958618 Iteration 13Q: 3 clusters Score -981079.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22567 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -981086.812500 Penalty: 915.958618 Iteration 14Q: 3 clusters Score -981086.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22572 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -981089.937500 Penalty: 915.958618 Iteration 15Q: 3 clusters Score -981089.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22582 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -981092.625000 Penalty: 915.958618 Iteration 16Q: 3 clusters Score -981092.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22591 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -981092.750000 Penalty: 915.958618 Iteration 17Q: 3 clusters Score -981092.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22597 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -981092.625000 Penalty: 915.958618 Iteration 18Q: 3 clusters Score -981092.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22605 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -981093.625000 Penalty: 915.958618 Iteration 19Q: 3 clusters Score -981093.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22610 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -981092.250000 Penalty: 915.958618 Iteration 20F: 3 clusters Score -981092.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22608 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -981094.062500 Penalty: 915.958618 Iteration 21Q: 3 clusters Score -981094.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22610 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -981094.562500 Penalty: 915.958618 Iteration 22Q: 3 clusters Score -981094.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22609 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -981095.062500 Penalty: 915.958618 Iteration 23Q: 3 clusters Score -981095.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22609 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -981095.062500 Penalty: 915.958618 Iteration 24F: 3 clusters Score -981095.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (30602 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30602 members Entering Unmasked Estep Score: -1352006.000000 Penalty: 469.961334 Iteration 0F: 2 clusters Score -1352006 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15424 members Mstep: Class 2 contains 15178 members Entering Unmasked Estep Score: -1331666.875000 Penalty: 939.922668 Iteration 0F: 3 clusters Score -1331667 nChanged 14549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17429 members Mstep: Class 2 contains 13173 members Entering Unmasked Estep Score: -1341028.750000 Penalty: 939.922668 Iteration 1F: 3 clusters Score -1341029 nChanged 1613 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18632 members Mstep: Class 2 contains 11970 members Entering Unmasked Estep Score: -1341826.375000 Penalty: 939.922668 Iteration 2F: 3 clusters Score -1341826 nChanged 1801 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20163 members Mstep: Class 2 contains 10439 members Entering Unmasked Estep Score: -1342856.250000 Penalty: 939.922668 Iteration 3F: 3 clusters Score -1342856 nChanged 1917 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21964 members Mstep: Class 2 contains 8638 members Entering Unmasked Estep Score: -1344119.125000 Penalty: 939.922668 Iteration 4F: 3 clusters Score -1344119 nChanged 1981 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23895 members Mstep: Class 2 contains 6707 members Entering Unmasked Estep Score: -1345625.250000 Penalty: 939.922668 Iteration 5F: 3 clusters Score -1345625 nChanged 1928 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25819 members Mstep: Class 2 contains 4783 members Entering Unmasked Estep Score: -1347287.125000 Penalty: 939.922668 Iteration 6F: 3 clusters Score -1347287 nChanged 1705 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27524 members Mstep: Class 2 contains 3078 members Entering Unmasked Estep Score: -1348896.000000 Penalty: 939.922668 Iteration 7F: 3 clusters Score -1348896 nChanged 1226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28750 members Mstep: Class 2 contains 1852 members Entering Unmasked Estep Score: -1350112.375000 Penalty: 939.922668 Iteration 8Q: 3 clusters Score -1350112 nChanged 726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29476 members Mstep: Class 2 contains 1126 members Entering Unmasked Estep Score: -1350818.750000 Penalty: 939.922668 Iteration 9Q: 3 clusters Score -1350819 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29866 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -1351212.375000 Penalty: 939.922668 Iteration 10Q: 3 clusters Score -1351212 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30042 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -1351405.375000 Penalty: 939.922668 Iteration 11Q: 3 clusters Score -1351405 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30157 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -1351530.625000 Penalty: 939.922668 Iteration 12Q: 3 clusters Score -1351531 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30216 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -1351593.000000 Penalty: 939.922668 Iteration 13Q: 3 clusters Score -1351593 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30253 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -1351627.375000 Penalty: 939.922668 Iteration 14Q: 3 clusters Score -1351627 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30273 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -1351644.500000 Penalty: 939.922668 Iteration 15Q: 3 clusters Score -1351644 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30290 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -1351654.625000 Penalty: 939.922668 Iteration 16Q: 3 clusters Score -1351655 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30298 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -1351658.875000 Penalty: 939.922668 Iteration 17Q: 3 clusters Score -1351659 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30302 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -1351661.125000 Penalty: 939.922668 Iteration 18Q: 3 clusters Score -1351661 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30308 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -1351662.500000 Penalty: 939.922668 Iteration 19Q: 3 clusters Score -1351662 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30311 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -1351663.625000 Penalty: 939.922668 Iteration 20F: 3 clusters Score -1351664 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30313 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -1351666.000000 Penalty: 939.922668 Iteration 21Q: 3 clusters Score -1351666 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30313 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -1351665.500000 Penalty: 939.922668 Iteration 22Q: 3 clusters Score -1351666 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30313 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -1351665.500000 Penalty: 939.922668 Iteration 23F: 3 clusters Score -1351666 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (16061 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16061 members Entering Unmasked Estep Score: -756922.812500 Penalty: 440.628784 Iteration 0F: 2 clusters Score -756922.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8061 members Mstep: Class 2 contains 8000 members Entering Unmasked Estep Score: -746350.000000 Penalty: 881.257568 Iteration 0F: 3 clusters Score -746350 nChanged 7432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8717 members Mstep: Class 2 contains 7344 members Entering Unmasked Estep Score: -750613.750000 Penalty: 881.257568 Iteration 1F: 3 clusters Score -750613.8 nChanged 841 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9192 members Mstep: Class 2 contains 6869 members Entering Unmasked Estep Score: -751007.562500 Penalty: 881.257568 Iteration 2F: 3 clusters Score -751007.6 nChanged 997 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9825 members Mstep: Class 2 contains 6236 members Entering Unmasked Estep Score: -751613.312500 Penalty: 881.257568 Iteration 3F: 3 clusters Score -751613.3 nChanged 1199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10596 members Mstep: Class 2 contains 5465 members Entering Unmasked Estep Score: -752511.687500 Penalty: 881.257568 Iteration 4F: 3 clusters Score -752511.7 nChanged 1265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11433 members Mstep: Class 2 contains 4628 members Entering Unmasked Estep Score: -753670.500000 Penalty: 881.257568 Iteration 5F: 3 clusters Score -753670.5 nChanged 1132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12109 members Mstep: Class 2 contains 3952 members Entering Unmasked Estep Score: -754738.187500 Penalty: 881.257568 Iteration 6F: 3 clusters Score -754738.2 nChanged 831 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12536 members Mstep: Class 2 contains 3525 members Entering Unmasked Estep Score: -755396.625000 Penalty: 881.257568 Iteration 7F: 3 clusters Score -755396.6 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12806 members Mstep: Class 2 contains 3255 members Entering Unmasked Estep Score: -755652.312500 Penalty: 881.257568 Iteration 8Q: 3 clusters Score -755652.3 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13034 members Mstep: Class 2 contains 3027 members Entering Unmasked Estep Score: -755802.937500 Penalty: 881.257568 Iteration 9Q: 3 clusters Score -755802.9 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13225 members Mstep: Class 2 contains 2836 members Entering Unmasked Estep Score: -755916.937500 Penalty: 881.257568 Iteration 10Q: 3 clusters Score -755916.9 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13378 members Mstep: Class 2 contains 2683 members Entering Unmasked Estep Score: -755988.500000 Penalty: 881.257568 Iteration 11Q: 3 clusters Score -755988.5 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13500 members Mstep: Class 2 contains 2561 members Entering Unmasked Estep Score: -756036.250000 Penalty: 881.257568 Iteration 12Q: 3 clusters Score -756036.2 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13635 members Mstep: Class 2 contains 2426 members Entering Unmasked Estep Score: -756078.687500 Penalty: 881.257568 Iteration 13Q: 3 clusters Score -756078.7 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13739 members Mstep: Class 2 contains 2322 members Entering Unmasked Estep Score: -756104.562500 Penalty: 881.257568 Iteration 14Q: 3 clusters Score -756104.6 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13843 members Mstep: Class 2 contains 2218 members Entering Unmasked Estep Score: -756135.875000 Penalty: 881.257568 Iteration 15Q: 3 clusters Score -756135.9 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13936 members Mstep: Class 2 contains 2125 members Entering Unmasked Estep Score: -756153.875000 Penalty: 881.257568 Iteration 16Q: 3 clusters Score -756153.9 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14013 members Mstep: Class 2 contains 2048 members Entering Unmasked Estep Score: -756173.312500 Penalty: 881.257568 Iteration 17Q: 3 clusters Score -756173.3 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14080 members Mstep: Class 2 contains 1981 members Entering Unmasked Estep Score: -756185.500000 Penalty: 881.257568 Iteration 18Q: 3 clusters Score -756185.5 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14143 members Mstep: Class 2 contains 1918 members Entering Unmasked Estep Score: -756195.875000 Penalty: 881.257568 Iteration 19Q: 3 clusters Score -756195.9 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14207 members Mstep: Class 2 contains 1854 members Entering Unmasked Estep Score: -756207.250000 Penalty: 881.257568 Iteration 20F: 3 clusters Score -756207.2 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14264 members Mstep: Class 2 contains 1797 members Entering Unmasked Estep Score: -756218.500000 Penalty: 881.257568 Iteration 21Q: 3 clusters Score -756218.5 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14312 members Mstep: Class 2 contains 1749 members Entering Unmasked Estep Score: -756225.312500 Penalty: 881.257568 Iteration 22Q: 3 clusters Score -756225.3 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14360 members Mstep: Class 2 contains 1701 members Entering Unmasked Estep Score: -756232.500000 Penalty: 881.257568 Iteration 23Q: 3 clusters Score -756232.5 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14410 members Mstep: Class 2 contains 1651 members Entering Unmasked Estep Score: -756244.187500 Penalty: 881.257568 Iteration 24Q: 3 clusters Score -756244.2 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14468 members Mstep: Class 2 contains 1593 members Entering Unmasked Estep Score: -756257.750000 Penalty: 881.257568 Iteration 25Q: 3 clusters Score -756257.8 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14538 members Mstep: Class 2 contains 1523 members Entering Unmasked Estep Score: -756276.562500 Penalty: 881.257568 Iteration 26Q: 3 clusters Score -756276.6 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14607 members Mstep: Class 2 contains 1454 members Entering Unmasked Estep Score: -756295.812500 Penalty: 881.257568 Iteration 27Q: 3 clusters Score -756295.8 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14672 members Mstep: Class 2 contains 1389 members Entering Unmasked Estep Score: -756308.437500 Penalty: 881.257568 Iteration 28Q: 3 clusters Score -756308.4 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14742 members Mstep: Class 2 contains 1319 members Entering Unmasked Estep Score: -756330.000000 Penalty: 881.257568 Iteration 29Q: 3 clusters Score -756330 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14804 members Mstep: Class 2 contains 1257 members Entering Unmasked Estep Score: -756351.500000 Penalty: 881.257568 Iteration 30Q: 3 clusters Score -756351.5 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14864 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -756369.812500 Penalty: 881.257568 Iteration 31Q: 3 clusters Score -756369.8 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14920 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -756384.000000 Penalty: 881.257568 Iteration 32Q: 3 clusters Score -756384 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14974 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -756396.750000 Penalty: 881.257568 Iteration 33Q: 3 clusters Score -756396.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15022 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -756410.500000 Penalty: 881.257568 Iteration 34Q: 3 clusters Score -756410.5 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15061 members Mstep: Class 2 contains 1000 members Entering Unmasked Estep Score: -756415.937500 Penalty: 881.257568 Iteration 35Q: 3 clusters Score -756415.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15095 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -756429.312500 Penalty: 881.257568 Iteration 36Q: 3 clusters Score -756429.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15126 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -756437.875000 Penalty: 881.257568 Iteration 37Q: 3 clusters Score -756437.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15160 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -756444.437500 Penalty: 881.257568 Iteration 38Q: 3 clusters Score -756444.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15189 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -756453.562500 Penalty: 881.257568 Iteration 39Q: 3 clusters Score -756453.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15215 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -756459.625000 Penalty: 881.257568 Iteration 40F: 3 clusters Score -756459.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15244 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -756466.750000 Penalty: 881.257568 Iteration 41Q: 3 clusters Score -756466.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15266 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -756471.500000 Penalty: 881.257568 Iteration 42Q: 3 clusters Score -756471.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15288 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -756473.937500 Penalty: 881.257568 Iteration 43Q: 3 clusters Score -756473.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15314 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -756479.937500 Penalty: 881.257568 Iteration 44Q: 3 clusters Score -756479.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15335 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -756483.375000 Penalty: 881.257568 Iteration 45Q: 3 clusters Score -756483.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15351 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -756485.437500 Penalty: 881.257568 Iteration 46Q: 3 clusters Score -756485.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15363 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -756488.750000 Penalty: 881.257568 Iteration 47Q: 3 clusters Score -756488.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15375 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -756489.062500 Penalty: 881.257568 Iteration 48Q: 3 clusters Score -756489.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15392 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -756493.812500 Penalty: 881.257568 Iteration 49Q: 3 clusters Score -756493.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15409 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -756498.062500 Penalty: 881.257568 Iteration 50Q: 3 clusters Score -756498.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15423 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -756498.625000 Penalty: 881.257568 Iteration 51Q: 3 clusters Score -756498.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15436 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -756502.125000 Penalty: 881.257568 Iteration 52Q: 3 clusters Score -756502.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15448 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -756505.187500 Penalty: 881.257568 Iteration 53Q: 3 clusters Score -756505.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15459 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -756508.187500 Penalty: 881.257568 Iteration 54Q: 3 clusters Score -756508.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15471 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -756511.750000 Penalty: 881.257568 Iteration 55Q: 3 clusters Score -756511.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15483 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -756513.687500 Penalty: 881.257568 Iteration 56Q: 3 clusters Score -756513.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15495 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -756518.562500 Penalty: 881.257568 Iteration 57Q: 3 clusters Score -756518.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15513 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -756522.312500 Penalty: 881.257568 Iteration 58Q: 3 clusters Score -756522.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15529 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -756524.750000 Penalty: 881.257568 Iteration 59Q: 3 clusters Score -756524.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15543 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -756527.937500 Penalty: 881.257568 Iteration 60F: 3 clusters Score -756527.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15558 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -756531.250000 Penalty: 881.257568 Iteration 61Q: 3 clusters Score -756531.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15571 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -756534.875000 Penalty: 881.257568 Iteration 62Q: 3 clusters Score -756534.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15586 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -756542.687500 Penalty: 881.257568 Iteration 63Q: 3 clusters Score -756542.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15601 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -756547.812500 Penalty: 881.257568 Iteration 64Q: 3 clusters Score -756547.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15613 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -756554.687500 Penalty: 881.257568 Iteration 65Q: 3 clusters Score -756554.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15630 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -756560.500000 Penalty: 881.257568 Iteration 66Q: 3 clusters Score -756560.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15646 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -756568.812500 Penalty: 881.257568 Iteration 67Q: 3 clusters Score -756568.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15668 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -756577.437500 Penalty: 881.257568 Iteration 68Q: 3 clusters Score -756577.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15689 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -756582.062500 Penalty: 881.257568 Iteration 69Q: 3 clusters Score -756582.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15704 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -756588.687500 Penalty: 881.257568 Iteration 70Q: 3 clusters Score -756588.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15714 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -756593.187500 Penalty: 881.257568 Iteration 71Q: 3 clusters Score -756593.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15722 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -756596.500000 Penalty: 881.257568 Iteration 72Q: 3 clusters Score -756596.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15728 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -756598.750000 Penalty: 881.257568 Iteration 73Q: 3 clusters Score -756598.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15730 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -756598.937500 Penalty: 881.257568 Iteration 74Q: 3 clusters Score -756598.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15731 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -756598.500000 Penalty: 881.257568 Iteration 75Q: 3 clusters Score -756598.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15733 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -756600.750000 Penalty: 881.257568 Iteration 76Q: 3 clusters Score -756600.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15734 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -756601.125000 Penalty: 881.257568 Iteration 77Q: 3 clusters Score -756601.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15735 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -756600.750000 Penalty: 881.257568 Iteration 78Q: 3 clusters Score -756600.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15736 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -756601.062500 Penalty: 881.257568 Iteration 79Q: 3 clusters Score -756601.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15740 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -756603.750000 Penalty: 881.257568 Iteration 80F: 3 clusters Score -756603.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15742 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -756604.000000 Penalty: 881.257568 Iteration 81Q: 3 clusters Score -756604 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15742 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -756604.000000 Penalty: 881.257568 Iteration 82F: 3 clusters Score -756604 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (1098 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Entering Unmasked Estep Score: -52040.460938 Penalty: 318.556671 Iteration 0F: 2 clusters Score -52040.46 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -51160.093750 Penalty: 637.113342 Iteration 0F: 3 clusters Score -51160.09 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -51389.894531 Penalty: 637.113342 Iteration 1F: 3 clusters Score -51389.89 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -51426.070312 Penalty: 637.113342 Iteration 2F: 3 clusters Score -51426.07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -51449.781250 Penalty: 637.113342 Iteration 3Q: 3 clusters Score -51449.78 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -51467.261719 Penalty: 637.113342 Iteration 4Q: 3 clusters Score -51467.26 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -51477.484375 Penalty: 637.113342 Iteration 5Q: 3 clusters Score -51477.48 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -51484.269531 Penalty: 637.113342 Iteration 6Q: 3 clusters Score -51484.27 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -51494.070312 Penalty: 637.113342 Iteration 7Q: 3 clusters Score -51494.07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -51508.312500 Penalty: 637.113342 Iteration 8Q: 3 clusters Score -51508.31 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -51523.429688 Penalty: 637.113342 Iteration 9Q: 3 clusters Score -51523.43 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -51541.695312 Penalty: 637.113342 Iteration 10Q: 3 clusters Score -51541.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -51554.507812 Penalty: 637.113342 Iteration 11Q: 3 clusters Score -51554.51 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -51569.460938 Penalty: 637.113342 Iteration 12Q: 3 clusters Score -51569.46 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -51588.972656 Penalty: 637.113342 Iteration 13Q: 3 clusters Score -51588.97 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -51612.058594 Penalty: 637.113342 Iteration 14Q: 3 clusters Score -51612.06 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -51629.085938 Penalty: 637.113342 Iteration 15Q: 3 clusters Score -51629.09 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -51645.417969 Penalty: 637.113342 Iteration 16Q: 3 clusters Score -51645.42 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -51656.605469 Penalty: 637.113342 Iteration 17Q: 3 clusters Score -51656.61 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -51662.500000 Penalty: 637.113342 Iteration 18Q: 3 clusters Score -51662.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -51665.296875 Penalty: 637.113342 Iteration 19Q: 3 clusters Score -51665.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -51668.058594 Penalty: 637.113342 Iteration 20F: 3 clusters Score -51668.06 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -51671.308594 Penalty: 637.113342 Iteration 21Q: 3 clusters Score -51671.31 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -51673.257812 Penalty: 637.113342 Iteration 22Q: 3 clusters Score -51673.26 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -51673.675781 Penalty: 637.113342 Iteration 23Q: 3 clusters Score -51673.68 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -51674.406250 Penalty: 637.113342 Iteration 24Q: 3 clusters Score -51674.41 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -51674.574219 Penalty: 637.113342 Iteration 25Q: 3 clusters Score -51674.57 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -51674.574219 Penalty: 637.113342 Iteration 26F: 3 clusters Score -51674.57 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (357 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Entering Unmasked Estep Score: -13397.430664 Penalty: 267.436981 Iteration 0F: 2 clusters Score -13397.43 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -12995.753906 Penalty: 534.873962 Iteration 0F: 3 clusters Score -12995.75 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -13078.750000 Penalty: 534.873962 Iteration 1F: 3 clusters Score -13078.75 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -13093.814453 Penalty: 534.873962 Iteration 2F: 3 clusters Score -13093.81 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -13106.111328 Penalty: 534.873962 Iteration 3Q: 3 clusters Score -13106.11 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -13121.737305 Penalty: 534.873962 Iteration 4Q: 3 clusters Score -13121.74 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -13126.916992 Penalty: 534.873962 Iteration 5Q: 3 clusters Score -13126.92 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -13129.801758 Penalty: 534.873962 Iteration 6Q: 3 clusters Score -13129.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -13136.886719 Penalty: 534.873962 Iteration 7Q: 3 clusters Score -13136.89 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -13141.686523 Penalty: 534.873962 Iteration 8Q: 3 clusters Score -13141.69 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -13146.495117 Penalty: 534.873962 Iteration 9Q: 3 clusters Score -13146.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -13146.495117 Penalty: 534.873962 Iteration 10F: 3 clusters Score -13146.5 nChanged 0 --- Evaluating fit on full set of 1108397 points --- Entering Unmasked Estep Score: -46635464.000000 Penalty: 13932.343750 24->23 Clusters: Score -46635464.000000, best is -46657172.000000 Starting from 25 clusters... Entering ConstructFrom: --- Running on subset of 369465 points --- Entering CEM Assigned 25 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15311 members Mstep: Class 2 contains 15527 members Mstep: Class 3 contains 15195 members Mstep: Class 4 contains 15330 members Mstep: Class 5 contains 15393 members Mstep: Class 6 contains 15349 members Mstep: Class 7 contains 15504 members Mstep: Class 8 contains 15193 members Mstep: Class 9 contains 15480 members Mstep: Class 10 contains 15295 members Mstep: Class 11 contains 15399 members Mstep: Class 12 contains 15422 members Mstep: Class 13 contains 15366 members Mstep: Class 14 contains 15521 members Mstep: Class 15 contains 15311 members Mstep: Class 16 contains 15465 members Mstep: Class 17 contains 15298 members Mstep: Class 18 contains 15601 members Mstep: Class 19 contains 15441 members Mstep: Class 20 contains 15498 members Mstep: Class 21 contains 15156 members Mstep: Class 22 contains 15545 members Mstep: Class 23 contains 15348 members Mstep: Class 24 contains 15517 members Entering Unmasked Estep ConsiderDeletion Deleting Class 5. Lose 0.000000 but Gain 583.301758 Score: -13216444.000000 Penalty: 13415.931641 Iteration 0F: 24 clusters Score -1.321644e+07 nChanged 353637 Entering Unmasked Mstep Mstep: Class 0 contains 2389 members Mstep: Class 1 contains 1 members Deleted class 1: not enough members Mstep: Class 2 contains 54 members Mstep: Class 3 contains 1219 members Mstep: Class 4 contains 9986 members Mstep: Class 6 contains 2949 members Mstep: Class 7 contains 404 members Mstep: Class 8 contains 414 members Mstep: Class 9 contains 649 members Mstep: Class 10 contains 128 members Mstep: Class 11 contains 0 members Deleted class 11: not enough members Mstep: Class 12 contains 492 members Mstep: Class 13 contains 2995 members Mstep: Class 14 contains 697 members Mstep: Class 15 contains 1808 members Mstep: Class 16 contains 3310 members Mstep: Class 17 contains 171 members Mstep: Class 18 contains 293490 members Mstep: Class 19 contains 1365 members Mstep: Class 20 contains 28591 members Mstep: Class 21 contains 1813 members Mstep: Class 22 contains 870 members Mstep: Class 23 contains 176 members Mstep: Class 24 contains 15494 members Entering Unmasked Estep ConsiderDeletion Deleting Class 10. Lose 82.064384 but Gain 583.300781 Score: -15270556.000000 Penalty: 11666.028320 Iteration 1F: 21 clusters Score -1.527056e+07 nChanged 53379 Entering Unmasked Mstep Mstep: Class 0 contains 654 members Mstep: Class 2 contains 190 members Mstep: Class 3 contains 3758 members Mstep: Class 4 contains 5127 members Mstep: Class 6 contains 1497 members Mstep: Class 7 contains 1180 members Mstep: Class 8 contains 1100 members Mstep: Class 9 contains 1309 members Mstep: Class 12 contains 834 members Mstep: Class 13 contains 4055 members Mstep: Class 14 contains 435 members Mstep: Class 15 contains 1574 members Mstep: Class 16 contains 1532 members Mstep: Class 17 contains 274 members Mstep: Class 18 contains 313677 members Mstep: Class 19 contains 1315 members Mstep: Class 20 contains 18523 members Mstep: Class 21 contains 2320 members Mstep: Class 22 contains 1674 members Mstep: Class 23 contains 205 members Mstep: Class 24 contains 8232 members Entering Unmasked Estep ConsiderDeletion Deleting Class 23. Lose 189.764206 but Gain 583.301758 Score: -15400254.000000 Penalty: 11082.726562 Iteration 2F: 20 clusters Score -1.540025e+07 nChanged 24426 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 2 contains 402 members Mstep: Class 3 contains 11492 members Mstep: Class 4 contains 3415 members Mstep: Class 6 contains 1203 members Mstep: Class 7 contains 1289 members Mstep: Class 8 contains 1960 members Mstep: Class 9 contains 2318 members Mstep: Class 12 contains 1201 members Mstep: Class 13 contains 6328 members Mstep: Class 14 contains 336 members Mstep: Class 15 contains 1478 members Mstep: Class 16 contains 1154 members Mstep: Class 17 contains 326 members Mstep: Class 18 contains 311248 members Mstep: Class 19 contains 1691 members Mstep: Class 20 contains 13756 members Mstep: Class 21 contains 1686 members Mstep: Class 22 contains 2757 members Mstep: Class 24 contains 5415 members Entering Unmasked Estep ConsiderDeletion Deleting Class 14. Lose 535.717468 but Gain 583.301758 Score: -15452466.000000 Penalty: 10499.424805 Iteration 3F: 19 clusters Score -1.545247e+07 nChanged 19357 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 2 contains 691 members Mstep: Class 3 contains 20779 members Mstep: Class 4 contains 3104 members Mstep: Class 6 contains 910 members Mstep: Class 7 contains 1285 members Mstep: Class 8 contains 2462 members Mstep: Class 9 contains 3202 members Mstep: Class 12 contains 1417 members Mstep: Class 13 contains 8763 members Mstep: Class 15 contains 1382 members Mstep: Class 16 contains 1106 members Mstep: Class 17 contains 350 members Mstep: Class 18 contains 305190 members Mstep: Class 19 contains 1985 members Mstep: Class 20 contains 8882 members Mstep: Class 21 contains 996 members Mstep: Class 22 contains 3911 members Mstep: Class 24 contains 3043 members Entering Unmasked Estep ConsiderDeletion Deleting Class 17. Lose 571.145630 but Gain 583.300781 Score: -15483406.000000 Penalty: 9916.124023 Iteration 4F: 18 clusters Score -1.548341e+07 nChanged 13859 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 2 contains 1034 members Mstep: Class 3 contains 26681 members Mstep: Class 4 contains 3538 members Mstep: Class 6 contains 643 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 2476 members Mstep: Class 9 contains 3847 members Mstep: Class 12 contains 1686 members Mstep: Class 13 contains 10807 members Mstep: Class 15 contains 1378 members Mstep: Class 16 contains 1186 members Mstep: Class 18 contains 300432 members Mstep: Class 19 contains 2210 members Mstep: Class 20 contains 5238 members Mstep: Class 21 contains 551 members Mstep: Class 22 contains 4658 members Mstep: Class 24 contains 1807 members Entering Unmasked Estep ConsiderDeletion Deleting Class 21. Lose 394.947205 but Gain 583.301758 Score: -15499962.000000 Penalty: 9332.822266 Iteration 5Q: 17 clusters Score -1.549996e+07 nChanged 9217 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 2 contains 1332 members Mstep: Class 3 contains 29733 members Mstep: Class 4 contains 4120 members Mstep: Class 6 contains 527 members Mstep: Class 7 contains 1288 members Mstep: Class 8 contains 2268 members Mstep: Class 9 contains 4296 members Mstep: Class 12 contains 1941 members Mstep: Class 13 contains 12296 members Mstep: Class 15 contains 1375 members Mstep: Class 16 contains 1237 members Mstep: Class 18 contains 297022 members Mstep: Class 19 contains 2226 members Mstep: Class 20 contains 3671 members Mstep: Class 22 contains 4997 members Mstep: Class 24 contains 1128 members Entering Unmasked Estep ConsiderDeletion Score: -15507609.000000 Penalty: 9332.822266 Iteration 6Q: 17 clusters Score -1.550761e+07 nChanged 6008 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 2 contains 1783 members Mstep: Class 3 contains 31154 members Mstep: Class 4 contains 4518 members Mstep: Class 6 contains 481 members Mstep: Class 7 contains 1288 members Mstep: Class 8 contains 2063 members Mstep: Class 9 contains 4547 members Mstep: Class 12 contains 2187 members Mstep: Class 13 contains 13388 members Mstep: Class 15 contains 1375 members Mstep: Class 16 contains 1219 members Mstep: Class 18 contains 294259 members Mstep: Class 19 contains 2225 members Mstep: Class 20 contains 3203 members Mstep: Class 22 contains 5018 members Mstep: Class 24 contains 748 members Entering Unmasked Estep ConsiderDeletion Score: -15511547.000000 Penalty: 9332.822266 Iteration 7Q: 17 clusters Score -1.551155e+07 nChanged 4560 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 2 contains 2506 members Mstep: Class 3 contains 31810 members Mstep: Class 4 contains 4834 members Mstep: Class 6 contains 457 members Mstep: Class 7 contains 1288 members Mstep: Class 8 contains 1944 members Mstep: Class 9 contains 4780 members Mstep: Class 12 contains 2427 members Mstep: Class 13 contains 14236 members Mstep: Class 15 contains 1375 members Mstep: Class 16 contains 1150 members Mstep: Class 18 contains 291882 members Mstep: Class 19 contains 2208 members Mstep: Class 20 contains 3094 members Mstep: Class 22 contains 4946 members Mstep: Class 24 contains 519 members Entering Unmasked Estep ConsiderDeletion Score: -15513909.000000 Penalty: 9332.822266 Iteration 8Q: 17 clusters Score -1.551391e+07 nChanged 3609 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 2 contains 3225 members Mstep: Class 3 contains 32154 members Mstep: Class 4 contains 5098 members Mstep: Class 6 contains 441 members Mstep: Class 7 contains 1288 members Mstep: Class 8 contains 1911 members Mstep: Class 9 contains 4977 members Mstep: Class 12 contains 2616 members Mstep: Class 13 contains 14926 members Mstep: Class 15 contains 1375 members Mstep: Class 16 contains 1075 members Mstep: Class 18 contains 289934 members Mstep: Class 19 contains 2170 members Mstep: Class 20 contains 3084 members Mstep: Class 22 contains 4809 members Mstep: Class 24 contains 373 members Entering Unmasked Estep ConsiderDeletion Score: -15515521.000000 Penalty: 9332.822266 Iteration 9Q: 17 clusters Score -1.551552e+07 nChanged 2844 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 2 contains 3722 members Mstep: Class 3 contains 32327 members Mstep: Class 4 contains 5340 members Mstep: Class 6 contains 424 members Mstep: Class 7 contains 1289 members Mstep: Class 8 contains 1929 members Mstep: Class 9 contains 5117 members Mstep: Class 12 contains 2795 members Mstep: Class 13 contains 15471 members Mstep: Class 15 contains 1375 members Mstep: Class 16 contains 993 members Mstep: Class 18 contains 288535 members Mstep: Class 19 contains 2108 members Mstep: Class 20 contains 3150 members Mstep: Class 22 contains 4613 members Mstep: Class 24 contains 268 members Entering Unmasked Estep ConsiderDeletion Score: -15516650.000000 Penalty: 9332.822266 Iteration 10Q: 17 clusters Score -1.551665e+07 nChanged 2317 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 2 contains 4048 members Mstep: Class 3 contains 32402 members Mstep: Class 4 contains 5534 members Mstep: Class 6 contains 416 members Mstep: Class 7 contains 1289 members Mstep: Class 8 contains 1960 members Mstep: Class 9 contains 5219 members Mstep: Class 12 contains 2975 members Mstep: Class 13 contains 15991 members Mstep: Class 15 contains 1375 members Mstep: Class 16 contains 927 members Mstep: Class 18 contains 287491 members Mstep: Class 19 contains 2041 members Mstep: Class 20 contains 3242 members Mstep: Class 22 contains 4345 members Mstep: Class 24 contains 202 members Entering Unmasked Estep ConsiderDeletion Score: -15517570.000000 Penalty: 9332.822266 Iteration 11Q: 17 clusters Score -1.551757e+07 nChanged 2001 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 2 contains 4258 members Mstep: Class 3 contains 32430 members Mstep: Class 4 contains 5737 members Mstep: Class 6 contains 414 members Mstep: Class 7 contains 1289 members Mstep: Class 8 contains 1991 members Mstep: Class 9 contains 5279 members Mstep: Class 12 contains 3137 members Mstep: Class 13 contains 16463 members Mstep: Class 15 contains 1375 members Mstep: Class 16 contains 874 members Mstep: Class 18 contains 286674 members Mstep: Class 19 contains 1958 members Mstep: Class 20 contains 3337 members Mstep: Class 22 contains 4071 members Mstep: Class 24 contains 170 members Entering Unmasked Estep ConsiderDeletion Score: -15518190.000000 Penalty: 9332.822266 Iteration 12Q: 17 clusters Score -1.551819e+07 nChanged 1662 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 2 contains 4371 members Mstep: Class 3 contains 32428 members Mstep: Class 4 contains 5924 members Mstep: Class 6 contains 414 members Mstep: Class 7 contains 1289 members Mstep: Class 8 contains 2001 members Mstep: Class 9 contains 5351 members Mstep: Class 12 contains 3294 members Mstep: Class 13 contains 16892 members Mstep: Class 15 contains 1375 members Mstep: Class 16 contains 819 members Mstep: Class 18 contains 286039 members Mstep: Class 19 contains 1871 members Mstep: Class 20 contains 3422 members Mstep: Class 22 contains 3811 members Mstep: Class 24 contains 156 members Entering Unmasked Estep ConsiderDeletion Score: -15518735.000000 Penalty: 9332.822266 Iteration 13Q: 17 clusters Score -1.551874e+07 nChanged 1461 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 2 contains 4438 members Mstep: Class 3 contains 32385 members Mstep: Class 4 contains 6086 members Mstep: Class 6 contains 414 members Mstep: Class 7 contains 1289 members Mstep: Class 8 contains 2012 members Mstep: Class 9 contains 5409 members Mstep: Class 12 contains 3428 members Mstep: Class 13 contains 17346 members Mstep: Class 15 contains 1375 members Mstep: Class 16 contains 792 members Mstep: Class 18 contains 285517 members Mstep: Class 19 contains 1785 members Mstep: Class 20 contains 3511 members Mstep: Class 22 contains 3521 members Mstep: Class 24 contains 149 members Entering Unmasked Estep ConsiderDeletion Score: -15518994.000000 Penalty: 9332.822266 Iteration 14Q: 17 clusters Score -1.551899e+07 nChanged 1336 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 2 contains 4467 members Mstep: Class 3 contains 32326 members Mstep: Class 4 contains 6220 members Mstep: Class 6 contains 414 members Mstep: Class 7 contains 1289 members Mstep: Class 8 contains 2003 members Mstep: Class 9 contains 5458 members Mstep: Class 12 contains 3564 members Mstep: Class 13 contains 17796 members Mstep: Class 15 contains 1375 members Mstep: Class 16 contains 768 members Mstep: Class 18 contains 285105 members Mstep: Class 19 contains 1712 members Mstep: Class 20 contains 3591 members Mstep: Class 22 contains 3225 members Mstep: Class 24 contains 144 members Entering Unmasked Estep ConsiderDeletion Score: -15519364.000000 Penalty: 9332.822266 Iteration 15Q: 17 clusters Score -1.551936e+07 nChanged 1241 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 2 contains 4487 members Mstep: Class 3 contains 32281 members Mstep: Class 4 contains 6334 members Mstep: Class 6 contains 414 members Mstep: Class 7 contains 1289 members Mstep: Class 8 contains 1992 members Mstep: Class 9 contains 5491 members Mstep: Class 12 contains 3693 members Mstep: Class 13 contains 18212 members Mstep: Class 15 contains 1375 members Mstep: Class 16 contains 741 members Mstep: Class 18 contains 284776 members Mstep: Class 19 contains 1634 members Mstep: Class 20 contains 3662 members Mstep: Class 22 contains 2926 members Mstep: Class 24 contains 150 members Entering Unmasked Estep ConsiderDeletion Score: -15519665.000000 Penalty: 9332.822266 Iteration 16Q: 17 clusters Score -1.551966e+07 nChanged 1154 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 2 contains 4498 members Mstep: Class 3 contains 32221 members Mstep: Class 4 contains 6438 members Mstep: Class 6 contains 414 members Mstep: Class 7 contains 1289 members Mstep: Class 8 contains 1965 members Mstep: Class 9 contains 5512 members Mstep: Class 12 contains 3808 members Mstep: Class 13 contains 18643 members Mstep: Class 15 contains 1375 members Mstep: Class 16 contains 724 members Mstep: Class 18 contains 284483 members Mstep: Class 19 contains 1558 members Mstep: Class 20 contains 3741 members Mstep: Class 22 contains 2637 members Mstep: Class 24 contains 150 members Entering Unmasked Estep ConsiderDeletion Score: -15520056.000000 Penalty: 9332.822266 Iteration 17Q: 17 clusters Score -1.552006e+07 nChanged 1066 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 2 contains 4508 members Mstep: Class 3 contains 32176 members Mstep: Class 4 contains 6556 members Mstep: Class 6 contains 414 members Mstep: Class 7 contains 1289 members Mstep: Class 8 contains 1943 members Mstep: Class 9 contains 5530 members Mstep: Class 12 contains 3902 members Mstep: Class 13 contains 19046 members Mstep: Class 15 contains 1375 members Mstep: Class 16 contains 701 members Mstep: Class 18 contains 284195 members Mstep: Class 19 contains 1500 members Mstep: Class 20 contains 3800 members Mstep: Class 22 contains 2368 members Mstep: Class 24 contains 154 members Entering Unmasked Estep ConsiderDeletion Score: -15520353.000000 Penalty: 9332.822266 Iteration 18Q: 17 clusters Score -1.552035e+07 nChanged 958 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 2 contains 4516 members Mstep: Class 3 contains 32129 members Mstep: Class 4 contains 6644 members Mstep: Class 6 contains 414 members Mstep: Class 7 contains 1289 members Mstep: Class 8 contains 1925 members Mstep: Class 9 contains 5535 members Mstep: Class 12 contains 3982 members Mstep: Class 13 contains 19424 members Mstep: Class 15 contains 1375 members Mstep: Class 16 contains 682 members Mstep: Class 18 contains 283958 members Mstep: Class 19 contains 1448 members Mstep: Class 20 contains 3857 members Mstep: Class 22 contains 2124 members Mstep: Class 24 contains 155 members Entering Unmasked Estep ConsiderDeletion Score: -15520587.000000 Penalty: 9332.822266 Iteration 19Q: 17 clusters Score -1.552059e+07 nChanged 907 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 2 contains 4522 members Mstep: Class 3 contains 32108 members Mstep: Class 4 contains 6711 members Mstep: Class 6 contains 414 members Mstep: Class 7 contains 1289 members Mstep: Class 8 contains 1906 members Mstep: Class 9 contains 5540 members Mstep: Class 12 contains 4046 members Mstep: Class 13 contains 19791 members Mstep: Class 15 contains 1375 members Mstep: Class 16 contains 668 members Mstep: Class 18 contains 283760 members Mstep: Class 19 contains 1387 members Mstep: Class 20 contains 3890 members Mstep: Class 22 contains 1895 members Mstep: Class 24 contains 155 members Entering Unmasked Estep ConsiderDeletion Score: -15522783.000000 Penalty: 9332.822266 Iteration 20F: 17 clusters Score -1.552278e+07 nChanged 2326 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 2 contains 5928 members Mstep: Class 3 contains 32084 members Mstep: Class 4 contains 6769 members Mstep: Class 6 contains 400 members Mstep: Class 7 contains 1289 members Mstep: Class 8 contains 1882 members Mstep: Class 9 contains 5557 members Mstep: Class 12 contains 4093 members Mstep: Class 13 contains 20141 members Mstep: Class 15 contains 1375 members Mstep: Class 16 contains 646 members Mstep: Class 18 contains 282147 members Mstep: Class 19 contains 1346 members Mstep: Class 20 contains 3899 members Mstep: Class 22 contains 1693 members Mstep: Class 24 contains 208 members Entering Unmasked Estep ConsiderDeletion Score: -15524493.000000 Penalty: 9332.822266 Iteration 21Q: 17 clusters Score -1.552449e+07 nChanged 2380 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 2 contains 7329 members Mstep: Class 3 contains 32086 members Mstep: Class 4 contains 6819 members Mstep: Class 6 contains 388 members Mstep: Class 7 contains 1289 members Mstep: Class 8 contains 1869 members Mstep: Class 9 contains 5534 members Mstep: Class 12 contains 4157 members Mstep: Class 13 contains 20427 members Mstep: Class 15 contains 1375 members Mstep: Class 16 contains 633 members Mstep: Class 18 contains 280584 members Mstep: Class 19 contains 1302 members Mstep: Class 20 contains 3892 members Mstep: Class 22 contains 1526 members Mstep: Class 24 contains 247 members Entering Unmasked Estep ConsiderDeletion Score: -15525808.000000 Penalty: 9332.822266 Iteration 22Q: 17 clusters Score -1.552581e+07 nChanged 2260 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 2 contains 8689 members Mstep: Class 3 contains 32102 members Mstep: Class 4 contains 6870 members Mstep: Class 6 contains 382 members Mstep: Class 7 contains 1289 members Mstep: Class 8 contains 1832 members Mstep: Class 9 contains 5507 members Mstep: Class 12 contains 4235 members Mstep: Class 13 contains 20666 members Mstep: Class 15 contains 1375 members Mstep: Class 16 contains 614 members Mstep: Class 18 contains 279096 members Mstep: Class 19 contains 1263 members Mstep: Class 20 contains 3887 members Mstep: Class 22 contains 1377 members Mstep: Class 24 contains 273 members Entering Unmasked Estep ConsiderDeletion Score: -15526528.000000 Penalty: 9332.822266 Iteration 23Q: 17 clusters Score -1.552653e+07 nChanged 2087 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 2 contains 9942 members Mstep: Class 3 contains 32117 members Mstep: Class 4 contains 6898 members Mstep: Class 6 contains 381 members Mstep: Class 7 contains 1291 members Mstep: Class 8 contains 1796 members Mstep: Class 9 contains 5470 members Mstep: Class 12 contains 4295 members Mstep: Class 13 contains 20899 members Mstep: Class 15 contains 1375 members Mstep: Class 16 contains 594 members Mstep: Class 18 contains 277753 members Mstep: Class 19 contains 1231 members Mstep: Class 20 contains 3900 members Mstep: Class 22 contains 1225 members Mstep: Class 24 contains 290 members Entering Unmasked Estep ConsiderDeletion Score: -15527331.000000 Penalty: 9332.822266 Iteration 24Q: 17 clusters Score -1.552733e+07 nChanged 1832 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 2 contains 11024 members Mstep: Class 3 contains 32131 members Mstep: Class 4 contains 6904 members Mstep: Class 6 contains 381 members Mstep: Class 7 contains 1291 members Mstep: Class 8 contains 1772 members Mstep: Class 9 contains 5430 members Mstep: Class 12 contains 4330 members Mstep: Class 13 contains 21100 members Mstep: Class 15 contains 1375 members Mstep: Class 16 contains 577 members Mstep: Class 18 contains 276629 members Mstep: Class 19 contains 1203 members Mstep: Class 20 contains 3916 members Mstep: Class 22 contains 1096 members Mstep: Class 24 contains 298 members Entering Unmasked Estep ConsiderDeletion Score: -15527878.000000 Penalty: 9332.822266 Iteration 25Q: 17 clusters Score -1.552788e+07 nChanged 1584 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 2 contains 11928 members Mstep: Class 3 contains 32150 members Mstep: Class 4 contains 6928 members Mstep: Class 6 contains 380 members Mstep: Class 7 contains 1291 members Mstep: Class 8 contains 1757 members Mstep: Class 9 contains 5379 members Mstep: Class 12 contains 4362 members Mstep: Class 13 contains 21285 members Mstep: Class 15 contains 1375 members Mstep: Class 16 contains 558 members Mstep: Class 18 contains 275649 members Mstep: Class 19 contains 1186 members Mstep: Class 20 contains 3931 members Mstep: Class 22 contains 991 members Mstep: Class 24 contains 307 members Entering Unmasked Estep ConsiderDeletion Score: -15528180.000000 Penalty: 9332.822266 Iteration 26Q: 17 clusters Score -1.552818e+07 nChanged 1427 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 2 contains 12721 members Mstep: Class 3 contains 32166 members Mstep: Class 4 contains 6949 members Mstep: Class 6 contains 380 members Mstep: Class 7 contains 1291 members Mstep: Class 8 contains 1753 members Mstep: Class 9 contains 5316 members Mstep: Class 12 contains 4392 members Mstep: Class 13 contains 21474 members Mstep: Class 15 contains 1375 members Mstep: Class 16 contains 544 members Mstep: Class 18 contains 274794 members Mstep: Class 19 contains 1168 members Mstep: Class 20 contains 3946 members Mstep: Class 22 contains 880 members Mstep: Class 24 contains 308 members Entering Unmasked Estep ConsiderDeletion Score: -15528458.000000 Penalty: 9332.822266 Iteration 27Q: 17 clusters Score -1.552846e+07 nChanged 1274 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 2 contains 13373 members Mstep: Class 3 contains 32184 members Mstep: Class 4 contains 6942 members Mstep: Class 6 contains 380 members Mstep: Class 7 contains 1290 members Mstep: Class 8 contains 1739 members Mstep: Class 9 contains 5296 members Mstep: Class 12 contains 4418 members Mstep: Class 13 contains 21651 members Mstep: Class 15 contains 1375 members Mstep: Class 16 contains 535 members Mstep: Class 18 contains 274070 members Mstep: Class 19 contains 1149 members Mstep: Class 20 contains 3960 members Mstep: Class 22 contains 784 members Mstep: Class 24 contains 311 members Entering Unmasked Estep ConsiderDeletion Score: -15528731.000000 Penalty: 9332.822266 Iteration 28Q: 17 clusters Score -1.552873e+07 nChanged 1137 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 2 contains 13913 members Mstep: Class 3 contains 32184 members Mstep: Class 4 contains 6920 members Mstep: Class 6 contains 380 members Mstep: Class 7 contains 1290 members Mstep: Class 8 contains 1725 members Mstep: Class 9 contains 5268 members Mstep: Class 12 contains 4438 members Mstep: Class 13 contains 21835 members Mstep: Class 15 contains 1375 members Mstep: Class 16 contains 528 members Mstep: Class 18 contains 273480 members Mstep: Class 19 contains 1131 members Mstep: Class 20 contains 3969 members Mstep: Class 22 contains 707 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -15528859.000000 Penalty: 9332.822266 Iteration 29Q: 17 clusters Score -1.552886e+07 nChanged 1043 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 2 contains 14399 members Mstep: Class 3 contains 32186 members Mstep: Class 4 contains 6897 members Mstep: Class 6 contains 380 members Mstep: Class 7 contains 1290 members Mstep: Class 8 contains 1705 members Mstep: Class 9 contains 5245 members Mstep: Class 12 contains 4441 members Mstep: Class 13 contains 22022 members Mstep: Class 15 contains 1375 members Mstep: Class 16 contains 526 members Mstep: Class 18 contains 272926 members Mstep: Class 19 contains 1120 members Mstep: Class 20 contains 3977 members Mstep: Class 22 contains 652 members Mstep: Class 24 contains 316 members Entering Unmasked Estep ConsiderDeletion Score: -15529076.000000 Penalty: 9332.822266 Iteration 30Q: 17 clusters Score -1.552908e+07 nChanged 999 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 2 contains 14811 members Mstep: Class 3 contains 32189 members Mstep: Class 4 contains 6904 members Mstep: Class 6 contains 380 members Mstep: Class 7 contains 1290 members Mstep: Class 8 contains 1681 members Mstep: Class 9 contains 5196 members Mstep: Class 12 contains 4442 members Mstep: Class 13 contains 22218 members Mstep: Class 15 contains 1375 members Mstep: Class 16 contains 522 members Mstep: Class 18 contains 272441 members Mstep: Class 19 contains 1107 members Mstep: Class 20 contains 3981 members Mstep: Class 22 contains 602 members Mstep: Class 24 contains 318 members Entering Unmasked Estep ConsiderDeletion Score: -15529193.000000 Penalty: 9332.822266 Iteration 31Q: 17 clusters Score -1.552919e+07 nChanged 934 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 2 contains 15144 members Mstep: Class 3 contains 32186 members Mstep: Class 4 contains 6907 members Mstep: Class 6 contains 380 members Mstep: Class 7 contains 1289 members Mstep: Class 8 contains 1656 members Mstep: Class 9 contains 5125 members Mstep: Class 12 contains 4435 members Mstep: Class 13 contains 22426 members Mstep: Class 15 contains 1375 members Mstep: Class 16 contains 518 members Mstep: Class 18 contains 272063 members Mstep: Class 19 contains 1094 members Mstep: Class 20 contains 3989 members Mstep: Class 22 contains 550 members Mstep: Class 24 contains 320 members Entering Unmasked Estep ConsiderDeletion Deleting Class 22. Lose 575.931519 but Gain 583.301758 Score: -15529385.000000 Penalty: 8749.520508 Iteration 32Q: 16 clusters Score -1.552938e+07 nChanged 1329 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 2 contains 15418 members Mstep: Class 3 contains 32171 members Mstep: Class 4 contains 6938 members Mstep: Class 6 contains 380 members Mstep: Class 7 contains 1289 members Mstep: Class 8 contains 1641 members Mstep: Class 9 contains 5078 members Mstep: Class 12 contains 4419 members Mstep: Class 13 contains 22976 members Mstep: Class 15 contains 1375 members Mstep: Class 16 contains 523 members Mstep: Class 18 contains 271839 members Mstep: Class 19 contains 1086 members Mstep: Class 20 contains 4002 members Mstep: Class 24 contains 322 members Entering Unmasked Estep ConsiderDeletion Score: -15530274.000000 Penalty: 8749.520508 Iteration 33Q: 16 clusters Score -1.553027e+07 nChanged 887 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 2 contains 15649 members Mstep: Class 3 contains 32174 members Mstep: Class 4 contains 6904 members Mstep: Class 6 contains 380 members Mstep: Class 7 contains 1289 members Mstep: Class 8 contains 1601 members Mstep: Class 9 contains 5006 members Mstep: Class 12 contains 4413 members Mstep: Class 13 contains 23275 members Mstep: Class 15 contains 1375 members Mstep: Class 16 contains 524 members Mstep: Class 18 contains 271458 members Mstep: Class 19 contains 1075 members Mstep: Class 20 contains 4011 members Mstep: Class 24 contains 323 members Entering Unmasked Estep ConsiderDeletion Score: -15530395.000000 Penalty: 8749.520508 Iteration 34Q: 16 clusters Score -1.55304e+07 nChanged 802 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 2 contains 15832 members Mstep: Class 3 contains 32182 members Mstep: Class 4 contains 6847 members Mstep: Class 6 contains 380 members Mstep: Class 7 contains 1289 members Mstep: Class 8 contains 1564 members Mstep: Class 9 contains 4959 members Mstep: Class 12 contains 4401 members Mstep: Class 13 contains 23561 members Mstep: Class 15 contains 1375 members Mstep: Class 16 contains 519 members Mstep: Class 18 contains 271152 members Mstep: Class 19 contains 1058 members Mstep: Class 20 contains 4015 members Mstep: Class 24 contains 323 members Entering Unmasked Estep ConsiderDeletion Score: -15530484.000000 Penalty: 8749.520508 Iteration 35Q: 16 clusters Score -1.553048e+07 nChanged 729 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 2 contains 15994 members Mstep: Class 3 contains 32186 members Mstep: Class 4 contains 6799 members Mstep: Class 6 contains 380 members Mstep: Class 7 contains 1289 members Mstep: Class 8 contains 1518 members Mstep: Class 9 contains 4909 members Mstep: Class 12 contains 4392 members Mstep: Class 13 contains 23834 members Mstep: Class 15 contains 1375 members Mstep: Class 16 contains 513 members Mstep: Class 18 contains 270887 members Mstep: Class 19 contains 1041 members Mstep: Class 20 contains 4017 members Mstep: Class 24 contains 323 members Entering Unmasked Estep ConsiderDeletion Score: -15530547.000000 Penalty: 8749.520508 Iteration 36Q: 16 clusters Score -1.553055e+07 nChanged 632 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 2 contains 16140 members Mstep: Class 3 contains 32181 members Mstep: Class 4 contains 6764 members Mstep: Class 6 contains 380 members Mstep: Class 7 contains 1289 members Mstep: Class 8 contains 1474 members Mstep: Class 9 contains 4875 members Mstep: Class 12 contains 4385 members Mstep: Class 13 contains 24058 members Mstep: Class 15 contains 1375 members Mstep: Class 16 contains 511 members Mstep: Class 18 contains 270651 members Mstep: Class 19 contains 1025 members Mstep: Class 20 contains 4023 members Mstep: Class 24 contains 326 members Entering Unmasked Estep ConsiderDeletion Score: -15530713.000000 Penalty: 8749.520508 Iteration 37Q: 16 clusters Score -1.553071e+07 nChanged 580 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 2 contains 16253 members Mstep: Class 3 contains 32176 members Mstep: Class 4 contains 6711 members Mstep: Class 6 contains 380 members Mstep: Class 7 contains 1289 members Mstep: Class 8 contains 1435 members Mstep: Class 9 contains 4847 members Mstep: Class 12 contains 4372 members Mstep: Class 13 contains 24272 members Mstep: Class 15 contains 1375 members Mstep: Class 16 contains 508 members Mstep: Class 18 contains 270471 members Mstep: Class 19 contains 1012 members Mstep: Class 20 contains 4029 members Mstep: Class 24 contains 327 members Entering Unmasked Estep ConsiderDeletion Score: -15530857.000000 Penalty: 8749.520508 Iteration 38Q: 16 clusters Score -1.553086e+07 nChanged 526 Entering ConstructFrom: Score: -15530857.000000 Penalty: 8749.520508 Entering ConstructFrom: Trying to split cluster 2 (16347 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16347 members Entering Unmasked Estep Score: -744172.312500 Penalty: 441.431885 Iteration 0F: 2 clusters Score -744172.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8203 members Mstep: Class 2 contains 8144 members Entering Unmasked Estep Score: -733276.187500 Penalty: 882.863770 Iteration 0F: 3 clusters Score -733276.2 nChanged 7714 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8715 members Mstep: Class 2 contains 7632 members Entering Unmasked Estep Score: -737945.250000 Penalty: 882.863770 Iteration 1F: 3 clusters Score -737945.2 nChanged 989 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8892 members Mstep: Class 2 contains 7455 members Entering Unmasked Estep Score: -738699.500000 Penalty: 882.863770 Iteration 2F: 3 clusters Score -738699.5 nChanged 1052 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8772 members Mstep: Class 2 contains 7575 members Entering Unmasked Estep Score: -739382.500000 Penalty: 882.863770 Iteration 3F: 3 clusters Score -739382.5 nChanged 1144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8382 members Mstep: Class 2 contains 7965 members Entering Unmasked Estep Score: -739979.937500 Penalty: 882.863770 Iteration 4F: 3 clusters Score -739979.9 nChanged 1168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7714 members Mstep: Class 2 contains 8633 members Entering Unmasked Estep Score: -740660.062500 Penalty: 882.863770 Iteration 5F: 3 clusters Score -740660.1 nChanged 1136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6938 members Mstep: Class 2 contains 9409 members Entering Unmasked Estep Score: -741363.062500 Penalty: 882.863770 Iteration 6F: 3 clusters Score -741363.1 nChanged 1047 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6123 members Mstep: Class 2 contains 10224 members Entering Unmasked Estep Score: -742017.062500 Penalty: 882.863770 Iteration 7F: 3 clusters Score -742017.1 nChanged 939 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5354 members Mstep: Class 2 contains 10993 members Entering Unmasked Estep Score: -742616.812500 Penalty: 882.863770 Iteration 8F: 3 clusters Score -742616.8 nChanged 840 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4622 members Mstep: Class 2 contains 11725 members Entering Unmasked Estep Score: -743217.562500 Penalty: 882.863770 Iteration 9F: 3 clusters Score -743217.6 nChanged 665 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4007 members Mstep: Class 2 contains 12340 members Entering Unmasked Estep Score: -743690.062500 Penalty: 882.863770 Iteration 10Q: 3 clusters Score -743690.1 nChanged 527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3500 members Mstep: Class 2 contains 12847 members Entering Unmasked Estep Score: -744018.437500 Penalty: 882.863770 Iteration 11Q: 3 clusters Score -744018.4 nChanged 454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3050 members Mstep: Class 2 contains 13297 members Entering Unmasked Estep Score: -744291.312500 Penalty: 882.863770 Iteration 12Q: 3 clusters Score -744291.3 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2653 members Mstep: Class 2 contains 13694 members Entering Unmasked Estep Score: -744537.500000 Penalty: 882.863770 Iteration 13Q: 3 clusters Score -744537.5 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2282 members Mstep: Class 2 contains 14065 members Entering Unmasked Estep Score: -744780.375000 Penalty: 882.863770 Iteration 14Q: 3 clusters Score -744780.4 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1987 members Mstep: Class 2 contains 14360 members Entering Unmasked Estep Score: -744970.312500 Penalty: 882.863770 Iteration 15Q: 3 clusters Score -744970.3 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1731 members Mstep: Class 2 contains 14616 members Entering Unmasked Estep Score: -745146.125000 Penalty: 882.863770 Iteration 16Q: 3 clusters Score -745146.1 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1518 members Mstep: Class 2 contains 14829 members Entering Unmasked Estep Score: -745286.187500 Penalty: 882.863770 Iteration 17Q: 3 clusters Score -745286.2 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 14983 members Entering Unmasked Estep Score: -745411.375000 Penalty: 882.863770 Iteration 18Q: 3 clusters Score -745411.4 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1247 members Mstep: Class 2 contains 15100 members Entering Unmasked Estep Score: -745498.375000 Penalty: 882.863770 Iteration 19Q: 3 clusters Score -745498.4 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 15178 members Entering Unmasked Estep Score: -745568.625000 Penalty: 882.863770 Iteration 20F: 3 clusters Score -745568.6 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 15245 members Entering Unmasked Estep Score: -745652.625000 Penalty: 882.863770 Iteration 21Q: 3 clusters Score -745652.6 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 15305 members Entering Unmasked Estep Score: -745749.562500 Penalty: 882.863770 Iteration 22Q: 3 clusters Score -745749.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 15335 members Entering Unmasked Estep Score: -745787.250000 Penalty: 882.863770 Iteration 23Q: 3 clusters Score -745787.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 15360 members Entering Unmasked Estep Score: -745810.000000 Penalty: 882.863770 Iteration 24Q: 3 clusters Score -745810 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 15380 members Entering Unmasked Estep Score: -745816.062500 Penalty: 882.863770 Iteration 25Q: 3 clusters Score -745816.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 15387 members Entering Unmasked Estep Score: -745817.312500 Penalty: 882.863770 Iteration 26Q: 3 clusters Score -745817.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 15389 members Entering Unmasked Estep Score: -745817.437500 Penalty: 882.863770 Iteration 27Q: 3 clusters Score -745817.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 15390 members Entering Unmasked Estep Score: -745816.937500 Penalty: 882.863770 Iteration 28Q: 3 clusters Score -745816.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 15390 members Entering Unmasked Estep Score: -745816.937500 Penalty: 882.863770 Iteration 29F: 3 clusters Score -745816.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 15390 members Mstep: Class 2 contains 957 members Mstep: Class 3 contains 32178 members Mstep: Class 4 contains 6669 members Mstep: Class 6 contains 380 members Mstep: Class 7 contains 1289 members Mstep: Class 8 contains 1396 members Mstep: Class 9 contains 4828 members Mstep: Class 12 contains 4355 members Mstep: Class 13 contains 24492 members Mstep: Class 15 contains 1375 members Mstep: Class 16 contains 495 members Mstep: Class 18 contains 270305 members Mstep: Class 19 contains 990 members Mstep: Class 20 contains 4033 members Mstep: Class 24 contains 325 members Entering Unmasked Estep Score: -15532464.000000 Penalty: 9332.822266 Splitting cluster 2 changes total score from -15530857.000000 to -15532464.000000 So it's getting split into cluster 1. Entering ConstructFrom: Trying to split cluster 3 (32178 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32178 members Entering Unmasked Estep Score: -1416730.000000 Penalty: 472.246216 Iteration 0F: 2 clusters Score -1416730 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16140 members Mstep: Class 2 contains 16038 members Entering Unmasked Estep Score: -1395244.750000 Penalty: 944.492432 Iteration 0F: 3 clusters Score -1395245 nChanged 15407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17509 members Mstep: Class 2 contains 14669 members Entering Unmasked Estep Score: -1404219.250000 Penalty: 944.492432 Iteration 1F: 3 clusters Score -1404219 nChanged 1433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18284 members Mstep: Class 2 contains 13894 members Entering Unmasked Estep Score: -1404768.000000 Penalty: 944.492432 Iteration 2Q: 3 clusters Score -1404768 nChanged 1725 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19385 members Mstep: Class 2 contains 12793 members Entering Unmasked Estep Score: -1405602.375000 Penalty: 944.492432 Iteration 3F: 3 clusters Score -1405602 nChanged 2020 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20823 members Mstep: Class 2 contains 11355 members Entering Unmasked Estep Score: -1406834.250000 Penalty: 944.492432 Iteration 4F: 3 clusters Score -1406834 nChanged 2113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22434 members Mstep: Class 2 contains 9744 members Entering Unmasked Estep Score: -1408402.875000 Penalty: 944.492432 Iteration 5F: 3 clusters Score -1408403 nChanged 2061 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24083 members Mstep: Class 2 contains 8095 members Entering Unmasked Estep Score: -1410042.500000 Penalty: 944.492432 Iteration 6F: 3 clusters Score -1410042 nChanged 1692 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25475 members Mstep: Class 2 contains 6703 members Entering Unmasked Estep Score: -1411380.750000 Penalty: 944.492432 Iteration 7F: 3 clusters Score -1411381 nChanged 1345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26652 members Mstep: Class 2 contains 5526 members Entering Unmasked Estep Score: -1412392.750000 Penalty: 944.492432 Iteration 8Q: 3 clusters Score -1412393 nChanged 1002 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27564 members Mstep: Class 2 contains 4614 members Entering Unmasked Estep Score: -1413063.750000 Penalty: 944.492432 Iteration 9Q: 3 clusters Score -1413064 nChanged 880 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28426 members Mstep: Class 2 contains 3752 members Entering Unmasked Estep Score: -1413640.875000 Penalty: 944.492432 Iteration 10Q: 3 clusters Score -1413641 nChanged 749 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29167 members Mstep: Class 2 contains 3011 members Entering Unmasked Estep Score: -1414127.625000 Penalty: 944.492432 Iteration 11Q: 3 clusters Score -1414128 nChanged 658 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29823 members Mstep: Class 2 contains 2355 members Entering Unmasked Estep Score: -1414563.875000 Penalty: 944.492432 Iteration 12Q: 3 clusters Score -1414564 nChanged 572 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30395 members Mstep: Class 2 contains 1783 members Entering Unmasked Estep Score: -1414959.625000 Penalty: 944.492432 Iteration 13Q: 3 clusters Score -1414960 nChanged 499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30894 members Mstep: Class 2 contains 1284 members Entering Unmasked Estep Score: -1415326.000000 Penalty: 944.492432 Iteration 14Q: 3 clusters Score -1415326 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31287 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -1415625.125000 Penalty: 944.492432 Iteration 15Q: 3 clusters Score -1415625 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31598 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -1415861.750000 Penalty: 944.492432 Iteration 16Q: 3 clusters Score -1415862 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31814 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -1416043.375000 Penalty: 944.492432 Iteration 17Q: 3 clusters Score -1416043 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31963 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -1416168.750000 Penalty: 944.492432 Iteration 18Q: 3 clusters Score -1416169 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32042 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -1416229.125000 Penalty: 944.492432 Iteration 19Q: 3 clusters Score -1416229 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32075 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -1416258.750000 Penalty: 944.492432 Iteration 20F: 3 clusters Score -1416259 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32094 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -1416280.500000 Penalty: 944.492432 Iteration 21Q: 3 clusters Score -1416280 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32107 members Mstep: Class 2 contains 71 members Entering Unmasked Estep Score: -1416291.750000 Penalty: 944.492432 Iteration 22Q: 3 clusters Score -1416292 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32111 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -1416302.125000 Penalty: 944.492432 Iteration 23Q: 3 clusters Score -1416302 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32114 members Mstep: Class 2 contains 64 members Entering Unmasked Estep Score: -1416311.250000 Penalty: 944.492432 Iteration 24Q: 3 clusters Score -1416311 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32117 members Mstep: Class 2 contains 61 members Entering Unmasked Estep Score: -1416315.000000 Penalty: 944.492432 Iteration 25Q: 3 clusters Score -1416315 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32116 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -1416317.000000 Penalty: 944.492432 Iteration 26Q: 3 clusters Score -1416317 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32117 members Mstep: Class 2 contains 61 members Entering Unmasked Estep Score: -1416317.125000 Penalty: 944.492432 Iteration 27Q: 3 clusters Score -1416317 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32118 members Mstep: Class 2 contains 60 members Entering Unmasked Estep Score: -1416319.000000 Penalty: 944.492432 Iteration 28Q: 3 clusters Score -1416319 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32119 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -1416323.000000 Penalty: 944.492432 Iteration 29Q: 3 clusters Score -1416323 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32119 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -1416329.250000 Penalty: 944.492432 Iteration 30Q: 3 clusters Score -1416329 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32120 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -1416330.625000 Penalty: 944.492432 Iteration 31Q: 3 clusters Score -1416331 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32120 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -1416330.625000 Penalty: 944.492432 Iteration 32F: 3 clusters Score -1416331 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (6669 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6669 members Entering Unmasked Estep Score: -294008.937500 Penalty: 400.637756 Iteration 0F: 2 clusters Score -294008.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3318 members Mstep: Class 2 contains 3351 members Entering Unmasked Estep Score: -289479.125000 Penalty: 801.275513 Iteration 0F: 3 clusters Score -289479.1 nChanged 3065 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3049 members Mstep: Class 2 contains 3620 members Entering Unmasked Estep Score: -291279.968750 Penalty: 801.275513 Iteration 1F: 3 clusters Score -291280 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2876 members Mstep: Class 2 contains 3793 members Entering Unmasked Estep Score: -291526.468750 Penalty: 801.275513 Iteration 2F: 3 clusters Score -291526.5 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2657 members Mstep: Class 2 contains 4012 members Entering Unmasked Estep Score: -291823.031250 Penalty: 801.275513 Iteration 3F: 3 clusters Score -291823 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2430 members Mstep: Class 2 contains 4239 members Entering Unmasked Estep Score: -292215.218750 Penalty: 801.275513 Iteration 4F: 3 clusters Score -292215.2 nChanged 521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2181 members Mstep: Class 2 contains 4488 members Entering Unmasked Estep Score: -292706.093750 Penalty: 801.275513 Iteration 5F: 3 clusters Score -292706.1 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1979 members Mstep: Class 2 contains 4690 members Entering Unmasked Estep Score: -293135.875000 Penalty: 801.275513 Iteration 6F: 3 clusters Score -293135.9 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1870 members Mstep: Class 2 contains 4799 members Entering Unmasked Estep Score: -293413.656250 Penalty: 801.275513 Iteration 7Q: 3 clusters Score -293413.7 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1789 members Mstep: Class 2 contains 4880 members Entering Unmasked Estep Score: -293558.156250 Penalty: 801.275513 Iteration 8Q: 3 clusters Score -293558.2 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1719 members Mstep: Class 2 contains 4950 members Entering Unmasked Estep Score: -293628.625000 Penalty: 801.275513 Iteration 9Q: 3 clusters Score -293628.6 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1667 members Mstep: Class 2 contains 5002 members Entering Unmasked Estep Score: -293663.968750 Penalty: 801.275513 Iteration 10Q: 3 clusters Score -293664 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1625 members Mstep: Class 2 contains 5044 members Entering Unmasked Estep Score: -293685.218750 Penalty: 801.275513 Iteration 11Q: 3 clusters Score -293685.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1599 members Mstep: Class 2 contains 5070 members Entering Unmasked Estep Score: -293697.468750 Penalty: 801.275513 Iteration 12Q: 3 clusters Score -293697.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1569 members Mstep: Class 2 contains 5100 members Entering Unmasked Estep Score: -293709.500000 Penalty: 801.275513 Iteration 13Q: 3 clusters Score -293709.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1543 members Mstep: Class 2 contains 5126 members Entering Unmasked Estep Score: -293718.281250 Penalty: 801.275513 Iteration 14Q: 3 clusters Score -293718.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 5153 members Entering Unmasked Estep Score: -293723.656250 Penalty: 801.275513 Iteration 15Q: 3 clusters Score -293723.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1496 members Mstep: Class 2 contains 5173 members Entering Unmasked Estep Score: -293726.187500 Penalty: 801.275513 Iteration 16Q: 3 clusters Score -293726.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1484 members Mstep: Class 2 contains 5185 members Entering Unmasked Estep Score: -293727.468750 Penalty: 801.275513 Iteration 17Q: 3 clusters Score -293727.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1469 members Mstep: Class 2 contains 5200 members Entering Unmasked Estep Score: -293730.625000 Penalty: 801.275513 Iteration 18Q: 3 clusters Score -293730.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1449 members Mstep: Class 2 contains 5220 members Entering Unmasked Estep Score: -293733.718750 Penalty: 801.275513 Iteration 19Q: 3 clusters Score -293733.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1430 members Mstep: Class 2 contains 5239 members Entering Unmasked Estep Score: -293737.843750 Penalty: 801.275513 Iteration 20F: 3 clusters Score -293737.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1416 members Mstep: Class 2 contains 5253 members Entering Unmasked Estep Score: -293739.281250 Penalty: 801.275513 Iteration 21Q: 3 clusters Score -293739.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1403 members Mstep: Class 2 contains 5266 members Entering Unmasked Estep Score: -293740.125000 Penalty: 801.275513 Iteration 22Q: 3 clusters Score -293740.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1391 members Mstep: Class 2 contains 5278 members Entering Unmasked Estep Score: -293742.156250 Penalty: 801.275513 Iteration 23Q: 3 clusters Score -293742.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1381 members Mstep: Class 2 contains 5288 members Entering Unmasked Estep Score: -293743.937500 Penalty: 801.275513 Iteration 24Q: 3 clusters Score -293743.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 5295 members Entering Unmasked Estep Score: -293744.687500 Penalty: 801.275513 Iteration 25Q: 3 clusters Score -293744.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1368 members Mstep: Class 2 contains 5301 members Entering Unmasked Estep Score: -293745.750000 Penalty: 801.275513 Iteration 26Q: 3 clusters Score -293745.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1361 members Mstep: Class 2 contains 5308 members Entering Unmasked Estep Score: -293746.656250 Penalty: 801.275513 Iteration 27Q: 3 clusters Score -293746.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Mstep: Class 2 contains 5315 members Entering Unmasked Estep Score: -293747.781250 Penalty: 801.275513 Iteration 28Q: 3 clusters Score -293747.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Mstep: Class 2 contains 5318 members Entering Unmasked Estep Score: -293747.218750 Penalty: 801.275513 Iteration 29Q: 3 clusters Score -293747.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 5321 members Entering Unmasked Estep Score: -293747.687500 Penalty: 801.275513 Iteration 30Q: 3 clusters Score -293747.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1345 members Mstep: Class 2 contains 5324 members Entering Unmasked Estep Score: -293748.531250 Penalty: 801.275513 Iteration 31Q: 3 clusters Score -293748.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1342 members Mstep: Class 2 contains 5327 members Entering Unmasked Estep Score: -293748.312500 Penalty: 801.275513 Iteration 32Q: 3 clusters Score -293748.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1340 members Mstep: Class 2 contains 5329 members Entering Unmasked Estep Score: -293748.968750 Penalty: 801.275513 Iteration 33Q: 3 clusters Score -293749 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1340 members Mstep: Class 2 contains 5329 members Entering Unmasked Estep Score: -293748.968750 Penalty: 801.275513 Iteration 34F: 3 clusters Score -293749 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (380 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Entering Unmasked Estep Score: -16011.020508 Penalty: 270.277802 Iteration 0F: 2 clusters Score -16011.02 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -15584.898438 Penalty: 540.555603 Iteration 0F: 3 clusters Score -15584.9 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -15677.525391 Penalty: 540.555603 Iteration 1F: 3 clusters Score -15677.53 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -15705.806641 Penalty: 540.555603 Iteration 2F: 3 clusters Score -15705.81 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -15715.005859 Penalty: 540.555603 Iteration 3Q: 3 clusters Score -15715.01 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -15725.779297 Penalty: 540.555603 Iteration 4Q: 3 clusters Score -15725.78 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -15733.366211 Penalty: 540.555603 Iteration 5Q: 3 clusters Score -15733.37 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -15742.005859 Penalty: 540.555603 Iteration 6Q: 3 clusters Score -15742.01 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -15745.525391 Penalty: 540.555603 Iteration 7Q: 3 clusters Score -15745.53 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -15747.165039 Penalty: 540.555603 Iteration 8Q: 3 clusters Score -15747.17 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -15751.465820 Penalty: 540.555603 Iteration 9Q: 3 clusters Score -15751.47 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -15753.998047 Penalty: 540.555603 Iteration 10Q: 3 clusters Score -15754 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -15756.794922 Penalty: 540.555603 Iteration 11Q: 3 clusters Score -15756.79 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -15757.455078 Penalty: 540.555603 Iteration 12Q: 3 clusters Score -15757.46 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -15759.645508 Penalty: 540.555603 Iteration 13Q: 3 clusters Score -15759.65 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -15760.405273 Penalty: 540.555603 Iteration 14Q: 3 clusters Score -15760.41 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -15760.775391 Penalty: 540.555603 Iteration 15Q: 3 clusters Score -15760.78 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -15760.775391 Penalty: 540.555603 Iteration 16F: 3 clusters Score -15760.78 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (1289 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Entering Unmasked Estep Score: -47755.683594 Penalty: 325.853790 Iteration 0F: 2 clusters Score -47755.68 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 638 members Entering Unmasked Estep Score: -46780.175781 Penalty: 651.707581 Iteration 0F: 3 clusters Score -46780.18 nChanged 524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -47489.957031 Penalty: 651.707581 Iteration 1F: 3 clusters Score -47489.96 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -47948.703125 Penalty: 651.707581 Iteration 2F: 3 clusters Score -47948.7 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -48433.378906 Penalty: 651.707581 Iteration 3F: 3 clusters Score -48433.38 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -48663.300781 Penalty: 651.707581 Iteration 4F: 3 clusters Score -48663.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -48730.109375 Penalty: 651.707581 Iteration 5Q: 3 clusters Score -48730.11 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -48780.558594 Penalty: 651.707581 Iteration 6Q: 3 clusters Score -48780.56 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -48790.796875 Penalty: 651.707581 Iteration 7Q: 3 clusters Score -48790.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -48793.785156 Penalty: 651.707581 Iteration 8Q: 3 clusters Score -48793.79 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -48802.730469 Penalty: 651.707581 Iteration 9Q: 3 clusters Score -48802.73 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -48810.820312 Penalty: 651.707581 Iteration 10Q: 3 clusters Score -48810.82 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -48816.660156 Penalty: 651.707581 Iteration 11Q: 3 clusters Score -48816.66 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -48816.660156 Penalty: 651.707581 Iteration 12F: 3 clusters Score -48816.66 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 15390 members Mstep: Class 2 contains 957 members Mstep: Class 3 contains 32178 members Mstep: Class 4 contains 6669 members Mstep: Class 5 contains 343 members Mstep: Class 6 contains 380 members Mstep: Class 7 contains 946 members Mstep: Class 8 contains 1396 members Mstep: Class 9 contains 4828 members Mstep: Class 12 contains 4355 members Mstep: Class 13 contains 24492 members Mstep: Class 15 contains 1375 members Mstep: Class 16 contains 495 members Mstep: Class 18 contains 270305 members Mstep: Class 19 contains 990 members Mstep: Class 20 contains 4033 members Mstep: Class 24 contains 325 members Entering Unmasked Estep Score: -15533266.000000 Penalty: 9916.124023 Splitting cluster 7 changes total score from -15530857.000000 to -15533266.000000 So it's getting split into cluster 5. Entering ConstructFrom: Trying to split cluster 8 (1396 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1396 members Entering Unmasked Estep Score: -57546.699219 Penalty: 329.482178 Iteration 0F: 2 clusters Score -57546.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -56473.339844 Penalty: 658.964355 Iteration 0F: 3 clusters Score -56473.34 nChanged 558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -56801.281250 Penalty: 658.964355 Iteration 1F: 3 clusters Score -56801.28 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -56844.593750 Penalty: 658.964355 Iteration 2F: 3 clusters Score -56844.59 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -56883.539062 Penalty: 658.964355 Iteration 3F: 3 clusters Score -56883.54 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -56914.699219 Penalty: 658.964355 Iteration 4Q: 3 clusters Score -56914.7 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -56945.816406 Penalty: 658.964355 Iteration 5Q: 3 clusters Score -56945.82 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -56989.289062 Penalty: 658.964355 Iteration 6Q: 3 clusters Score -56989.29 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -57043.941406 Penalty: 658.964355 Iteration 7Q: 3 clusters Score -57043.94 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -57089.777344 Penalty: 658.964355 Iteration 8Q: 3 clusters Score -57089.78 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -57123.164062 Penalty: 658.964355 Iteration 9Q: 3 clusters Score -57123.16 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -57146.078125 Penalty: 658.964355 Iteration 10Q: 3 clusters Score -57146.08 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -57167.371094 Penalty: 658.964355 Iteration 11Q: 3 clusters Score -57167.37 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -57184.527344 Penalty: 658.964355 Iteration 12Q: 3 clusters Score -57184.53 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -57196.976562 Penalty: 658.964355 Iteration 13Q: 3 clusters Score -57196.98 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -57207.292969 Penalty: 658.964355 Iteration 14Q: 3 clusters Score -57207.29 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -57215.410156 Penalty: 658.964355 Iteration 15Q: 3 clusters Score -57215.41 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -57224.152344 Penalty: 658.964355 Iteration 16Q: 3 clusters Score -57224.15 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -57231.445312 Penalty: 658.964355 Iteration 17Q: 3 clusters Score -57231.45 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -57236.394531 Penalty: 658.964355 Iteration 18Q: 3 clusters Score -57236.39 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -57239.441406 Penalty: 658.964355 Iteration 19Q: 3 clusters Score -57239.44 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -57242.265625 Penalty: 658.964355 Iteration 20F: 3 clusters Score -57242.27 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -57244.929688 Penalty: 658.964355 Iteration 21Q: 3 clusters Score -57244.93 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -57246.835938 Penalty: 658.964355 Iteration 22Q: 3 clusters Score -57246.84 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -57249.941406 Penalty: 658.964355 Iteration 23Q: 3 clusters Score -57249.94 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -57251.617188 Penalty: 658.964355 Iteration 24Q: 3 clusters Score -57251.62 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -57253.062500 Penalty: 658.964355 Iteration 25Q: 3 clusters Score -57253.06 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -57254.367188 Penalty: 658.964355 Iteration 26Q: 3 clusters Score -57254.37 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -57256.398438 Penalty: 658.964355 Iteration 27Q: 3 clusters Score -57256.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -57257.890625 Penalty: 658.964355 Iteration 28Q: 3 clusters Score -57257.89 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -57259.011719 Penalty: 658.964355 Iteration 29Q: 3 clusters Score -57259.01 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -57259.011719 Penalty: 658.964355 Iteration 30F: 3 clusters Score -57259.01 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (4828 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4828 members Entering Unmasked Estep Score: -206878.796875 Penalty: 385.939514 Iteration 0F: 2 clusters Score -206878.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2368 members Mstep: Class 2 contains 2460 members Entering Unmasked Estep Score: -203590.718750 Penalty: 771.879028 Iteration 0F: 3 clusters Score -203590.7 nChanged 2170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2024 members Mstep: Class 2 contains 2804 members Entering Unmasked Estep Score: -204764.468750 Penalty: 771.879028 Iteration 1F: 3 clusters Score -204764.5 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1809 members Mstep: Class 2 contains 3019 members Entering Unmasked Estep Score: -204911.031250 Penalty: 771.879028 Iteration 2F: 3 clusters Score -204911 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1550 members Mstep: Class 2 contains 3278 members Entering Unmasked Estep Score: -205094.015625 Penalty: 771.879028 Iteration 3F: 3 clusters Score -205094 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1231 members Mstep: Class 2 contains 3597 members Entering Unmasked Estep Score: -205348.140625 Penalty: 771.879028 Iteration 4F: 3 clusters Score -205348.1 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 3948 members Entering Unmasked Estep Score: -205671.375000 Penalty: 771.879028 Iteration 5F: 3 clusters Score -205671.4 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 4273 members Entering Unmasked Estep Score: -205993.625000 Penalty: 771.879028 Iteration 6F: 3 clusters Score -205993.6 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 4517 members Entering Unmasked Estep Score: -206254.640625 Penalty: 771.879028 Iteration 7F: 3 clusters Score -206254.6 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 4661 members Entering Unmasked Estep Score: -206414.453125 Penalty: 771.879028 Iteration 8Q: 3 clusters Score -206414.5 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 4714 members Entering Unmasked Estep Score: -206481.765625 Penalty: 771.879028 Iteration 9Q: 3 clusters Score -206481.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 4736 members Entering Unmasked Estep Score: -206513.671875 Penalty: 771.879028 Iteration 10Q: 3 clusters Score -206513.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 4740 members Entering Unmasked Estep Score: -206521.937500 Penalty: 771.879028 Iteration 11Q: 3 clusters Score -206521.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 4744 members Entering Unmasked Estep Score: -206532.296875 Penalty: 771.879028 Iteration 12Q: 3 clusters Score -206532.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 4749 members Entering Unmasked Estep Score: -206537.859375 Penalty: 771.879028 Iteration 13Q: 3 clusters Score -206537.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 4752 members Entering Unmasked Estep Score: -206545.093750 Penalty: 771.879028 Iteration 14Q: 3 clusters Score -206545.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 4753 members Entering Unmasked Estep Score: -206552.062500 Penalty: 771.879028 Iteration 15Q: 3 clusters Score -206552.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 4753 members Entering Unmasked Estep Score: -206558.000000 Penalty: 771.879028 Iteration 16Q: 3 clusters Score -206558 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 4756 members Entering Unmasked Estep Score: -206567.515625 Penalty: 771.879028 Iteration 17Q: 3 clusters Score -206567.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 4757 members Entering Unmasked Estep Score: -206571.828125 Penalty: 771.879028 Iteration 18Q: 3 clusters Score -206571.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 4757 members Entering Unmasked Estep Score: -206573.406250 Penalty: 771.879028 Iteration 19Q: 3 clusters Score -206573.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 4758 members Entering Unmasked Estep Score: -206575.203125 Penalty: 771.879028 Iteration 20F: 3 clusters Score -206575.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 4757 members Entering Unmasked Estep Score: -206575.375000 Penalty: 771.879028 Iteration 21Q: 3 clusters Score -206575.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 4757 members Entering Unmasked Estep Score: -206575.375000 Penalty: 771.879028 Iteration 22F: 3 clusters Score -206575.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (4355 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4355 members Entering Unmasked Estep Score: -171750.781250 Penalty: 381.248138 Iteration 0F: 2 clusters Score -171750.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2206 members Mstep: Class 2 contains 2149 members Entering Unmasked Estep Score: -168795.015625 Penalty: 762.496277 Iteration 0F: 3 clusters Score -168795 nChanged 1926 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2084 members Mstep: Class 2 contains 2271 members Entering Unmasked Estep Score: -170065.578125 Penalty: 762.496277 Iteration 1F: 3 clusters Score -170065.6 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1971 members Mstep: Class 2 contains 2384 members Entering Unmasked Estep Score: -170526.328125 Penalty: 762.496277 Iteration 2F: 3 clusters Score -170526.3 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1828 members Mstep: Class 2 contains 2527 members Entering Unmasked Estep Score: -170908.234375 Penalty: 762.496277 Iteration 3F: 3 clusters Score -170908.2 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1639 members Mstep: Class 2 contains 2716 members Entering Unmasked Estep Score: -171218.687500 Penalty: 762.496277 Iteration 4F: 3 clusters Score -171218.7 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 2922 members Entering Unmasked Estep Score: -171489.734375 Penalty: 762.496277 Iteration 5F: 3 clusters Score -171489.7 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1279 members Mstep: Class 2 contains 3076 members Entering Unmasked Estep Score: -171656.875000 Penalty: 762.496277 Iteration 6F: 3 clusters Score -171656.9 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 3182 members Entering Unmasked Estep Score: -171729.343750 Penalty: 762.496277 Iteration 7Q: 3 clusters Score -171729.3 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Mstep: Class 2 contains 3251 members Entering Unmasked Estep Score: -171763.937500 Penalty: 762.496277 Iteration 8Q: 3 clusters Score -171763.9 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 3324 members Entering Unmasked Estep Score: -171804.312500 Penalty: 762.496277 Iteration 9Q: 3 clusters Score -171804.3 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 3387 members Entering Unmasked Estep Score: -171831.281250 Penalty: 762.496277 Iteration 10Q: 3 clusters Score -171831.3 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 3436 members Entering Unmasked Estep Score: -171848.421875 Penalty: 762.496277 Iteration 11Q: 3 clusters Score -171848.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 3482 members Entering Unmasked Estep Score: -171862.109375 Penalty: 762.496277 Iteration 12Q: 3 clusters Score -171862.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 3521 members Entering Unmasked Estep Score: -171872.953125 Penalty: 762.496277 Iteration 13Q: 3 clusters Score -171873 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 3549 members Entering Unmasked Estep Score: -171879.406250 Penalty: 762.496277 Iteration 14Q: 3 clusters Score -171879.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 3572 members Entering Unmasked Estep Score: -171883.718750 Penalty: 762.496277 Iteration 15Q: 3 clusters Score -171883.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 3594 members Entering Unmasked Estep Score: -171889.859375 Penalty: 762.496277 Iteration 16Q: 3 clusters Score -171889.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 3619 members Entering Unmasked Estep Score: -171896.765625 Penalty: 762.496277 Iteration 17Q: 3 clusters Score -171896.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 3644 members Entering Unmasked Estep Score: -171903.625000 Penalty: 762.496277 Iteration 18Q: 3 clusters Score -171903.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 3670 members Entering Unmasked Estep Score: -171909.281250 Penalty: 762.496277 Iteration 19Q: 3 clusters Score -171909.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 3687 members Entering Unmasked Estep Score: -171912.281250 Penalty: 762.496277 Iteration 20F: 3 clusters Score -171912.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 3700 members Entering Unmasked Estep Score: -171914.234375 Penalty: 762.496277 Iteration 21Q: 3 clusters Score -171914.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 3710 members Entering Unmasked Estep Score: -171915.453125 Penalty: 762.496277 Iteration 22Q: 3 clusters Score -171915.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 3724 members Entering Unmasked Estep Score: -171918.234375 Penalty: 762.496277 Iteration 23Q: 3 clusters Score -171918.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 3738 members Entering Unmasked Estep Score: -171920.640625 Penalty: 762.496277 Iteration 24Q: 3 clusters Score -171920.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 3751 members Entering Unmasked Estep Score: -171922.718750 Penalty: 762.496277 Iteration 25Q: 3 clusters Score -171922.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 3758 members Entering Unmasked Estep Score: -171923.328125 Penalty: 762.496277 Iteration 26Q: 3 clusters Score -171923.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 3762 members Entering Unmasked Estep Score: -171924.218750 Penalty: 762.496277 Iteration 27Q: 3 clusters Score -171924.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 3769 members Entering Unmasked Estep Score: -171925.468750 Penalty: 762.496277 Iteration 28Q: 3 clusters Score -171925.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 3773 members Entering Unmasked Estep Score: -171925.734375 Penalty: 762.496277 Iteration 29Q: 3 clusters Score -171925.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 3776 members Entering Unmasked Estep Score: -171925.968750 Penalty: 762.496277 Iteration 30Q: 3 clusters Score -171926 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 3777 members Entering Unmasked Estep Score: -171925.968750 Penalty: 762.496277 Iteration 31Q: 3 clusters Score -171926 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 3778 members Entering Unmasked Estep Score: -171926.078125 Penalty: 762.496277 Iteration 32Q: 3 clusters Score -171926.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 3779 members Entering Unmasked Estep Score: -171926.125000 Penalty: 762.496277 Iteration 33Q: 3 clusters Score -171926.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 3780 members Entering Unmasked Estep Score: -171926.453125 Penalty: 762.496277 Iteration 34Q: 3 clusters Score -171926.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 3781 members Entering Unmasked Estep Score: -171926.187500 Penalty: 762.496277 Iteration 35Q: 3 clusters Score -171926.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 3783 members Entering Unmasked Estep Score: -171926.687500 Penalty: 762.496277 Iteration 36Q: 3 clusters Score -171926.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 3784 members Entering Unmasked Estep Score: -171926.656250 Penalty: 762.496277 Iteration 37Q: 3 clusters Score -171926.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 3785 members Entering Unmasked Estep Score: -171926.781250 Penalty: 762.496277 Iteration 38Q: 3 clusters Score -171926.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 3786 members Entering Unmasked Estep Score: -171926.968750 Penalty: 762.496277 Iteration 39Q: 3 clusters Score -171927 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 3786 members Entering Unmasked Estep Score: -171926.968750 Penalty: 762.496277 Iteration 40F: 3 clusters Score -171927 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 15390 members Mstep: Class 2 contains 957 members Mstep: Class 3 contains 32178 members Mstep: Class 4 contains 6669 members Mstep: Class 5 contains 343 members Mstep: Class 6 contains 380 members Mstep: Class 7 contains 946 members Mstep: Class 8 contains 1396 members Mstep: Class 9 contains 4828 members Mstep: Class 10 contains 3786 members Mstep: Class 12 contains 569 members Mstep: Class 13 contains 24492 members Mstep: Class 15 contains 1375 members Mstep: Class 16 contains 495 members Mstep: Class 18 contains 270305 members Mstep: Class 19 contains 990 members Mstep: Class 20 contains 4033 members Mstep: Class 24 contains 325 members Entering Unmasked Estep Score: -15533225.000000 Penalty: 10499.424805 Splitting cluster 12 changes total score from -15530857.000000 to -15533225.000000 So it's getting split into cluster 10. Entering ConstructFrom: Trying to split cluster 13 (24492 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24492 members Entering Unmasked Estep Score: -1025457.250000 Penalty: 459.827637 Iteration 0F: 2 clusters Score -1025457 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12198 members Mstep: Class 2 contains 12294 members Entering Unmasked Estep Score: -1009007.500000 Penalty: 919.655273 Iteration 0F: 3 clusters Score -1009008 nChanged 11707 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11197 members Mstep: Class 2 contains 13295 members Entering Unmasked Estep Score: -1015710.687500 Penalty: 919.655273 Iteration 1F: 3 clusters Score -1015711 nChanged 1034 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10701 members Mstep: Class 2 contains 13791 members Entering Unmasked Estep Score: -1016013.375000 Penalty: 919.655273 Iteration 2Q: 3 clusters Score -1016013 nChanged 1112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10015 members Mstep: Class 2 contains 14477 members Entering Unmasked Estep Score: -1016482.812500 Penalty: 919.655273 Iteration 3Q: 3 clusters Score -1016483 nChanged 1294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9115 members Mstep: Class 2 contains 15377 members Entering Unmasked Estep Score: -1017201.250000 Penalty: 919.655273 Iteration 4F: 3 clusters Score -1017201 nChanged 1518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8011 members Mstep: Class 2 contains 16481 members Entering Unmasked Estep Score: -1018330.312500 Penalty: 919.655273 Iteration 5F: 3 clusters Score -1018330 nChanged 1622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6809 members Mstep: Class 2 contains 17683 members Entering Unmasked Estep Score: -1019862.187500 Penalty: 919.655273 Iteration 6F: 3 clusters Score -1019862 nChanged 1504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5805 members Mstep: Class 2 contains 18687 members Entering Unmasked Estep Score: -1021371.750000 Penalty: 919.655273 Iteration 7F: 3 clusters Score -1021372 nChanged 1180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5155 members Mstep: Class 2 contains 19337 members Entering Unmasked Estep Score: -1022270.500000 Penalty: 919.655273 Iteration 8Q: 3 clusters Score -1022270 nChanged 804 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4617 members Mstep: Class 2 contains 19875 members Entering Unmasked Estep Score: -1022718.937500 Penalty: 919.655273 Iteration 9Q: 3 clusters Score -1022719 nChanged 527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4168 members Mstep: Class 2 contains 20324 members Entering Unmasked Estep Score: -1022956.250000 Penalty: 919.655273 Iteration 10Q: 3 clusters Score -1022956 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3748 members Mstep: Class 2 contains 20744 members Entering Unmasked Estep Score: -1023157.437500 Penalty: 919.655273 Iteration 11Q: 3 clusters Score -1023157 nChanged 434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3314 members Mstep: Class 2 contains 21178 members Entering Unmasked Estep Score: -1023361.562500 Penalty: 919.655273 Iteration 12Q: 3 clusters Score -1023362 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2898 members Mstep: Class 2 contains 21594 members Entering Unmasked Estep Score: -1023548.375000 Penalty: 919.655273 Iteration 13Q: 3 clusters Score -1023548 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2488 members Mstep: Class 2 contains 22004 members Entering Unmasked Estep Score: -1023743.000000 Penalty: 919.655273 Iteration 14Q: 3 clusters Score -1023743 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2096 members Mstep: Class 2 contains 22396 members Entering Unmasked Estep Score: -1023927.312500 Penalty: 919.655273 Iteration 15Q: 3 clusters Score -1023927 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1744 members Mstep: Class 2 contains 22748 members Entering Unmasked Estep Score: -1024105.875000 Penalty: 919.655273 Iteration 16Q: 3 clusters Score -1024106 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1411 members Mstep: Class 2 contains 23081 members Entering Unmasked Estep Score: -1024273.812500 Penalty: 919.655273 Iteration 17Q: 3 clusters Score -1024274 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 23358 members Entering Unmasked Estep Score: -1024427.375000 Penalty: 919.655273 Iteration 18Q: 3 clusters Score -1024427 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 23591 members Entering Unmasked Estep Score: -1024560.562500 Penalty: 919.655273 Iteration 19Q: 3 clusters Score -1024561 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 23777 members Entering Unmasked Estep Score: -1024660.687500 Penalty: 919.655273 Iteration 20F: 3 clusters Score -1024661 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 23926 members Entering Unmasked Estep Score: -1024745.062500 Penalty: 919.655273 Iteration 21Q: 3 clusters Score -1024745 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 24041 members Entering Unmasked Estep Score: -1024813.375000 Penalty: 919.655273 Iteration 22Q: 3 clusters Score -1024813 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 24128 members Entering Unmasked Estep Score: -1024867.937500 Penalty: 919.655273 Iteration 23Q: 3 clusters Score -1024868 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 24197 members Entering Unmasked Estep Score: -1024914.375000 Penalty: 919.655273 Iteration 24Q: 3 clusters Score -1024914 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 24257 members Entering Unmasked Estep Score: -1024957.125000 Penalty: 919.655273 Iteration 25Q: 3 clusters Score -1024957 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 24296 members Entering Unmasked Estep Score: -1024983.687500 Penalty: 919.655273 Iteration 26Q: 3 clusters Score -1024984 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 24319 members Entering Unmasked Estep Score: -1025001.375000 Penalty: 919.655273 Iteration 27Q: 3 clusters Score -1025001 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 24338 members Entering Unmasked Estep Score: -1025012.562500 Penalty: 919.655273 Iteration 28Q: 3 clusters Score -1025013 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 24346 members Entering Unmasked Estep Score: -1025018.937500 Penalty: 919.655273 Iteration 29Q: 3 clusters Score -1025019 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 24357 members Entering Unmasked Estep Score: -1025027.000000 Penalty: 919.655273 Iteration 30Q: 3 clusters Score -1025027 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 24364 members Entering Unmasked Estep Score: -1025033.500000 Penalty: 919.655273 Iteration 31Q: 3 clusters Score -1025034 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 24371 members Entering Unmasked Estep Score: -1025040.125000 Penalty: 919.655273 Iteration 32Q: 3 clusters Score -1025040 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 24373 members Entering Unmasked Estep Score: -1025042.500000 Penalty: 919.655273 Iteration 33Q: 3 clusters Score -1025042 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 24371 members Entering Unmasked Estep Score: -1025042.750000 Penalty: 919.655273 Iteration 34Q: 3 clusters Score -1025043 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 24371 members Entering Unmasked Estep Score: -1025045.125000 Penalty: 919.655273 Iteration 35Q: 3 clusters Score -1025045 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 24372 members Entering Unmasked Estep Score: -1025046.437500 Penalty: 919.655273 Iteration 36Q: 3 clusters Score -1025046 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 24373 members Entering Unmasked Estep Score: -1025046.375000 Penalty: 919.655273 Iteration 37Q: 3 clusters Score -1025046 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 24373 members Entering Unmasked Estep Score: -1025046.375000 Penalty: 919.655273 Iteration 38F: 3 clusters Score -1025046 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (1375 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1375 members Entering Unmasked Estep Score: -51228.917969 Penalty: 328.792511 Iteration 0F: 2 clusters Score -51228.92 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 677 members Entering Unmasked Estep Score: -50244.191406 Penalty: 657.585022 Iteration 0F: 3 clusters Score -50244.19 nChanged 557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -50839.285156 Penalty: 657.585022 Iteration 1F: 3 clusters Score -50839.29 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -51453.757812 Penalty: 657.585022 Iteration 2F: 3 clusters Score -51453.76 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -52089.144531 Penalty: 657.585022 Iteration 3F: 3 clusters Score -52089.14 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -52361.265625 Penalty: 657.585022 Iteration 4F: 3 clusters Score -52361.27 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -52405.371094 Penalty: 657.585022 Iteration 5Q: 3 clusters Score -52405.37 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -52414.878906 Penalty: 657.585022 Iteration 6Q: 3 clusters Score -52414.88 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -52416.671875 Penalty: 657.585022 Iteration 7Q: 3 clusters Score -52416.67 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -52417.593750 Penalty: 657.585022 Iteration 8Q: 3 clusters Score -52417.59 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -52417.593750 Penalty: 657.585022 Iteration 9F: 3 clusters Score -52417.59 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 15390 members Mstep: Class 2 contains 957 members Mstep: Class 3 contains 32178 members Mstep: Class 4 contains 6669 members Mstep: Class 5 contains 343 members Mstep: Class 6 contains 380 members Mstep: Class 7 contains 946 members Mstep: Class 8 contains 1396 members Mstep: Class 9 contains 4828 members Mstep: Class 10 contains 3786 members Mstep: Class 11 contains 381 members Mstep: Class 12 contains 569 members Mstep: Class 13 contains 24492 members Mstep: Class 15 contains 994 members Mstep: Class 16 contains 495 members Mstep: Class 18 contains 270305 members Mstep: Class 19 contains 990 members Mstep: Class 20 contains 4033 members Mstep: Class 24 contains 325 members Entering Unmasked Estep Score: -15534149.000000 Penalty: 11082.726562 Splitting cluster 15 changes total score from -15530857.000000 to -15534149.000000 So it's getting split into cluster 11. Entering ConstructFrom: Trying to split cluster 16 (495 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Entering Unmasked Estep Score: -22228.130859 Penalty: 282.307373 Iteration 0F: 2 clusters Score -22228.13 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -21748.339844 Penalty: 564.614746 Iteration 0F: 3 clusters Score -21748.34 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -21869.783203 Penalty: 564.614746 Iteration 1F: 3 clusters Score -21869.78 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -21897.035156 Penalty: 564.614746 Iteration 2F: 3 clusters Score -21897.04 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -21915.919922 Penalty: 564.614746 Iteration 3Q: 3 clusters Score -21915.92 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -21925.402344 Penalty: 564.614746 Iteration 4Q: 3 clusters Score -21925.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -21932.224609 Penalty: 564.614746 Iteration 5Q: 3 clusters Score -21932.22 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -21939.333984 Penalty: 564.614746 Iteration 6Q: 3 clusters Score -21939.33 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -21944.017578 Penalty: 564.614746 Iteration 7Q: 3 clusters Score -21944.02 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -21944.107422 Penalty: 564.614746 Iteration 8Q: 3 clusters Score -21944.11 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -21944.214844 Penalty: 564.614746 Iteration 9Q: 3 clusters Score -21944.21 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -21944.214844 Penalty: 564.614746 Iteration 10F: 3 clusters Score -21944.21 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (270305 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270305 members Entering Unmasked Estep Score: -11662646.000000 Penalty: 569.082397 Iteration 0F: 2 clusters Score -1.166265e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134908 members Mstep: Class 2 contains 135397 members Entering Unmasked Estep Score: -11491228.000000 Penalty: 1138.164795 Iteration 0F: 3 clusters Score -1.149123e+07 nChanged 133512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130024 members Mstep: Class 2 contains 140281 members Entering Unmasked Estep Score: -11569723.000000 Penalty: 1138.164795 Iteration 1F: 3 clusters Score -1.156972e+07 nChanged 8717 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126257 members Mstep: Class 2 contains 144048 members Entering Unmasked Estep Score: -11571930.000000 Penalty: 1138.164795 Iteration 2Q: 3 clusters Score -1.157193e+07 nChanged 10185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119826 members Mstep: Class 2 contains 150479 members Entering Unmasked Estep Score: -11575641.000000 Penalty: 1138.164795 Iteration 3Q: 3 clusters Score -1.157564e+07 nChanged 12855 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109581 members Mstep: Class 2 contains 160724 members Entering Unmasked Estep Score: -11582323.000000 Penalty: 1138.164795 Iteration 4Q: 3 clusters Score -1.158232e+07 nChanged 16821 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94342 members Mstep: Class 2 contains 175963 members Entering Unmasked Estep Score: -11594091.000000 Penalty: 1138.164795 Iteration 5F: 3 clusters Score -1.159409e+07 nChanged 20431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74819 members Mstep: Class 2 contains 195486 members Entering Unmasked Estep Score: -11611135.000000 Penalty: 1138.164795 Iteration 6F: 3 clusters Score -1.161114e+07 nChanged 20806 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54515 members Mstep: Class 2 contains 215790 members Entering Unmasked Estep Score: -11629009.000000 Penalty: 1138.164795 Iteration 7F: 3 clusters Score -1.162901e+07 nChanged 18274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36407 members Mstep: Class 2 contains 233898 members Entering Unmasked Estep Score: -11642874.000000 Penalty: 1138.164795 Iteration 8F: 3 clusters Score -1.164287e+07 nChanged 14123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22364 members Mstep: Class 2 contains 247941 members Entering Unmasked Estep Score: -11651527.000000 Penalty: 1138.164795 Iteration 9F: 3 clusters Score -1.165153e+07 nChanged 9719 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12687 members Mstep: Class 2 contains 257618 members Entering Unmasked Estep Score: -11656478.000000 Penalty: 1138.164795 Iteration 10Q: 3 clusters Score -1.165648e+07 nChanged 6025 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6672 members Mstep: Class 2 contains 263633 members Entering Unmasked Estep Score: -11659230.000000 Penalty: 1138.164795 Iteration 11Q: 3 clusters Score -1.165923e+07 nChanged 3246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3426 members Mstep: Class 2 contains 266879 members Entering Unmasked Estep Score: -11660643.000000 Penalty: 1138.164795 Iteration 12Q: 3 clusters Score -1.166064e+07 nChanged 1632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1796 members Mstep: Class 2 contains 268509 members Entering Unmasked Estep Score: -11661318.000000 Penalty: 1138.164795 Iteration 13Q: 3 clusters Score -1.166132e+07 nChanged 833 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 269342 members Entering Unmasked Estep Score: -11661749.000000 Penalty: 1138.164795 Iteration 14Q: 3 clusters Score -1.166175e+07 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 269740 members Entering Unmasked Estep Score: -11661921.000000 Penalty: 1138.164795 Iteration 15Q: 3 clusters Score -1.166192e+07 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 269915 members Entering Unmasked Estep Score: -11662029.000000 Penalty: 1138.164795 Iteration 16Q: 3 clusters Score -1.166203e+07 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 270000 members Entering Unmasked Estep Score: -11662069.000000 Penalty: 1138.164795 Iteration 17Q: 3 clusters Score -1.166207e+07 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 270041 members Entering Unmasked Estep Score: -11662116.000000 Penalty: 1138.164795 Iteration 18Q: 3 clusters Score -1.166212e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 270071 members Entering Unmasked Estep Score: -11662137.000000 Penalty: 1138.164795 Iteration 19Q: 3 clusters Score -1.166214e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 270086 members Entering Unmasked Estep Score: -11662144.000000 Penalty: 1138.164795 Iteration 20F: 3 clusters Score -1.166214e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 270096 members Entering Unmasked Estep Score: -11662144.000000 Penalty: 1138.164795 Iteration 21Q: 3 clusters Score -1.166214e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 270103 members Entering Unmasked Estep Score: -11662155.000000 Penalty: 1138.164795 Iteration 22Q: 3 clusters Score -1.166216e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 270113 members Entering Unmasked Estep Score: -11662160.000000 Penalty: 1138.164795 Iteration 23Q: 3 clusters Score -1.166216e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 270119 members Entering Unmasked Estep Score: -11662164.000000 Penalty: 1138.164795 Iteration 24Q: 3 clusters Score -1.166216e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 270122 members Entering Unmasked Estep Score: -11662167.000000 Penalty: 1138.164795 Iteration 25Q: 3 clusters Score -1.166217e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 270122 members Entering Unmasked Estep Score: -11662170.000000 Penalty: 1138.164795 Iteration 26Q: 3 clusters Score -1.166217e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 270122 members Entering Unmasked Estep Score: -11662170.000000 Penalty: 1138.164795 Iteration 27F: 3 clusters Score -1.166217e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (990 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Entering Unmasked Estep Score: -43575.167969 Penalty: 313.845581 Iteration 0F: 2 clusters Score -43575.17 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -42761.574219 Penalty: 627.691162 Iteration 0F: 3 clusters Score -42761.57 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -42974.164062 Penalty: 627.691162 Iteration 1F: 3 clusters Score -42974.16 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -43027.832031 Penalty: 627.691162 Iteration 2F: 3 clusters Score -43027.83 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -43062.839844 Penalty: 627.691162 Iteration 3F: 3 clusters Score -43062.84 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -43085.839844 Penalty: 627.691162 Iteration 4Q: 3 clusters Score -43085.84 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -43101.937500 Penalty: 627.691162 Iteration 5Q: 3 clusters Score -43101.94 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -43115.226562 Penalty: 627.691162 Iteration 6Q: 3 clusters Score -43115.23 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -43128.449219 Penalty: 627.691162 Iteration 7Q: 3 clusters Score -43128.45 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -43136.988281 Penalty: 627.691162 Iteration 8Q: 3 clusters Score -43136.99 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -43148.738281 Penalty: 627.691162 Iteration 9Q: 3 clusters Score -43148.74 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -43164.386719 Penalty: 627.691162 Iteration 10Q: 3 clusters Score -43164.39 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -43194.164062 Penalty: 627.691162 Iteration 11Q: 3 clusters Score -43194.16 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -43213.925781 Penalty: 627.691162 Iteration 12Q: 3 clusters Score -43213.93 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -43229.683594 Penalty: 627.691162 Iteration 13Q: 3 clusters Score -43229.68 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -43241.226562 Penalty: 627.691162 Iteration 14Q: 3 clusters Score -43241.23 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -43254.464844 Penalty: 627.691162 Iteration 15Q: 3 clusters Score -43254.46 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -43261.652344 Penalty: 627.691162 Iteration 16Q: 3 clusters Score -43261.65 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -43267.257812 Penalty: 627.691162 Iteration 17Q: 3 clusters Score -43267.26 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -43274.285156 Penalty: 627.691162 Iteration 18Q: 3 clusters Score -43274.29 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -43277.785156 Penalty: 627.691162 Iteration 19Q: 3 clusters Score -43277.79 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -43283.449219 Penalty: 627.691162 Iteration 20F: 3 clusters Score -43283.45 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -43286.875000 Penalty: 627.691162 Iteration 21Q: 3 clusters Score -43286.88 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -43287.882812 Penalty: 627.691162 Iteration 22Q: 3 clusters Score -43287.88 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -43288.062500 Penalty: 627.691162 Iteration 23Q: 3 clusters Score -43288.06 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -43288.062500 Penalty: 627.691162 Iteration 24F: 3 clusters Score -43288.06 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (4033 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4033 members Entering Unmasked Estep Score: -164396.515625 Penalty: 377.753113 Iteration 0F: 2 clusters Score -164396.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2050 members Mstep: Class 2 contains 1983 members Entering Unmasked Estep Score: -161638.718750 Penalty: 755.506226 Iteration 0F: 3 clusters Score -161638.7 nChanged 1812 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2294 members Mstep: Class 2 contains 1739 members Entering Unmasked Estep Score: -162654.812500 Penalty: 755.506226 Iteration 1F: 3 clusters Score -162654.8 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2464 members Mstep: Class 2 contains 1569 members Entering Unmasked Estep Score: -162800.390625 Penalty: 755.506226 Iteration 2F: 3 clusters Score -162800.4 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2667 members Mstep: Class 2 contains 1366 members Entering Unmasked Estep Score: -162954.343750 Penalty: 755.506226 Iteration 3F: 3 clusters Score -162954.3 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2889 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -163125.906250 Penalty: 755.506226 Iteration 4F: 3 clusters Score -163125.9 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3125 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -163373.343750 Penalty: 755.506226 Iteration 5F: 3 clusters Score -163373.3 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3342 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -163646.765625 Penalty: 755.506226 Iteration 6F: 3 clusters Score -163646.8 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3487 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -163885.734375 Penalty: 755.506226 Iteration 7Q: 3 clusters Score -163885.7 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3530 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -164064.000000 Penalty: 755.506226 Iteration 8Q: 3 clusters Score -164064 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3523 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -164222.765625 Penalty: 755.506226 Iteration 9Q: 3 clusters Score -164222.8 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3493 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -164307.500000 Penalty: 755.506226 Iteration 10Q: 3 clusters Score -164307.5 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3455 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -164369.468750 Penalty: 755.506226 Iteration 11Q: 3 clusters Score -164369.5 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3396 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -164432.765625 Penalty: 755.506226 Iteration 12Q: 3 clusters Score -164432.8 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3336 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -164491.921875 Penalty: 755.506226 Iteration 13Q: 3 clusters Score -164491.9 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3271 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -164560.078125 Penalty: 755.506226 Iteration 14Q: 3 clusters Score -164560.1 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3203 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -164662.109375 Penalty: 755.506226 Iteration 15Q: 3 clusters Score -164662.1 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3128 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -164771.875000 Penalty: 755.506226 Iteration 16Q: 3 clusters Score -164771.9 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3059 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -164855.468750 Penalty: 755.506226 Iteration 17Q: 3 clusters Score -164855.5 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2994 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -164929.968750 Penalty: 755.506226 Iteration 18Q: 3 clusters Score -164930 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2946 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -164988.984375 Penalty: 755.506226 Iteration 19Q: 3 clusters Score -164989 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2899 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -165046.046875 Penalty: 755.506226 Iteration 20F: 3 clusters Score -165046 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2862 members Mstep: Class 2 contains 1171 members Entering Unmasked Estep Score: -165072.906250 Penalty: 755.506226 Iteration 21Q: 3 clusters Score -165072.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2838 members Mstep: Class 2 contains 1195 members Entering Unmasked Estep Score: -165087.625000 Penalty: 755.506226 Iteration 22Q: 3 clusters Score -165087.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2816 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -165099.843750 Penalty: 755.506226 Iteration 23Q: 3 clusters Score -165099.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2794 members Mstep: Class 2 contains 1239 members Entering Unmasked Estep Score: -165110.375000 Penalty: 755.506226 Iteration 24Q: 3 clusters Score -165110.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2778 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -165116.343750 Penalty: 755.506226 Iteration 25Q: 3 clusters Score -165116.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2766 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -165119.796875 Penalty: 755.506226 Iteration 26Q: 3 clusters Score -165119.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2757 members Mstep: Class 2 contains 1276 members Entering Unmasked Estep Score: -165121.328125 Penalty: 755.506226 Iteration 27Q: 3 clusters Score -165121.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2750 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -165123.000000 Penalty: 755.506226 Iteration 28Q: 3 clusters Score -165123 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2749 members Mstep: Class 2 contains 1284 members Entering Unmasked Estep Score: -165122.953125 Penalty: 755.506226 Iteration 29Q: 3 clusters Score -165123 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2748 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -165122.921875 Penalty: 755.506226 Iteration 30Q: 3 clusters Score -165122.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2747 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -165123.390625 Penalty: 755.506226 Iteration 31Q: 3 clusters Score -165123.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2744 members Mstep: Class 2 contains 1289 members Entering Unmasked Estep Score: -165123.484375 Penalty: 755.506226 Iteration 32Q: 3 clusters Score -165123.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2743 members Mstep: Class 2 contains 1290 members Entering Unmasked Estep Score: -165123.718750 Penalty: 755.506226 Iteration 33Q: 3 clusters Score -165123.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2741 members Mstep: Class 2 contains 1292 members Entering Unmasked Estep Score: -165124.062500 Penalty: 755.506226 Iteration 34Q: 3 clusters Score -165124.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2740 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -165124.062500 Penalty: 755.506226 Iteration 35Q: 3 clusters Score -165124.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2740 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -165124.062500 Penalty: 755.506226 Iteration 36F: 3 clusters Score -165124.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 15390 members Mstep: Class 2 contains 957 members Mstep: Class 3 contains 32178 members Mstep: Class 4 contains 6669 members Mstep: Class 5 contains 343 members Mstep: Class 6 contains 380 members Mstep: Class 7 contains 946 members Mstep: Class 8 contains 1396 members Mstep: Class 9 contains 4828 members Mstep: Class 10 contains 3786 members Mstep: Class 11 contains 381 members Mstep: Class 12 contains 569 members Mstep: Class 13 contains 24492 members Mstep: Class 14 contains 1293 members Mstep: Class 15 contains 994 members Mstep: Class 16 contains 495 members Mstep: Class 18 contains 270305 members Mstep: Class 19 contains 990 members Mstep: Class 20 contains 2740 members Mstep: Class 24 contains 325 members Entering Unmasked Estep Score: -15534664.000000 Penalty: 11666.028320 Splitting cluster 20 changes total score from -15530857.000000 to -15534664.000000 So it's getting split into cluster 14. Entering ConstructFrom: Trying to split cluster 24 (325 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Entering Unmasked Estep Score: -12121.770508 Penalty: 263.164062 Iteration 0F: 2 clusters Score -12121.77 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -11742.699219 Penalty: 526.328125 Iteration 0F: 3 clusters Score -11742.7 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -11812.600586 Penalty: 526.328125 Iteration 1F: 3 clusters Score -11812.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -11835.382812 Penalty: 526.328125 Iteration 2F: 3 clusters Score -11835.38 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -11842.857422 Penalty: 526.328125 Iteration 3Q: 3 clusters Score -11842.86 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -11846.708008 Penalty: 526.328125 Iteration 4Q: 3 clusters Score -11846.71 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -11851.275391 Penalty: 526.328125 Iteration 5Q: 3 clusters Score -11851.28 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -11852.579102 Penalty: 526.328125 Iteration 6Q: 3 clusters Score -11852.58 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -11854.672852 Penalty: 526.328125 Iteration 7Q: 3 clusters Score -11854.67 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -11858.073242 Penalty: 526.328125 Iteration 8Q: 3 clusters Score -11858.07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -11861.963867 Penalty: 526.328125 Iteration 9Q: 3 clusters Score -11861.96 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -11866.657227 Penalty: 526.328125 Iteration 10Q: 3 clusters Score -11866.66 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -11869.589844 Penalty: 526.328125 Iteration 11Q: 3 clusters Score -11869.59 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -11875.424805 Penalty: 526.328125 Iteration 12Q: 3 clusters Score -11875.42 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -11877.136719 Penalty: 526.328125 Iteration 13Q: 3 clusters Score -11877.14 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -11877.136719 Penalty: 526.328125 Iteration 14F: 3 clusters Score -11877.14 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 2 contains 957 members Mstep: Class 3 contains 32178 members Mstep: Class 4 contains 6669 members Mstep: Class 6 contains 380 members Mstep: Class 7 contains 946 members Mstep: Class 8 contains 1396 members Mstep: Class 9 contains 4828 members Mstep: Class 12 contains 569 members Mstep: Class 13 contains 24492 members Mstep: Class 15 contains 994 members Mstep: Class 16 contains 495 members Mstep: Class 18 contains 270305 members Mstep: Class 19 contains 990 members Mstep: Class 20 contains 2740 members Mstep: Class 24 contains 325 members Entering Unmasked Estep ConsiderDeletion Score: -15535226.000000 Penalty: 11666.028320 Iteration 39Q: 21 clusters Score -1.553523e+07 nChanged 1896 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 15742 members Mstep: Class 2 contains 968 members Mstep: Class 3 contains 32229 members Mstep: Class 4 contains 6658 members Mstep: Class 5 contains 346 members Mstep: Class 6 contains 382 members Mstep: Class 7 contains 947 members Mstep: Class 8 contains 1396 members Mstep: Class 9 contains 4799 members Mstep: Class 10 contains 3698 members Mstep: Class 11 contains 382 members Mstep: Class 12 contains 566 members Mstep: Class 13 contains 24752 members Mstep: Class 14 contains 1223 members Mstep: Class 15 contains 994 members Mstep: Class 16 contains 481 members Mstep: Class 18 contains 269821 members Mstep: Class 19 contains 978 members Mstep: Class 20 contains 2769 members Mstep: Class 24 contains 328 members Entering Unmasked Estep ConsiderDeletion Score: -15535674.000000 Penalty: 11666.028320 Iteration 40F: 21 clusters Score -1.553567e+07 nChanged 1461 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 16032 members Mstep: Class 2 contains 987 members Mstep: Class 3 contains 32226 members Mstep: Class 4 contains 6660 members Mstep: Class 5 contains 346 members Mstep: Class 6 contains 383 members Mstep: Class 7 contains 947 members Mstep: Class 8 contains 1384 members Mstep: Class 9 contains 4757 members Mstep: Class 10 contains 3783 members Mstep: Class 11 contains 382 members Mstep: Class 12 contains 567 members Mstep: Class 13 contains 24828 members Mstep: Class 14 contains 1363 members Mstep: Class 15 contains 994 members Mstep: Class 16 contains 472 members Mstep: Class 18 contains 269269 members Mstep: Class 19 contains 964 members Mstep: Class 20 contains 2784 members Mstep: Class 24 contains 331 members Entering Unmasked Estep ConsiderDeletion Score: -15535892.000000 Penalty: 11666.028320 Iteration 41Q: 21 clusters Score -1.553589e+07 nChanged 1034 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 16328 members Mstep: Class 2 contains 1004 members Mstep: Class 3 contains 32177 members Mstep: Class 4 contains 6646 members Mstep: Class 5 contains 346 members Mstep: Class 6 contains 383 members Mstep: Class 7 contains 947 members Mstep: Class 8 contains 1360 members Mstep: Class 9 contains 4733 members Mstep: Class 10 contains 3839 members Mstep: Class 11 contains 382 members Mstep: Class 12 contains 572 members Mstep: Class 13 contains 24919 members Mstep: Class 14 contains 1414 members Mstep: Class 15 contains 994 members Mstep: Class 16 contains 469 members Mstep: Class 18 contains 268835 members Mstep: Class 19 contains 959 members Mstep: Class 20 contains 2822 members Mstep: Class 24 contains 330 members Entering Unmasked Estep ConsiderDeletion Score: -15536052.000000 Penalty: 11666.028320 Iteration 42Q: 21 clusters Score -1.553605e+07 nChanged 866 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 16586 members Mstep: Class 2 contains 1014 members Mstep: Class 3 contains 32134 members Mstep: Class 4 contains 6643 members Mstep: Class 5 contains 346 members Mstep: Class 6 contains 383 members Mstep: Class 7 contains 947 members Mstep: Class 8 contains 1332 members Mstep: Class 9 contains 4703 members Mstep: Class 10 contains 3887 members Mstep: Class 11 contains 382 members Mstep: Class 12 contains 582 members Mstep: Class 13 contains 25015 members Mstep: Class 14 contains 1437 members Mstep: Class 15 contains 994 members Mstep: Class 16 contains 466 members Mstep: Class 18 contains 268474 members Mstep: Class 19 contains 958 members Mstep: Class 20 contains 2844 members Mstep: Class 24 contains 332 members Entering Unmasked Estep ConsiderDeletion Score: -15536136.000000 Penalty: 11666.028320 Iteration 43Q: 21 clusters Score -1.553614e+07 nChanged 750 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 16813 members Mstep: Class 2 contains 1022 members Mstep: Class 3 contains 32095 members Mstep: Class 4 contains 6649 members Mstep: Class 5 contains 346 members Mstep: Class 6 contains 383 members Mstep: Class 7 contains 947 members Mstep: Class 8 contains 1300 members Mstep: Class 9 contains 4663 members Mstep: Class 10 contains 3936 members Mstep: Class 11 contains 382 members Mstep: Class 12 contains 596 members Mstep: Class 13 contains 25120 members Mstep: Class 14 contains 1447 members Mstep: Class 15 contains 994 members Mstep: Class 16 contains 459 members Mstep: Class 18 contains 268160 members Mstep: Class 19 contains 954 members Mstep: Class 20 contains 2859 members Mstep: Class 24 contains 334 members Entering Unmasked Estep ConsiderDeletion Score: -15536189.000000 Penalty: 11666.028320 Iteration 44Q: 21 clusters Score -1.553619e+07 nChanged 605 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 16996 members Mstep: Class 2 contains 1028 members Mstep: Class 3 contains 32079 members Mstep: Class 4 contains 6651 members Mstep: Class 5 contains 346 members Mstep: Class 6 contains 383 members Mstep: Class 7 contains 947 members Mstep: Class 8 contains 1280 members Mstep: Class 9 contains 4625 members Mstep: Class 10 contains 3995 members Mstep: Class 11 contains 382 members Mstep: Class 12 contains 608 members Mstep: Class 13 contains 25190 members Mstep: Class 14 contains 1454 members Mstep: Class 15 contains 994 members Mstep: Class 16 contains 452 members Mstep: Class 18 contains 267897 members Mstep: Class 19 contains 953 members Mstep: Class 20 contains 2863 members Mstep: Class 24 contains 336 members Entering Unmasked Estep ConsiderDeletion Score: -15536266.000000 Penalty: 11666.028320 Iteration 45Q: 21 clusters Score -1.553627e+07 nChanged 575 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 17164 members Mstep: Class 2 contains 1032 members Mstep: Class 3 contains 32062 members Mstep: Class 4 contains 6664 members Mstep: Class 5 contains 346 members Mstep: Class 6 contains 384 members Mstep: Class 7 contains 947 members Mstep: Class 8 contains 1263 members Mstep: Class 9 contains 4579 members Mstep: Class 10 contains 4045 members Mstep: Class 11 contains 382 members Mstep: Class 12 contains 614 members Mstep: Class 13 contains 25293 members Mstep: Class 14 contains 1458 members Mstep: Class 15 contains 994 members Mstep: Class 16 contains 448 members Mstep: Class 18 contains 267637 members Mstep: Class 19 contains 944 members Mstep: Class 20 contains 2865 members Mstep: Class 24 contains 338 members Entering Unmasked Estep ConsiderDeletion Score: -15536322.000000 Penalty: 11666.028320 Iteration 46Q: 21 clusters Score -1.553632e+07 nChanged 547 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 17325 members Mstep: Class 2 contains 1034 members Mstep: Class 3 contains 32045 members Mstep: Class 4 contains 6669 members Mstep: Class 5 contains 346 members Mstep: Class 6 contains 385 members Mstep: Class 7 contains 947 members Mstep: Class 8 contains 1242 members Mstep: Class 9 contains 4533 members Mstep: Class 10 contains 4089 members Mstep: Class 11 contains 382 members Mstep: Class 12 contains 620 members Mstep: Class 13 contains 25395 members Mstep: Class 14 contains 1463 members Mstep: Class 15 contains 994 members Mstep: Class 16 contains 451 members Mstep: Class 18 contains 267392 members Mstep: Class 19 contains 937 members Mstep: Class 20 contains 2870 members Mstep: Class 24 contains 340 members Entering Unmasked Estep ConsiderDeletion Score: -15536321.000000 Penalty: 11666.028320 Iteration 47Q: 21 clusters Score -1.553632e+07 nChanged 483 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 17458 members Mstep: Class 2 contains 1035 members Mstep: Class 3 contains 32034 members Mstep: Class 4 contains 6668 members Mstep: Class 5 contains 346 members Mstep: Class 6 contains 385 members Mstep: Class 7 contains 947 members Mstep: Class 8 contains 1227 members Mstep: Class 9 contains 4502 members Mstep: Class 10 contains 4125 members Mstep: Class 11 contains 382 members Mstep: Class 12 contains 626 members Mstep: Class 13 contains 25499 members Mstep: Class 14 contains 1468 members Mstep: Class 15 contains 994 members Mstep: Class 16 contains 450 members Mstep: Class 18 contains 267163 members Mstep: Class 19 contains 936 members Mstep: Class 20 contains 2871 members Mstep: Class 24 contains 343 members Entering Unmasked Estep ConsiderDeletion Score: -15536317.000000 Penalty: 11666.028320 Iteration 48Q: 21 clusters Score -1.553632e+07 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 17572 members Mstep: Class 2 contains 1036 members Mstep: Class 3 contains 32019 members Mstep: Class 4 contains 6694 members Mstep: Class 5 contains 346 members Mstep: Class 6 contains 385 members Mstep: Class 7 contains 947 members Mstep: Class 8 contains 1224 members Mstep: Class 9 contains 4459 members Mstep: Class 10 contains 4157 members Mstep: Class 11 contains 382 members Mstep: Class 12 contains 628 members Mstep: Class 13 contains 25582 members Mstep: Class 14 contains 1474 members Mstep: Class 15 contains 994 members Mstep: Class 16 contains 453 members Mstep: Class 18 contains 266953 members Mstep: Class 19 contains 939 members Mstep: Class 20 contains 2872 members Mstep: Class 24 contains 343 members Entering Unmasked Estep ConsiderDeletion Score: -15536385.000000 Penalty: 11666.028320 Iteration 49Q: 21 clusters Score -1.553638e+07 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 17677 members Mstep: Class 2 contains 1037 members Mstep: Class 3 contains 32013 members Mstep: Class 4 contains 6708 members Mstep: Class 5 contains 346 members Mstep: Class 6 contains 385 members Mstep: Class 7 contains 947 members Mstep: Class 8 contains 1216 members Mstep: Class 9 contains 4412 members Mstep: Class 10 contains 4190 members Mstep: Class 11 contains 382 members Mstep: Class 12 contains 628 members Mstep: Class 13 contains 25662 members Mstep: Class 14 contains 1477 members Mstep: Class 15 contains 994 members Mstep: Class 16 contains 456 members Mstep: Class 18 contains 266773 members Mstep: Class 19 contains 941 members Mstep: Class 20 contains 2871 members Mstep: Class 24 contains 344 members Entering Unmasked Estep ConsiderDeletion Score: -15536429.000000 Penalty: 11666.028320 Iteration 50Q: 21 clusters Score -1.553643e+07 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 17758 members Mstep: Class 2 contains 1038 members Mstep: Class 3 contains 32002 members Mstep: Class 4 contains 6735 members Mstep: Class 5 contains 346 members Mstep: Class 6 contains 385 members Mstep: Class 7 contains 947 members Mstep: Class 8 contains 1208 members Mstep: Class 9 contains 4367 members Mstep: Class 10 contains 4226 members Mstep: Class 11 contains 382 members Mstep: Class 12 contains 630 members Mstep: Class 13 contains 25726 members Mstep: Class 14 contains 1482 members Mstep: Class 15 contains 994 members Mstep: Class 16 contains 454 members Mstep: Class 18 contains 266622 members Mstep: Class 19 contains 942 members Mstep: Class 20 contains 2871 members Mstep: Class 24 contains 344 members Entering Unmasked Estep ConsiderDeletion Score: -15536411.000000 Penalty: 11666.028320 Iteration 51Q: 21 clusters Score -1.553641e+07 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 17832 members Mstep: Class 2 contains 1038 members Mstep: Class 3 contains 31994 members Mstep: Class 4 contains 6759 members Mstep: Class 5 contains 346 members Mstep: Class 6 contains 385 members Mstep: Class 7 contains 947 members Mstep: Class 8 contains 1207 members Mstep: Class 9 contains 4325 members Mstep: Class 10 contains 4256 members Mstep: Class 11 contains 382 members Mstep: Class 12 contains 633 members Mstep: Class 13 contains 25781 members Mstep: Class 14 contains 1483 members Mstep: Class 15 contains 994 members Mstep: Class 16 contains 455 members Mstep: Class 18 contains 266490 members Mstep: Class 19 contains 937 members Mstep: Class 20 contains 2871 members Mstep: Class 24 contains 344 members Entering Unmasked Estep ConsiderDeletion Score: -15536467.000000 Penalty: 11666.028320 Iteration 52Q: 21 clusters Score -1.553647e+07 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 17902 members Mstep: Class 2 contains 1038 members Mstep: Class 3 contains 31988 members Mstep: Class 4 contains 6797 members Mstep: Class 5 contains 346 members Mstep: Class 6 contains 385 members Mstep: Class 7 contains 947 members Mstep: Class 8 contains 1202 members Mstep: Class 9 contains 4294 members Mstep: Class 10 contains 4286 members Mstep: Class 11 contains 382 members Mstep: Class 12 contains 637 members Mstep: Class 13 contains 25817 members Mstep: Class 14 contains 1485 members Mstep: Class 15 contains 994 members Mstep: Class 16 contains 456 members Mstep: Class 18 contains 266354 members Mstep: Class 19 contains 936 members Mstep: Class 20 contains 2871 members Mstep: Class 24 contains 342 members Entering Unmasked Estep ConsiderDeletion Score: -15536466.000000 Penalty: 11666.028320 Iteration 53Q: 21 clusters Score -1.553647e+07 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 17960 members Mstep: Class 2 contains 1038 members Mstep: Class 3 contains 31984 members Mstep: Class 4 contains 6842 members Mstep: Class 5 contains 346 members Mstep: Class 6 contains 385 members Mstep: Class 7 contains 947 members Mstep: Class 8 contains 1199 members Mstep: Class 9 contains 4256 members Mstep: Class 10 contains 4311 members Mstep: Class 11 contains 382 members Mstep: Class 12 contains 638 members Mstep: Class 13 contains 25864 members Mstep: Class 14 contains 1486 members Mstep: Class 15 contains 994 members Mstep: Class 16 contains 450 members Mstep: Class 18 contains 266231 members Mstep: Class 19 contains 933 members Mstep: Class 20 contains 2871 members Mstep: Class 24 contains 342 members Entering Unmasked Estep ConsiderDeletion Score: -15536467.000000 Penalty: 11666.028320 Iteration 54Q: 21 clusters Score -1.553647e+07 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 18008 members Mstep: Class 2 contains 1040 members Mstep: Class 3 contains 31980 members Mstep: Class 4 contains 6901 members Mstep: Class 5 contains 346 members Mstep: Class 6 contains 385 members Mstep: Class 7 contains 947 members Mstep: Class 8 contains 1195 members Mstep: Class 9 contains 4214 members Mstep: Class 10 contains 4334 members Mstep: Class 11 contains 382 members Mstep: Class 12 contains 638 members Mstep: Class 13 contains 25926 members Mstep: Class 14 contains 1487 members Mstep: Class 15 contains 994 members Mstep: Class 16 contains 445 members Mstep: Class 18 contains 266098 members Mstep: Class 19 contains 926 members Mstep: Class 20 contains 2871 members Mstep: Class 24 contains 342 members Entering Unmasked Estep ConsiderDeletion Score: -15536451.000000 Penalty: 11666.028320 Iteration 55Q: 21 clusters Score -1.553645e+07 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 18064 members Mstep: Class 2 contains 1040 members Mstep: Class 3 contains 31975 members Mstep: Class 4 contains 6961 members Mstep: Class 5 contains 346 members Mstep: Class 6 contains 385 members Mstep: Class 7 contains 947 members Mstep: Class 8 contains 1192 members Mstep: Class 9 contains 4165 members Mstep: Class 10 contains 4355 members Mstep: Class 11 contains 382 members Mstep: Class 12 contains 639 members Mstep: Class 13 contains 25988 members Mstep: Class 14 contains 1487 members Mstep: Class 15 contains 994 members Mstep: Class 16 contains 442 members Mstep: Class 18 contains 265964 members Mstep: Class 19 contains 920 members Mstep: Class 20 contains 2871 members Mstep: Class 24 contains 342 members Entering Unmasked Estep ConsiderDeletion Score: -15536435.000000 Penalty: 11666.028320 Iteration 56Q: 21 clusters Score -1.553644e+07 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 18117 members Mstep: Class 2 contains 1039 members Mstep: Class 3 contains 31971 members Mstep: Class 4 contains 7030 members Mstep: Class 5 contains 346 members Mstep: Class 6 contains 385 members Mstep: Class 7 contains 947 members Mstep: Class 8 contains 1191 members Mstep: Class 9 contains 4085 members Mstep: Class 10 contains 4382 members Mstep: Class 11 contains 382 members Mstep: Class 12 contains 640 members Mstep: Class 13 contains 26060 members Mstep: Class 14 contains 1487 members Mstep: Class 15 contains 994 members Mstep: Class 16 contains 443 members Mstep: Class 18 contains 265835 members Mstep: Class 19 contains 911 members Mstep: Class 20 contains 2872 members Mstep: Class 24 contains 342 members Entering Unmasked Estep ConsiderDeletion Score: -15536476.000000 Penalty: 11666.028320 Iteration 57Q: 21 clusters Score -1.553648e+07 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 18156 members Mstep: Class 2 contains 1040 members Mstep: Class 3 contains 31963 members Mstep: Class 4 contains 7104 members Mstep: Class 5 contains 346 members Mstep: Class 6 contains 385 members Mstep: Class 7 contains 947 members Mstep: Class 8 contains 1187 members Mstep: Class 9 contains 4021 members Mstep: Class 10 contains 4397 members Mstep: Class 11 contains 382 members Mstep: Class 12 contains 641 members Mstep: Class 13 contains 26122 members Mstep: Class 14 contains 1487 members Mstep: Class 15 contains 994 members Mstep: Class 16 contains 444 members Mstep: Class 18 contains 265726 members Mstep: Class 19 contains 902 members Mstep: Class 20 contains 2872 members Mstep: Class 24 contains 343 members Entering Unmasked Estep ConsiderDeletion Score: -15536533.000000 Penalty: 11666.028320 Iteration 58Q: 21 clusters Score -1.553653e+07 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 18185 members Mstep: Class 2 contains 1038 members Mstep: Class 3 contains 31959 members Mstep: Class 4 contains 7166 members Mstep: Class 5 contains 347 members Mstep: Class 6 contains 385 members Mstep: Class 7 contains 947 members Mstep: Class 8 contains 1187 members Mstep: Class 9 contains 3950 members Mstep: Class 10 contains 4403 members Mstep: Class 11 contains 382 members Mstep: Class 12 contains 641 members Mstep: Class 13 contains 26206 members Mstep: Class 14 contains 1488 members Mstep: Class 15 contains 994 members Mstep: Class 16 contains 444 members Mstep: Class 18 contains 265626 members Mstep: Class 19 contains 896 members Mstep: Class 20 contains 2872 members Mstep: Class 24 contains 343 members Entering Unmasked Estep ConsiderDeletion Score: -15536595.000000 Penalty: 11666.028320 Iteration 59Q: 21 clusters Score -1.55366e+07 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 18212 members Mstep: Class 2 contains 1037 members Mstep: Class 3 contains 31957 members Mstep: Class 4 contains 7242 members Mstep: Class 5 contains 348 members Mstep: Class 6 contains 385 members Mstep: Class 7 contains 947 members Mstep: Class 8 contains 1180 members Mstep: Class 9 contains 3896 members Mstep: Class 10 contains 4408 members Mstep: Class 11 contains 382 members Mstep: Class 12 contains 641 members Mstep: Class 13 contains 26271 members Mstep: Class 14 contains 1488 members Mstep: Class 15 contains 994 members Mstep: Class 16 contains 443 members Mstep: Class 18 contains 265527 members Mstep: Class 19 contains 885 members Mstep: Class 20 contains 2872 members Mstep: Class 24 contains 344 members Entering Unmasked Estep ConsiderDeletion Score: -15536620.000000 Penalty: 11666.028320 Iteration 60F: 21 clusters Score -1.553662e+07 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 18233 members Mstep: Class 2 contains 1037 members Mstep: Class 3 contains 31953 members Mstep: Class 4 contains 7321 members Mstep: Class 5 contains 348 members Mstep: Class 6 contains 385 members Mstep: Class 7 contains 947 members Mstep: Class 8 contains 1178 members Mstep: Class 9 contains 3844 members Mstep: Class 10 contains 4415 members Mstep: Class 11 contains 382 members Mstep: Class 12 contains 642 members Mstep: Class 13 contains 26326 members Mstep: Class 14 contains 1488 members Mstep: Class 15 contains 994 members Mstep: Class 16 contains 442 members Mstep: Class 18 contains 265429 members Mstep: Class 19 contains 879 members Mstep: Class 20 contains 2872 members Mstep: Class 24 contains 344 members Entering Unmasked Estep ConsiderDeletion Score: -15536654.000000 Penalty: 11666.028320 Iteration 61Q: 21 clusters Score -1.553665e+07 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 18251 members Mstep: Class 2 contains 1037 members Mstep: Class 3 contains 31950 members Mstep: Class 4 contains 7409 members Mstep: Class 5 contains 348 members Mstep: Class 6 contains 385 members Mstep: Class 7 contains 947 members Mstep: Class 8 contains 1173 members Mstep: Class 9 contains 3791 members Mstep: Class 10 contains 4419 members Mstep: Class 11 contains 382 members Mstep: Class 12 contains 642 members Mstep: Class 13 contains 26386 members Mstep: Class 14 contains 1487 members Mstep: Class 15 contains 994 members Mstep: Class 16 contains 441 members Mstep: Class 18 contains 265331 members Mstep: Class 19 contains 868 members Mstep: Class 20 contains 2872 members Mstep: Class 24 contains 346 members Entering Unmasked Estep ConsiderDeletion Score: -15536709.000000 Penalty: 11666.028320 Iteration 62Q: 21 clusters Score -1.553671e+07 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 18268 members Mstep: Class 2 contains 1037 members Mstep: Class 3 contains 31946 members Mstep: Class 4 contains 7489 members Mstep: Class 5 contains 348 members Mstep: Class 6 contains 385 members Mstep: Class 7 contains 947 members Mstep: Class 8 contains 1168 members Mstep: Class 9 contains 3737 members Mstep: Class 10 contains 4426 members Mstep: Class 11 contains 382 members Mstep: Class 12 contains 641 members Mstep: Class 13 contains 26441 members Mstep: Class 14 contains 1487 members Mstep: Class 15 contains 994 members Mstep: Class 16 contains 440 members Mstep: Class 18 contains 265243 members Mstep: Class 19 contains 861 members Mstep: Class 20 contains 2872 members Mstep: Class 24 contains 347 members Entering Unmasked Estep ConsiderDeletion Score: -15536757.000000 Penalty: 11666.028320 Iteration 63Q: 21 clusters Score -1.553676e+07 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 18281 members Mstep: Class 2 contains 1036 members Mstep: Class 3 contains 31941 members Mstep: Class 4 contains 7584 members Mstep: Class 5 contains 348 members Mstep: Class 6 contains 385 members Mstep: Class 7 contains 947 members Mstep: Class 8 contains 1164 members Mstep: Class 9 contains 3680 members Mstep: Class 10 contains 4436 members Mstep: Class 11 contains 382 members Mstep: Class 12 contains 643 members Mstep: Class 13 contains 26472 members Mstep: Class 14 contains 1487 members Mstep: Class 15 contains 994 members Mstep: Class 16 contains 440 members Mstep: Class 18 contains 265161 members Mstep: Class 19 contains 857 members Mstep: Class 20 contains 2872 members Mstep: Class 24 contains 349 members Entering Unmasked Estep ConsiderDeletion Score: -15536812.000000 Penalty: 11666.028320 Iteration 64Q: 21 clusters Score -1.553681e+07 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 18290 members Mstep: Class 2 contains 1036 members Mstep: Class 3 contains 31934 members Mstep: Class 4 contains 7663 members Mstep: Class 5 contains 348 members Mstep: Class 6 contains 385 members Mstep: Class 7 contains 947 members Mstep: Class 8 contains 1158 members Mstep: Class 9 contains 3623 members Mstep: Class 10 contains 4440 members Mstep: Class 11 contains 382 members Mstep: Class 12 contains 646 members Mstep: Class 13 contains 26517 members Mstep: Class 14 contains 1487 members Mstep: Class 15 contains 994 members Mstep: Class 16 contains 442 members Mstep: Class 18 contains 265093 members Mstep: Class 19 contains 852 members Mstep: Class 20 contains 2872 members Mstep: Class 24 contains 350 members Entering Unmasked Estep ConsiderDeletion Score: -15536829.000000 Penalty: 11666.028320 Iteration 65Q: 21 clusters Score -1.553683e+07 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 18296 members Mstep: Class 2 contains 1036 members Mstep: Class 3 contains 31931 members Mstep: Class 4 contains 7751 members Mstep: Class 5 contains 348 members Mstep: Class 6 contains 385 members Mstep: Class 7 contains 947 members Mstep: Class 8 contains 1164 members Mstep: Class 9 contains 3541 members Mstep: Class 10 contains 4443 members Mstep: Class 11 contains 382 members Mstep: Class 12 contains 647 members Mstep: Class 13 contains 26564 members Mstep: Class 14 contains 1487 members Mstep: Class 15 contains 994 members Mstep: Class 16 contains 443 members Mstep: Class 18 contains 265034 members Mstep: Class 19 contains 845 members Mstep: Class 20 contains 2871 members Mstep: Class 24 contains 350 members Entering Unmasked Estep ConsiderDeletion Score: -15536872.000000 Penalty: 11666.028320 Iteration 66Q: 21 clusters Score -1.553687e+07 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 18302 members Mstep: Class 2 contains 1036 members Mstep: Class 3 contains 31931 members Mstep: Class 4 contains 7834 members Mstep: Class 5 contains 348 members Mstep: Class 6 contains 385 members Mstep: Class 7 contains 947 members Mstep: Class 8 contains 1172 members Mstep: Class 9 contains 3458 members Mstep: Class 10 contains 4446 members Mstep: Class 11 contains 382 members Mstep: Class 12 contains 648 members Mstep: Class 13 contains 26623 members Mstep: Class 14 contains 1487 members Mstep: Class 15 contains 994 members Mstep: Class 16 contains 443 members Mstep: Class 18 contains 264970 members Mstep: Class 19 contains 834 members Mstep: Class 20 contains 2869 members Mstep: Class 24 contains 350 members Entering Unmasked Estep ConsiderDeletion Score: -15536901.000000 Penalty: 11666.028320 Iteration 67Q: 21 clusters Score -1.55369e+07 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 18304 members Mstep: Class 2 contains 1036 members Mstep: Class 3 contains 31925 members Mstep: Class 4 contains 7935 members Mstep: Class 5 contains 348 members Mstep: Class 6 contains 385 members Mstep: Class 7 contains 947 members Mstep: Class 8 contains 1183 members Mstep: Class 9 contains 3374 members Mstep: Class 10 contains 4448 members Mstep: Class 11 contains 382 members Mstep: Class 12 contains 651 members Mstep: Class 13 contains 26670 members Mstep: Class 14 contains 1487 members Mstep: Class 15 contains 994 members Mstep: Class 16 contains 447 members Mstep: Class 18 contains 264904 members Mstep: Class 19 contains 822 members Mstep: Class 20 contains 2867 members Mstep: Class 24 contains 350 members Entering Unmasked Estep ConsiderDeletion Score: -15536982.000000 Penalty: 11666.028320 Iteration 68Q: 21 clusters Score -1.553698e+07 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 18307 members Mstep: Class 2 contains 1036 members Mstep: Class 3 contains 31915 members Mstep: Class 4 contains 8044 members Mstep: Class 5 contains 348 members Mstep: Class 6 contains 385 members Mstep: Class 7 contains 947 members Mstep: Class 8 contains 1186 members Mstep: Class 9 contains 3286 members Mstep: Class 10 contains 4452 members Mstep: Class 11 contains 382 members Mstep: Class 12 contains 653 members Mstep: Class 13 contains 26719 members Mstep: Class 14 contains 1487 members Mstep: Class 15 contains 994 members Mstep: Class 16 contains 450 members Mstep: Class 18 contains 264843 members Mstep: Class 19 contains 806 members Mstep: Class 20 contains 2867 members Mstep: Class 24 contains 352 members Entering Unmasked Estep ConsiderDeletion Score: -15537018.000000 Penalty: 11666.028320 Iteration 69Q: 21 clusters Score -1.553702e+07 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 18309 members Mstep: Class 2 contains 1036 members Mstep: Class 3 contains 31906 members Mstep: Class 4 contains 8150 members Mstep: Class 5 contains 348 members Mstep: Class 6 contains 385 members Mstep: Class 7 contains 947 members Mstep: Class 8 contains 1186 members Mstep: Class 9 contains 3211 members Mstep: Class 10 contains 4456 members Mstep: Class 11 contains 382 members Mstep: Class 12 contains 655 members Mstep: Class 13 contains 26774 members Mstep: Class 14 contains 1487 members Mstep: Class 15 contains 994 members Mstep: Class 16 contains 452 members Mstep: Class 18 contains 264771 members Mstep: Class 19 contains 792 members Mstep: Class 20 contains 2867 members Mstep: Class 24 contains 351 members Entering Unmasked Estep ConsiderDeletion Score: -15537076.000000 Penalty: 11666.028320 Iteration 70Q: 21 clusters Score -1.553708e+07 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 18312 members Mstep: Class 2 contains 1035 members Mstep: Class 3 contains 31900 members Mstep: Class 4 contains 8229 members Mstep: Class 5 contains 348 members Mstep: Class 6 contains 385 members Mstep: Class 7 contains 947 members Mstep: Class 8 contains 1188 members Mstep: Class 9 contains 3158 members Mstep: Class 10 contains 4462 members Mstep: Class 11 contains 382 members Mstep: Class 12 contains 655 members Mstep: Class 13 contains 26816 members Mstep: Class 14 contains 1487 members Mstep: Class 15 contains 994 members Mstep: Class 16 contains 453 members Mstep: Class 18 contains 264707 members Mstep: Class 19 contains 783 members Mstep: Class 20 contains 2867 members Mstep: Class 24 contains 351 members Entering Unmasked Estep ConsiderDeletion Score: -15537110.000000 Penalty: 11666.028320 Iteration 71Q: 21 clusters Score -1.553711e+07 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 18311 members Mstep: Class 2 contains 1035 members Mstep: Class 3 contains 31898 members Mstep: Class 4 contains 8303 members Mstep: Class 5 contains 348 members Mstep: Class 6 contains 385 members Mstep: Class 7 contains 947 members Mstep: Class 8 contains 1194 members Mstep: Class 9 contains 3108 members Mstep: Class 10 contains 4470 members Mstep: Class 11 contains 382 members Mstep: Class 12 contains 655 members Mstep: Class 13 contains 26849 members Mstep: Class 14 contains 1488 members Mstep: Class 15 contains 994 members Mstep: Class 16 contains 454 members Mstep: Class 18 contains 264644 members Mstep: Class 19 contains 777 members Mstep: Class 20 contains 2866 members Mstep: Class 24 contains 351 members Entering Unmasked Estep ConsiderDeletion Score: -15537118.000000 Penalty: 11666.028320 Iteration 72Q: 21 clusters Score -1.553712e+07 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 18315 members Mstep: Class 2 contains 1035 members Mstep: Class 3 contains 31894 members Mstep: Class 4 contains 8368 members Mstep: Class 5 contains 348 members Mstep: Class 6 contains 385 members Mstep: Class 7 contains 947 members Mstep: Class 8 contains 1196 members Mstep: Class 9 contains 3069 members Mstep: Class 10 contains 4484 members Mstep: Class 11 contains 382 members Mstep: Class 12 contains 655 members Mstep: Class 13 contains 26872 members Mstep: Class 14 contains 1488 members Mstep: Class 15 contains 994 members Mstep: Class 16 contains 455 members Mstep: Class 18 contains 264585 members Mstep: Class 19 contains 771 members Mstep: Class 20 contains 2865 members Mstep: Class 24 contains 351 members Entering Unmasked Estep ConsiderDeletion Score: -15537118.000000 Penalty: 11666.028320 Iteration 73Q: 21 clusters Score -1.553712e+07 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 18324 members Mstep: Class 2 contains 1035 members Mstep: Class 3 contains 31892 members Mstep: Class 4 contains 8428 members Mstep: Class 5 contains 348 members Mstep: Class 6 contains 385 members Mstep: Class 7 contains 947 members Mstep: Class 8 contains 1197 members Mstep: Class 9 contains 3034 members Mstep: Class 10 contains 4494 members Mstep: Class 11 contains 382 members Mstep: Class 12 contains 654 members Mstep: Class 13 contains 26897 members Mstep: Class 14 contains 1488 members Mstep: Class 15 contains 994 members Mstep: Class 16 contains 455 members Mstep: Class 18 contains 264526 members Mstep: Class 19 contains 763 members Mstep: Class 20 contains 2865 members Mstep: Class 24 contains 351 members Entering Unmasked Estep ConsiderDeletion Score: -15537141.000000 Penalty: 11666.028320 Iteration 74Q: 21 clusters Score -1.553714e+07 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 18332 members Mstep: Class 2 contains 1035 members Mstep: Class 3 contains 31890 members Mstep: Class 4 contains 8475 members Mstep: Class 5 contains 348 members Mstep: Class 6 contains 385 members Mstep: Class 7 contains 947 members Mstep: Class 8 contains 1195 members Mstep: Class 9 contains 3009 members Mstep: Class 10 contains 4502 members Mstep: Class 11 contains 382 members Mstep: Class 12 contains 654 members Mstep: Class 13 contains 26919 members Mstep: Class 14 contains 1488 members Mstep: Class 15 contains 994 members Mstep: Class 16 contains 454 members Mstep: Class 18 contains 264474 members Mstep: Class 19 contains 761 members Mstep: Class 20 contains 2865 members Mstep: Class 24 contains 350 members Entering Unmasked Estep ConsiderDeletion Score: -15537150.000000 Penalty: 11666.028320 Iteration 75Q: 21 clusters Score -1.553715e+07 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 18341 members Mstep: Class 2 contains 1035 members Mstep: Class 3 contains 31888 members Mstep: Class 4 contains 8508 members Mstep: Class 5 contains 348 members Mstep: Class 6 contains 385 members Mstep: Class 7 contains 947 members Mstep: Class 8 contains 1193 members Mstep: Class 9 contains 2985 members Mstep: Class 10 contains 4509 members Mstep: Class 11 contains 382 members Mstep: Class 12 contains 654 members Mstep: Class 13 contains 26948 members Mstep: Class 14 contains 1488 members Mstep: Class 15 contains 994 members Mstep: Class 16 contains 452 members Mstep: Class 18 contains 264429 members Mstep: Class 19 contains 758 members Mstep: Class 20 contains 2865 members Mstep: Class 24 contains 350 members Entering Unmasked Estep ConsiderDeletion Score: -15537185.000000 Penalty: 11666.028320 Iteration 76Q: 21 clusters Score -1.553718e+07 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 18349 members Mstep: Class 2 contains 1034 members Mstep: Class 3 contains 31887 members Mstep: Class 4 contains 8538 members Mstep: Class 5 contains 348 members Mstep: Class 6 contains 385 members Mstep: Class 7 contains 947 members Mstep: Class 8 contains 1192 members Mstep: Class 9 contains 2955 members Mstep: Class 10 contains 4516 members Mstep: Class 11 contains 382 members Mstep: Class 12 contains 654 members Mstep: Class 13 contains 26971 members Mstep: Class 14 contains 1488 members Mstep: Class 15 contains 994 members Mstep: Class 16 contains 451 members Mstep: Class 18 contains 264400 members Mstep: Class 19 contains 753 members Mstep: Class 20 contains 2865 members Mstep: Class 24 contains 350 members Entering Unmasked Estep ConsiderDeletion Score: -15537232.000000 Penalty: 11666.028320 Iteration 77Q: 21 clusters Score -1.553723e+07 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 18357 members Mstep: Class 2 contains 1034 members Mstep: Class 3 contains 31884 members Mstep: Class 4 contains 8570 members Mstep: Class 5 contains 348 members Mstep: Class 6 contains 385 members Mstep: Class 7 contains 947 members Mstep: Class 8 contains 1185 members Mstep: Class 9 contains 2930 members Mstep: Class 10 contains 4523 members Mstep: Class 11 contains 382 members Mstep: Class 12 contains 654 members Mstep: Class 13 contains 26991 members Mstep: Class 14 contains 1488 members Mstep: Class 15 contains 994 members Mstep: Class 16 contains 450 members Mstep: Class 18 contains 264373 members Mstep: Class 19 contains 749 members Mstep: Class 20 contains 2865 members Mstep: Class 24 contains 350 members Entering Unmasked Estep ConsiderDeletion Score: -15537229.000000 Penalty: 11666.028320 Iteration 78Q: 21 clusters Score -1.553723e+07 nChanged 95 Entering ConstructFrom: Score: -15537229.000000 Penalty: 11666.028320 Entering ConstructFrom: Trying to split cluster 1 (18364 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18364 members Entering Unmasked Estep Score: -838504.500000 Penalty: 446.725708 Iteration 0F: 2 clusters Score -838504.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9100 members Mstep: Class 2 contains 9264 members Entering Unmasked Estep Score: -826369.562500 Penalty: 893.451416 Iteration 0F: 3 clusters Score -826369.6 nChanged 8678 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8404 members Mstep: Class 2 contains 9960 members Entering Unmasked Estep Score: -832008.875000 Penalty: 893.451416 Iteration 1F: 3 clusters Score -832008.9 nChanged 1213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7865 members Mstep: Class 2 contains 10499 members Entering Unmasked Estep Score: -832759.500000 Penalty: 893.451416 Iteration 2F: 3 clusters Score -832759.5 nChanged 1256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7117 members Mstep: Class 2 contains 11247 members Entering Unmasked Estep Score: -833689.562500 Penalty: 893.451416 Iteration 3F: 3 clusters Score -833689.6 nChanged 1386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6141 members Mstep: Class 2 contains 12223 members Entering Unmasked Estep Score: -834809.000000 Penalty: 893.451416 Iteration 4F: 3 clusters Score -834809 nChanged 1241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5208 members Mstep: Class 2 contains 13156 members Entering Unmasked Estep Score: -835756.750000 Penalty: 893.451416 Iteration 5F: 3 clusters Score -835756.8 nChanged 952 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4472 members Mstep: Class 2 contains 13892 members Entering Unmasked Estep Score: -836465.937500 Penalty: 893.451416 Iteration 6F: 3 clusters Score -836465.9 nChanged 774 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3854 members Mstep: Class 2 contains 14510 members Entering Unmasked Estep Score: -837008.812500 Penalty: 893.451416 Iteration 7Q: 3 clusters Score -837008.8 nChanged 538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3404 members Mstep: Class 2 contains 14960 members Entering Unmasked Estep Score: -837318.062500 Penalty: 893.451416 Iteration 8Q: 3 clusters Score -837318.1 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3065 members Mstep: Class 2 contains 15299 members Entering Unmasked Estep Score: -837537.250000 Penalty: 893.451416 Iteration 9Q: 3 clusters Score -837537.2 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2767 members Mstep: Class 2 contains 15597 members Entering Unmasked Estep Score: -837715.812500 Penalty: 893.451416 Iteration 10Q: 3 clusters Score -837715.8 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2510 members Mstep: Class 2 contains 15854 members Entering Unmasked Estep Score: -837846.375000 Penalty: 893.451416 Iteration 11Q: 3 clusters Score -837846.4 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2302 members Mstep: Class 2 contains 16062 members Entering Unmasked Estep Score: -837936.062500 Penalty: 893.451416 Iteration 12Q: 3 clusters Score -837936.1 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2129 members Mstep: Class 2 contains 16235 members Entering Unmasked Estep Score: -837995.375000 Penalty: 893.451416 Iteration 13Q: 3 clusters Score -837995.4 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1976 members Mstep: Class 2 contains 16388 members Entering Unmasked Estep Score: -838050.625000 Penalty: 893.451416 Iteration 14Q: 3 clusters Score -838050.6 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1838 members Mstep: Class 2 contains 16526 members Entering Unmasked Estep Score: -838095.000000 Penalty: 893.451416 Iteration 15Q: 3 clusters Score -838095 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1724 members Mstep: Class 2 contains 16640 members Entering Unmasked Estep Score: -838130.812500 Penalty: 893.451416 Iteration 16Q: 3 clusters Score -838130.8 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1626 members Mstep: Class 2 contains 16738 members Entering Unmasked Estep Score: -838157.625000 Penalty: 893.451416 Iteration 17Q: 3 clusters Score -838157.6 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 16827 members Entering Unmasked Estep Score: -838180.562500 Penalty: 893.451416 Iteration 18Q: 3 clusters Score -838180.6 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1464 members Mstep: Class 2 contains 16900 members Entering Unmasked Estep Score: -838201.250000 Penalty: 893.451416 Iteration 19Q: 3 clusters Score -838201.2 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1400 members Mstep: Class 2 contains 16964 members Entering Unmasked Estep Score: -838214.062500 Penalty: 893.451416 Iteration 20F: 3 clusters Score -838214.1 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 17020 members Entering Unmasked Estep Score: -838227.500000 Penalty: 893.451416 Iteration 21Q: 3 clusters Score -838227.5 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Mstep: Class 2 contains 17073 members Entering Unmasked Estep Score: -838239.250000 Penalty: 893.451416 Iteration 22Q: 3 clusters Score -838239.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1256 members Mstep: Class 2 contains 17108 members Entering Unmasked Estep Score: -838244.937500 Penalty: 893.451416 Iteration 23Q: 3 clusters Score -838244.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1216 members Mstep: Class 2 contains 17148 members Entering Unmasked Estep Score: -838254.312500 Penalty: 893.451416 Iteration 24Q: 3 clusters Score -838254.3 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 17183 members Entering Unmasked Estep Score: -838259.687500 Penalty: 893.451416 Iteration 25Q: 3 clusters Score -838259.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 17220 members Entering Unmasked Estep Score: -838268.875000 Penalty: 893.451416 Iteration 26Q: 3 clusters Score -838268.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 17252 members Entering Unmasked Estep Score: -838276.937500 Penalty: 893.451416 Iteration 27Q: 3 clusters Score -838276.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 17292 members Entering Unmasked Estep Score: -838285.500000 Penalty: 893.451416 Iteration 28Q: 3 clusters Score -838285.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 17331 members Entering Unmasked Estep Score: -838292.687500 Penalty: 893.451416 Iteration 29Q: 3 clusters Score -838292.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 17363 members Entering Unmasked Estep Score: -838297.625000 Penalty: 893.451416 Iteration 30Q: 3 clusters Score -838297.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 17399 members Entering Unmasked Estep Score: -838306.125000 Penalty: 893.451416 Iteration 31Q: 3 clusters Score -838306.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 17426 members Entering Unmasked Estep Score: -838311.812500 Penalty: 893.451416 Iteration 32Q: 3 clusters Score -838311.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 17444 members Entering Unmasked Estep Score: -838317.125000 Penalty: 893.451416 Iteration 33Q: 3 clusters Score -838317.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 17461 members Entering Unmasked Estep Score: -838321.625000 Penalty: 893.451416 Iteration 34Q: 3 clusters Score -838321.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 17472 members Entering Unmasked Estep Score: -838322.437500 Penalty: 893.451416 Iteration 35Q: 3 clusters Score -838322.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 17483 members Entering Unmasked Estep Score: -838323.437500 Penalty: 893.451416 Iteration 36Q: 3 clusters Score -838323.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 17495 members Entering Unmasked Estep Score: -838325.437500 Penalty: 893.451416 Iteration 37Q: 3 clusters Score -838325.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 17511 members Entering Unmasked Estep Score: -838328.125000 Penalty: 893.451416 Iteration 38Q: 3 clusters Score -838328.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 17529 members Entering Unmasked Estep Score: -838334.000000 Penalty: 893.451416 Iteration 39Q: 3 clusters Score -838334 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 17546 members Entering Unmasked Estep Score: -838336.937500 Penalty: 893.451416 Iteration 40F: 3 clusters Score -838336.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 17563 members Entering Unmasked Estep Score: -838342.875000 Penalty: 893.451416 Iteration 41Q: 3 clusters Score -838342.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 17576 members Entering Unmasked Estep Score: -838346.625000 Penalty: 893.451416 Iteration 42Q: 3 clusters Score -838346.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 17584 members Entering Unmasked Estep Score: -838348.937500 Penalty: 893.451416 Iteration 43Q: 3 clusters Score -838348.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 17591 members Entering Unmasked Estep Score: -838349.500000 Penalty: 893.451416 Iteration 44Q: 3 clusters Score -838349.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 17599 members Entering Unmasked Estep Score: -838351.812500 Penalty: 893.451416 Iteration 45Q: 3 clusters Score -838351.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 17604 members Entering Unmasked Estep Score: -838352.375000 Penalty: 893.451416 Iteration 46Q: 3 clusters Score -838352.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 17608 members Entering Unmasked Estep Score: -838353.375000 Penalty: 893.451416 Iteration 47Q: 3 clusters Score -838353.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 17609 members Entering Unmasked Estep Score: -838352.562500 Penalty: 893.451416 Iteration 48Q: 3 clusters Score -838352.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 17612 members Entering Unmasked Estep Score: -838354.250000 Penalty: 893.451416 Iteration 49Q: 3 clusters Score -838354.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 17616 members Entering Unmasked Estep Score: -838355.125000 Penalty: 893.451416 Iteration 50Q: 3 clusters Score -838355.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 17617 members Entering Unmasked Estep Score: -838353.062500 Penalty: 893.451416 Iteration 51Q: 3 clusters Score -838353.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 17619 members Entering Unmasked Estep Score: -838353.750000 Penalty: 893.451416 Iteration 52Q: 3 clusters Score -838353.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 17621 members Entering Unmasked Estep Score: -838353.500000 Penalty: 893.451416 Iteration 53Q: 3 clusters Score -838353.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 17624 members Entering Unmasked Estep Score: -838355.062500 Penalty: 893.451416 Iteration 54Q: 3 clusters Score -838355.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 17630 members Entering Unmasked Estep Score: -838354.750000 Penalty: 893.451416 Iteration 55Q: 3 clusters Score -838354.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 17637 members Entering Unmasked Estep Score: -838354.687500 Penalty: 893.451416 Iteration 56Q: 3 clusters Score -838354.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 17640 members Entering Unmasked Estep Score: -838355.750000 Penalty: 893.451416 Iteration 57Q: 3 clusters Score -838355.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 17641 members Entering Unmasked Estep Score: -838354.687500 Penalty: 893.451416 Iteration 58Q: 3 clusters Score -838354.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 17643 members Entering Unmasked Estep Score: -838355.375000 Penalty: 893.451416 Iteration 59Q: 3 clusters Score -838355.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 17643 members Entering Unmasked Estep Score: -838355.375000 Penalty: 893.451416 Iteration 60F: 3 clusters Score -838355.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (1034 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Entering Unmasked Estep Score: -47335.988281 Penalty: 315.824158 Iteration 0F: 2 clusters Score -47335.99 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -46500.453125 Penalty: 631.648315 Iteration 0F: 3 clusters Score -46500.45 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -46737.734375 Penalty: 631.648315 Iteration 1F: 3 clusters Score -46737.73 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -46789.000000 Penalty: 631.648315 Iteration 2F: 3 clusters Score -46789 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -46821.382812 Penalty: 631.648315 Iteration 3F: 3 clusters Score -46821.38 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -46839.332031 Penalty: 631.648315 Iteration 4Q: 3 clusters Score -46839.33 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -46853.898438 Penalty: 631.648315 Iteration 5Q: 3 clusters Score -46853.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -46866.703125 Penalty: 631.648315 Iteration 6Q: 3 clusters Score -46866.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -46878.730469 Penalty: 631.648315 Iteration 7Q: 3 clusters Score -46878.73 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -46891.585938 Penalty: 631.648315 Iteration 8Q: 3 clusters Score -46891.59 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -46897.839844 Penalty: 631.648315 Iteration 9Q: 3 clusters Score -46897.84 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -46902.414062 Penalty: 631.648315 Iteration 10Q: 3 clusters Score -46902.41 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -46908.960938 Penalty: 631.648315 Iteration 11Q: 3 clusters Score -46908.96 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -46915.089844 Penalty: 631.648315 Iteration 12Q: 3 clusters Score -46915.09 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -46919.738281 Penalty: 631.648315 Iteration 13Q: 3 clusters Score -46919.74 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -46925.671875 Penalty: 631.648315 Iteration 14Q: 3 clusters Score -46925.67 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -46929.035156 Penalty: 631.648315 Iteration 15Q: 3 clusters Score -46929.04 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -46933.707031 Penalty: 631.648315 Iteration 16Q: 3 clusters Score -46933.71 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -46935.593750 Penalty: 631.648315 Iteration 17Q: 3 clusters Score -46935.59 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -46937.148438 Penalty: 631.648315 Iteration 18Q: 3 clusters Score -46937.15 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -46939.863281 Penalty: 631.648315 Iteration 19Q: 3 clusters Score -46939.86 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -46946.484375 Penalty: 631.648315 Iteration 20F: 3 clusters Score -46946.48 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -46953.093750 Penalty: 631.648315 Iteration 21Q: 3 clusters Score -46953.09 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -46960.210938 Penalty: 631.648315 Iteration 22Q: 3 clusters Score -46960.21 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -46965.636719 Penalty: 631.648315 Iteration 23Q: 3 clusters Score -46965.64 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -46968.484375 Penalty: 631.648315 Iteration 24Q: 3 clusters Score -46968.48 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -46973.125000 Penalty: 631.648315 Iteration 25Q: 3 clusters Score -46973.12 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -46976.714844 Penalty: 631.648315 Iteration 26Q: 3 clusters Score -46976.71 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -46979.695312 Penalty: 631.648315 Iteration 27Q: 3 clusters Score -46979.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -46981.085938 Penalty: 631.648315 Iteration 28Q: 3 clusters Score -46981.09 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -46982.492188 Penalty: 631.648315 Iteration 29Q: 3 clusters Score -46982.49 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -46982.960938 Penalty: 631.648315 Iteration 30Q: 3 clusters Score -46982.96 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -46983.144531 Penalty: 631.648315 Iteration 31Q: 3 clusters Score -46983.14 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -46983.144531 Penalty: 631.648315 Iteration 32F: 3 clusters Score -46983.14 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (31883 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31883 members Entering Unmasked Estep Score: -1403012.500000 Penalty: 471.827179 Iteration 0F: 2 clusters Score -1403012 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16117 members Mstep: Class 2 contains 15766 members Entering Unmasked Estep Score: -1381844.250000 Penalty: 943.654358 Iteration 0F: 3 clusters Score -1381844 nChanged 15362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16929 members Mstep: Class 2 contains 14954 members Entering Unmasked Estep Score: -1391924.000000 Penalty: 943.654358 Iteration 1F: 3 clusters Score -1391924 nChanged 1710 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17269 members Mstep: Class 2 contains 14614 members Entering Unmasked Estep Score: -1392882.750000 Penalty: 943.654358 Iteration 2F: 3 clusters Score -1392883 nChanged 1779 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17874 members Mstep: Class 2 contains 14009 members Entering Unmasked Estep Score: -1393968.250000 Penalty: 943.654358 Iteration 3F: 3 clusters Score -1393968 nChanged 1766 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18746 members Mstep: Class 2 contains 13137 members Entering Unmasked Estep Score: -1395114.875000 Penalty: 943.654358 Iteration 4F: 3 clusters Score -1395115 nChanged 1752 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19786 members Mstep: Class 2 contains 12097 members Entering Unmasked Estep Score: -1396195.750000 Penalty: 943.654358 Iteration 5F: 3 clusters Score -1396196 nChanged 1582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20944 members Mstep: Class 2 contains 10939 members Entering Unmasked Estep Score: -1397096.125000 Penalty: 943.654358 Iteration 6Q: 3 clusters Score -1397096 nChanged 1430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22138 members Mstep: Class 2 contains 9745 members Entering Unmasked Estep Score: -1397870.875000 Penalty: 943.654358 Iteration 7Q: 3 clusters Score -1397871 nChanged 1315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23355 members Mstep: Class 2 contains 8528 members Entering Unmasked Estep Score: -1398569.625000 Penalty: 943.654358 Iteration 8Q: 3 clusters Score -1398570 nChanged 1270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24577 members Mstep: Class 2 contains 7306 members Entering Unmasked Estep Score: -1399263.625000 Penalty: 943.654358 Iteration 9Q: 3 clusters Score -1399264 nChanged 1238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25795 members Mstep: Class 2 contains 6088 members Entering Unmasked Estep Score: -1399931.750000 Penalty: 943.654358 Iteration 10Q: 3 clusters Score -1399932 nChanged 1121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26902 members Mstep: Class 2 contains 4981 members Entering Unmasked Estep Score: -1400550.375000 Penalty: 943.654358 Iteration 11Q: 3 clusters Score -1400550 nChanged 990 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27882 members Mstep: Class 2 contains 4001 members Entering Unmasked Estep Score: -1401083.750000 Penalty: 943.654358 Iteration 12Q: 3 clusters Score -1401084 nChanged 798 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28676 members Mstep: Class 2 contains 3207 members Entering Unmasked Estep Score: -1401484.125000 Penalty: 943.654358 Iteration 13Q: 3 clusters Score -1401484 nChanged 632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29306 members Mstep: Class 2 contains 2577 members Entering Unmasked Estep Score: -1401791.625000 Penalty: 943.654358 Iteration 14Q: 3 clusters Score -1401792 nChanged 508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29812 members Mstep: Class 2 contains 2071 members Entering Unmasked Estep Score: -1402014.125000 Penalty: 943.654358 Iteration 15Q: 3 clusters Score -1402014 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30177 members Mstep: Class 2 contains 1706 members Entering Unmasked Estep Score: -1402166.875000 Penalty: 943.654358 Iteration 16Q: 3 clusters Score -1402167 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30444 members Mstep: Class 2 contains 1439 members Entering Unmasked Estep Score: -1402265.000000 Penalty: 943.654358 Iteration 17Q: 3 clusters Score -1402265 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30652 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -1402341.375000 Penalty: 943.654358 Iteration 18Q: 3 clusters Score -1402341 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30814 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -1402397.750000 Penalty: 943.654358 Iteration 19Q: 3 clusters Score -1402398 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30946 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -1402441.250000 Penalty: 943.654358 Iteration 20F: 3 clusters Score -1402441 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31043 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -1402474.250000 Penalty: 943.654358 Iteration 21Q: 3 clusters Score -1402474 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31118 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -1402499.625000 Penalty: 943.654358 Iteration 22Q: 3 clusters Score -1402500 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31164 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -1402513.000000 Penalty: 943.654358 Iteration 23Q: 3 clusters Score -1402513 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31201 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -1402525.875000 Penalty: 943.654358 Iteration 24Q: 3 clusters Score -1402526 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31251 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -1402540.250000 Penalty: 943.654358 Iteration 25Q: 3 clusters Score -1402540 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31291 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -1402553.125000 Penalty: 943.654358 Iteration 26Q: 3 clusters Score -1402553 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31320 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -1402561.000000 Penalty: 943.654358 Iteration 27Q: 3 clusters Score -1402561 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31339 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -1402569.375000 Penalty: 943.654358 Iteration 28Q: 3 clusters Score -1402569 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31358 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -1402580.625000 Penalty: 943.654358 Iteration 29Q: 3 clusters Score -1402581 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31375 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -1402590.500000 Penalty: 943.654358 Iteration 30Q: 3 clusters Score -1402590 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31397 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -1402603.250000 Penalty: 943.654358 Iteration 31Q: 3 clusters Score -1402603 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31409 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -1402611.750000 Penalty: 943.654358 Iteration 32Q: 3 clusters Score -1402612 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31427 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -1402623.750000 Penalty: 943.654358 Iteration 33Q: 3 clusters Score -1402624 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31443 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -1402631.500000 Penalty: 943.654358 Iteration 34Q: 3 clusters Score -1402632 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31460 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -1402642.500000 Penalty: 943.654358 Iteration 35Q: 3 clusters Score -1402642 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31471 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -1402646.875000 Penalty: 943.654358 Iteration 36Q: 3 clusters Score -1402647 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31478 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -1402649.500000 Penalty: 943.654358 Iteration 37Q: 3 clusters Score -1402650 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31483 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -1402650.125000 Penalty: 943.654358 Iteration 38Q: 3 clusters Score -1402650 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31486 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -1402651.875000 Penalty: 943.654358 Iteration 39Q: 3 clusters Score -1402652 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31492 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -1402654.500000 Penalty: 943.654358 Iteration 40F: 3 clusters Score -1402654 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31502 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -1402662.250000 Penalty: 943.654358 Iteration 41Q: 3 clusters Score -1402662 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31509 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -1402666.000000 Penalty: 943.654358 Iteration 42Q: 3 clusters Score -1402666 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31515 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -1402667.250000 Penalty: 943.654358 Iteration 43Q: 3 clusters Score -1402667 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31517 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -1402669.125000 Penalty: 943.654358 Iteration 44Q: 3 clusters Score -1402669 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31521 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -1402668.500000 Penalty: 943.654358 Iteration 45Q: 3 clusters Score -1402668 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31525 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -1402671.000000 Penalty: 943.654358 Iteration 46Q: 3 clusters Score -1402671 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31529 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -1402673.625000 Penalty: 943.654358 Iteration 47Q: 3 clusters Score -1402674 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31537 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -1402677.875000 Penalty: 943.654358 Iteration 48Q: 3 clusters Score -1402678 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31542 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -1402682.125000 Penalty: 943.654358 Iteration 49Q: 3 clusters Score -1402682 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31557 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -1402687.250000 Penalty: 943.654358 Iteration 50Q: 3 clusters Score -1402687 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31567 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -1402693.000000 Penalty: 943.654358 Iteration 51Q: 3 clusters Score -1402693 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31574 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -1402696.250000 Penalty: 943.654358 Iteration 52Q: 3 clusters Score -1402696 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31574 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -1402699.500000 Penalty: 943.654358 Iteration 53Q: 3 clusters Score -1402700 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31574 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -1402701.875000 Penalty: 943.654358 Iteration 54Q: 3 clusters Score -1402702 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31573 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -1402700.875000 Penalty: 943.654358 Iteration 55Q: 3 clusters Score -1402701 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31574 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -1402700.875000 Penalty: 943.654358 Iteration 56Q: 3 clusters Score -1402701 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31575 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -1402703.250000 Penalty: 943.654358 Iteration 57Q: 3 clusters Score -1402703 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31577 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -1402703.125000 Penalty: 943.654358 Iteration 58Q: 3 clusters Score -1402703 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31579 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -1402703.875000 Penalty: 943.654358 Iteration 59Q: 3 clusters Score -1402704 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31579 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -1402705.375000 Penalty: 943.654358 Iteration 60F: 3 clusters Score -1402705 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31582 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -1402708.000000 Penalty: 943.654358 Iteration 61Q: 3 clusters Score -1402708 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31585 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -1402708.625000 Penalty: 943.654358 Iteration 62Q: 3 clusters Score -1402709 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31587 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -1402709.000000 Penalty: 943.654358 Iteration 63Q: 3 clusters Score -1402709 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31586 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -1402711.250000 Penalty: 943.654358 Iteration 64Q: 3 clusters Score -1402711 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31586 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -1402711.625000 Penalty: 943.654358 Iteration 65Q: 3 clusters Score -1402712 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31587 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -1402713.000000 Penalty: 943.654358 Iteration 66Q: 3 clusters Score -1402713 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31589 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -1402713.375000 Penalty: 943.654358 Iteration 67Q: 3 clusters Score -1402713 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31588 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -1402714.000000 Penalty: 943.654358 Iteration 68Q: 3 clusters Score -1402714 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31587 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -1402714.125000 Penalty: 943.654358 Iteration 69Q: 3 clusters Score -1402714 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31587 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -1402714.125000 Penalty: 943.654358 Iteration 70F: 3 clusters Score -1402714 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (8595 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8595 members Entering Unmasked Estep Score: -378265.875000 Penalty: 412.181580 Iteration 0F: 2 clusters Score -378265.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4323 members Mstep: Class 2 contains 4272 members Entering Unmasked Estep Score: -372513.812500 Penalty: 824.363159 Iteration 0F: 3 clusters Score -372513.8 nChanged 3968 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4541 members Mstep: Class 2 contains 4054 members Entering Unmasked Estep Score: -374651.718750 Penalty: 824.363159 Iteration 1F: 3 clusters Score -374651.7 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4683 members Mstep: Class 2 contains 3912 members Entering Unmasked Estep Score: -374788.343750 Penalty: 824.363159 Iteration 2Q: 3 clusters Score -374788.3 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4896 members Mstep: Class 2 contains 3699 members Entering Unmasked Estep Score: -374948.312500 Penalty: 824.363159 Iteration 3Q: 3 clusters Score -374948.3 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5181 members Mstep: Class 2 contains 3414 members Entering Unmasked Estep Score: -375131.062500 Penalty: 824.363159 Iteration 4Q: 3 clusters Score -375131.1 nChanged 474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5575 members Mstep: Class 2 contains 3020 members Entering Unmasked Estep Score: -375393.937500 Penalty: 824.363159 Iteration 5F: 3 clusters Score -375393.9 nChanged 521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6068 members Mstep: Class 2 contains 2527 members Entering Unmasked Estep Score: -375751.687500 Penalty: 824.363159 Iteration 6F: 3 clusters Score -375751.7 nChanged 601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6659 members Mstep: Class 2 contains 1936 members Entering Unmasked Estep Score: -376255.093750 Penalty: 824.363159 Iteration 7F: 3 clusters Score -376255.1 nChanged 575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7230 members Mstep: Class 2 contains 1365 members Entering Unmasked Estep Score: -376789.218750 Penalty: 824.363159 Iteration 8F: 3 clusters Score -376789.2 nChanged 460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7690 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -377237.281250 Penalty: 824.363159 Iteration 9F: 3 clusters Score -377237.3 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7951 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -377479.093750 Penalty: 824.363159 Iteration 10Q: 3 clusters Score -377479.1 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8123 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -377628.968750 Penalty: 824.363159 Iteration 11Q: 3 clusters Score -377629 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8230 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -377728.812500 Penalty: 824.363159 Iteration 12Q: 3 clusters Score -377728.8 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8299 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -377796.656250 Penalty: 824.363159 Iteration 13Q: 3 clusters Score -377796.7 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8348 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -377834.406250 Penalty: 824.363159 Iteration 14Q: 3 clusters Score -377834.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8385 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -377866.781250 Penalty: 824.363159 Iteration 15Q: 3 clusters Score -377866.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8407 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -377886.218750 Penalty: 824.363159 Iteration 16Q: 3 clusters Score -377886.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8416 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -377896.125000 Penalty: 824.363159 Iteration 17Q: 3 clusters Score -377896.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8428 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -377904.500000 Penalty: 824.363159 Iteration 18Q: 3 clusters Score -377904.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8439 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -377911.968750 Penalty: 824.363159 Iteration 19Q: 3 clusters Score -377912 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8446 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -377916.562500 Penalty: 824.363159 Iteration 20F: 3 clusters Score -377916.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8453 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -377925.437500 Penalty: 824.363159 Iteration 21Q: 3 clusters Score -377925.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8457 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -377930.000000 Penalty: 824.363159 Iteration 22Q: 3 clusters Score -377930 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8459 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -377930.750000 Penalty: 824.363159 Iteration 23Q: 3 clusters Score -377930.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8460 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -377933.437500 Penalty: 824.363159 Iteration 24Q: 3 clusters Score -377933.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8461 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -377933.875000 Penalty: 824.363159 Iteration 25Q: 3 clusters Score -377933.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8462 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -377934.000000 Penalty: 824.363159 Iteration 26Q: 3 clusters Score -377934 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8463 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -377934.468750 Penalty: 824.363159 Iteration 27Q: 3 clusters Score -377934.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8465 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -377935.968750 Penalty: 824.363159 Iteration 28Q: 3 clusters Score -377936 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8465 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -377935.968750 Penalty: 824.363159 Iteration 29F: 3 clusters Score -377936 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (348 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Entering Unmasked Estep Score: -13502.782227 Penalty: 266.275208 Iteration 0F: 2 clusters Score -13502.78 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -13151.718750 Penalty: 532.550415 Iteration 0F: 3 clusters Score -13151.72 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -13257.671875 Penalty: 532.550415 Iteration 1F: 3 clusters Score -13257.67 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -13274.844727 Penalty: 532.550415 Iteration 2Q: 3 clusters Score -13274.84 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -13284.848633 Penalty: 532.550415 Iteration 3Q: 3 clusters Score -13284.85 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -13290.243164 Penalty: 532.550415 Iteration 4Q: 3 clusters Score -13290.24 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -13296.267578 Penalty: 532.550415 Iteration 5Q: 3 clusters Score -13296.27 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -13302.548828 Penalty: 532.550415 Iteration 6Q: 3 clusters Score -13302.55 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -13311.569336 Penalty: 532.550415 Iteration 7Q: 3 clusters Score -13311.57 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -13314.037109 Penalty: 532.550415 Iteration 8Q: 3 clusters Score -13314.04 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -13315.441406 Penalty: 532.550415 Iteration 9Q: 3 clusters Score -13315.44 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -13317.277344 Penalty: 532.550415 Iteration 10Q: 3 clusters Score -13317.28 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -13318.312500 Penalty: 532.550415 Iteration 11Q: 3 clusters Score -13318.31 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -13318.510742 Penalty: 532.550415 Iteration 12Q: 3 clusters Score -13318.51 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -13318.510742 Penalty: 532.550415 Iteration 13F: 3 clusters Score -13318.51 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (385 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Entering Unmasked Estep Score: -16220.184570 Penalty: 270.872559 Iteration 0F: 2 clusters Score -16220.18 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -15811.612305 Penalty: 541.745117 Iteration 0F: 3 clusters Score -15811.61 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -15890.697266 Penalty: 541.745117 Iteration 1F: 3 clusters Score -15890.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -15915.730469 Penalty: 541.745117 Iteration 2F: 3 clusters Score -15915.73 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -15922.818359 Penalty: 541.745117 Iteration 3Q: 3 clusters Score -15922.82 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -15927.736328 Penalty: 541.745117 Iteration 4Q: 3 clusters Score -15927.74 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -15931.338867 Penalty: 541.745117 Iteration 5Q: 3 clusters Score -15931.34 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -15932.302734 Penalty: 541.745117 Iteration 6Q: 3 clusters Score -15932.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -15933.322266 Penalty: 541.745117 Iteration 7Q: 3 clusters Score -15933.32 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -15934.404297 Penalty: 541.745117 Iteration 8Q: 3 clusters Score -15934.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -15935.928711 Penalty: 541.745117 Iteration 9Q: 3 clusters Score -15935.93 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -15935.928711 Penalty: 541.745117 Iteration 10F: 3 clusters Score -15935.93 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (947 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Entering Unmasked Estep Score: -36313.039062 Penalty: 311.825104 Iteration 0F: 2 clusters Score -36313.04 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -35536.300781 Penalty: 623.650208 Iteration 0F: 3 clusters Score -35536.3 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -35924.593750 Penalty: 623.650208 Iteration 1F: 3 clusters Score -35924.59 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -36012.062500 Penalty: 623.650208 Iteration 2F: 3 clusters Score -36012.06 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -36061.019531 Penalty: 623.650208 Iteration 3F: 3 clusters Score -36061.02 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -36139.882812 Penalty: 623.650208 Iteration 4F: 3 clusters Score -36139.88 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -36265.761719 Penalty: 623.650208 Iteration 5F: 3 clusters Score -36265.76 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -36502.656250 Penalty: 623.650208 Iteration 6F: 3 clusters Score -36502.66 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -36737.585938 Penalty: 623.650208 Iteration 7F: 3 clusters Score -36737.59 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -36880.285156 Penalty: 623.650208 Iteration 8F: 3 clusters Score -36880.29 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -36936.152344 Penalty: 623.650208 Iteration 9Q: 3 clusters Score -36936.15 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -36946.828125 Penalty: 623.650208 Iteration 10Q: 3 clusters Score -36946.83 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -36947.488281 Penalty: 623.650208 Iteration 11Q: 3 clusters Score -36947.49 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -36947.488281 Penalty: 623.650208 Iteration 12F: 3 clusters Score -36947.49 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 18364 members Mstep: Class 2 contains 1034 members Mstep: Class 3 contains 31883 members Mstep: Class 4 contains 8595 members Mstep: Class 5 contains 348 members Mstep: Class 6 contains 385 members Mstep: Class 7 contains 696 members Mstep: Class 8 contains 1182 members Mstep: Class 9 contains 2904 members Mstep: Class 10 contains 4532 members Mstep: Class 11 contains 382 members Mstep: Class 12 contains 654 members Mstep: Class 13 contains 27004 members Mstep: Class 14 contains 1488 members Mstep: Class 15 contains 994 members Mstep: Class 16 contains 450 members Mstep: Class 17 contains 251 members Mstep: Class 18 contains 264352 members Mstep: Class 19 contains 746 members Mstep: Class 20 contains 2865 members Mstep: Class 24 contains 350 members Entering Unmasked Estep Score: -15537583.000000 Penalty: 12249.329102 Splitting cluster 7 changes total score from -15537229.000000 to -15537583.000000 So it's getting split into cluster 17. Entering ConstructFrom: Trying to split cluster 8 (1182 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Entering Unmasked Estep Score: -48903.992188 Penalty: 321.910828 Iteration 0F: 2 clusters Score -48903.99 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -47976.222656 Penalty: 643.821655 Iteration 0F: 3 clusters Score -47976.22 nChanged 474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -48224.902344 Penalty: 643.821655 Iteration 1F: 3 clusters Score -48224.9 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -48268.351562 Penalty: 643.821655 Iteration 2F: 3 clusters Score -48268.35 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -48295.039062 Penalty: 643.821655 Iteration 3Q: 3 clusters Score -48295.04 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -48320.542969 Penalty: 643.821655 Iteration 4Q: 3 clusters Score -48320.54 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -48345.886719 Penalty: 643.821655 Iteration 5Q: 3 clusters Score -48345.89 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -48371.328125 Penalty: 643.821655 Iteration 6Q: 3 clusters Score -48371.33 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -48392.046875 Penalty: 643.821655 Iteration 7Q: 3 clusters Score -48392.05 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -48411.101562 Penalty: 643.821655 Iteration 8Q: 3 clusters Score -48411.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -48435.750000 Penalty: 643.821655 Iteration 9Q: 3 clusters Score -48435.75 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -48456.910156 Penalty: 643.821655 Iteration 10Q: 3 clusters Score -48456.91 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -48475.566406 Penalty: 643.821655 Iteration 11Q: 3 clusters Score -48475.57 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -48495.652344 Penalty: 643.821655 Iteration 12Q: 3 clusters Score -48495.65 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -48515.765625 Penalty: 643.821655 Iteration 13Q: 3 clusters Score -48515.77 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -48530.019531 Penalty: 643.821655 Iteration 14Q: 3 clusters Score -48530.02 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -48542.257812 Penalty: 643.821655 Iteration 15Q: 3 clusters Score -48542.26 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -48557.343750 Penalty: 643.821655 Iteration 16Q: 3 clusters Score -48557.34 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -48578.648438 Penalty: 643.821655 Iteration 17Q: 3 clusters Score -48578.65 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -48590.953125 Penalty: 643.821655 Iteration 18Q: 3 clusters Score -48590.95 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -48602.777344 Penalty: 643.821655 Iteration 19Q: 3 clusters Score -48602.78 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -48617.253906 Penalty: 643.821655 Iteration 20F: 3 clusters Score -48617.25 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -48629.593750 Penalty: 643.821655 Iteration 21Q: 3 clusters Score -48629.59 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -48637.750000 Penalty: 643.821655 Iteration 22Q: 3 clusters Score -48637.75 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -48643.535156 Penalty: 643.821655 Iteration 23Q: 3 clusters Score -48643.54 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -48649.109375 Penalty: 643.821655 Iteration 24Q: 3 clusters Score -48649.11 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -48649.851562 Penalty: 643.821655 Iteration 25Q: 3 clusters Score -48649.85 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -48650.601562 Penalty: 643.821655 Iteration 26Q: 3 clusters Score -48650.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -48651.843750 Penalty: 643.821655 Iteration 27Q: 3 clusters Score -48651.84 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -48652.039062 Penalty: 643.821655 Iteration 28Q: 3 clusters Score -48652.04 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -48652.605469 Penalty: 643.821655 Iteration 29Q: 3 clusters Score -48652.61 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -48653.242188 Penalty: 643.821655 Iteration 30Q: 3 clusters Score -48653.24 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -48654.019531 Penalty: 643.821655 Iteration 31Q: 3 clusters Score -48654.02 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -48654.683594 Penalty: 643.821655 Iteration 32Q: 3 clusters Score -48654.68 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -48655.082031 Penalty: 643.821655 Iteration 33Q: 3 clusters Score -48655.08 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -48655.628906 Penalty: 643.821655 Iteration 34Q: 3 clusters Score -48655.63 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -48656.886719 Penalty: 643.821655 Iteration 35Q: 3 clusters Score -48656.89 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -48657.414062 Penalty: 643.821655 Iteration 36Q: 3 clusters Score -48657.41 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -48657.523438 Penalty: 643.821655 Iteration 37Q: 3 clusters Score -48657.52 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -48658.843750 Penalty: 643.821655 Iteration 38Q: 3 clusters Score -48658.84 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -48659.906250 Penalty: 643.821655 Iteration 39Q: 3 clusters Score -48659.91 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -48661.179688 Penalty: 643.821655 Iteration 40F: 3 clusters Score -48661.18 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -48661.585938 Penalty: 643.821655 Iteration 41Q: 3 clusters Score -48661.59 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -48663.101562 Penalty: 643.821655 Iteration 42Q: 3 clusters Score -48663.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -48663.394531 Penalty: 643.821655 Iteration 43Q: 3 clusters Score -48663.39 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -48663.394531 Penalty: 643.821655 Iteration 44F: 3 clusters Score -48663.39 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (2904 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2904 members Entering Unmasked Estep Score: -125380.656250 Penalty: 362.809937 Iteration 0F: 2 clusters Score -125380.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 1416 members Entering Unmasked Estep Score: -123365.718750 Penalty: 725.619873 Iteration 0F: 3 clusters Score -123365.7 nChanged 1286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1666 members Mstep: Class 2 contains 1238 members Entering Unmasked Estep Score: -124063.656250 Penalty: 725.619873 Iteration 1F: 3 clusters Score -124063.7 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1745 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -124145.929688 Penalty: 725.619873 Iteration 2F: 3 clusters Score -124145.9 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1851 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -124240.945312 Penalty: 725.619873 Iteration 3F: 3 clusters Score -124240.9 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2009 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -124382.375000 Penalty: 725.619873 Iteration 4F: 3 clusters Score -124382.4 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2152 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -124513.601562 Penalty: 725.619873 Iteration 5F: 3 clusters Score -124513.6 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2292 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -124655.335938 Penalty: 725.619873 Iteration 6F: 3 clusters Score -124655.3 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2406 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -124783.523438 Penalty: 725.619873 Iteration 7Q: 3 clusters Score -124783.5 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2477 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -124878.218750 Penalty: 725.619873 Iteration 8Q: 3 clusters Score -124878.2 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2522 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -124940.304688 Penalty: 725.619873 Iteration 9Q: 3 clusters Score -124940.3 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2552 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -124989.992188 Penalty: 725.619873 Iteration 10Q: 3 clusters Score -124990 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2578 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -125029.664062 Penalty: 725.619873 Iteration 11Q: 3 clusters Score -125029.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2590 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -125043.000000 Penalty: 725.619873 Iteration 12Q: 3 clusters Score -125043 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2595 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -125048.507812 Penalty: 725.619873 Iteration 13Q: 3 clusters Score -125048.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2607 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -125054.593750 Penalty: 725.619873 Iteration 14Q: 3 clusters Score -125054.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2616 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -125061.375000 Penalty: 725.619873 Iteration 15Q: 3 clusters Score -125061.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2614 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -125069.335938 Penalty: 725.619873 Iteration 16Q: 3 clusters Score -125069.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2610 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -125076.906250 Penalty: 725.619873 Iteration 17Q: 3 clusters Score -125076.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2610 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -125081.234375 Penalty: 725.619873 Iteration 18Q: 3 clusters Score -125081.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2616 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -125086.531250 Penalty: 725.619873 Iteration 19Q: 3 clusters Score -125086.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2623 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -125090.187500 Penalty: 725.619873 Iteration 20F: 3 clusters Score -125090.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2624 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -125090.367188 Penalty: 725.619873 Iteration 21Q: 3 clusters Score -125090.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2624 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -125090.406250 Penalty: 725.619873 Iteration 22Q: 3 clusters Score -125090.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2624 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -125090.406250 Penalty: 725.619873 Iteration 23F: 3 clusters Score -125090.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (4532 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4532 members Entering Unmasked Estep Score: -183596.796875 Penalty: 383.060791 Iteration 0F: 2 clusters Score -183596.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2244 members Mstep: Class 2 contains 2288 members Entering Unmasked Estep Score: -180535.562500 Penalty: 766.121582 Iteration 0F: 3 clusters Score -180535.6 nChanged 2026 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2130 members Mstep: Class 2 contains 2402 members Entering Unmasked Estep Score: -181609.281250 Penalty: 766.121582 Iteration 1F: 3 clusters Score -181609.3 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2061 members Mstep: Class 2 contains 2471 members Entering Unmasked Estep Score: -181739.687500 Penalty: 766.121582 Iteration 2F: 3 clusters Score -181739.7 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1960 members Mstep: Class 2 contains 2572 members Entering Unmasked Estep Score: -181944.968750 Penalty: 766.121582 Iteration 3F: 3 clusters Score -181945 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1810 members Mstep: Class 2 contains 2722 members Entering Unmasked Estep Score: -182225.484375 Penalty: 766.121582 Iteration 4F: 3 clusters Score -182225.5 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1652 members Mstep: Class 2 contains 2880 members Entering Unmasked Estep Score: -182542.343750 Penalty: 766.121582 Iteration 5F: 3 clusters Score -182542.3 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 3016 members Entering Unmasked Estep Score: -182806.546875 Penalty: 766.121582 Iteration 6F: 3 clusters Score -182806.5 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Mstep: Class 2 contains 3114 members Entering Unmasked Estep Score: -182990.609375 Penalty: 766.121582 Iteration 7F: 3 clusters Score -182990.6 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1341 members Mstep: Class 2 contains 3191 members Entering Unmasked Estep Score: -183109.609375 Penalty: 766.121582 Iteration 8Q: 3 clusters Score -183109.6 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 3259 members Entering Unmasked Estep Score: -183213.984375 Penalty: 766.121582 Iteration 9Q: 3 clusters Score -183214 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 3329 members Entering Unmasked Estep Score: -183327.953125 Penalty: 766.121582 Iteration 10Q: 3 clusters Score -183328 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 3385 members Entering Unmasked Estep Score: -183395.640625 Penalty: 766.121582 Iteration 11Q: 3 clusters Score -183395.6 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 3423 members Entering Unmasked Estep Score: -183423.187500 Penalty: 766.121582 Iteration 12Q: 3 clusters Score -183423.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 3447 members Entering Unmasked Estep Score: -183439.125000 Penalty: 766.121582 Iteration 13Q: 3 clusters Score -183439.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 3461 members Entering Unmasked Estep Score: -183447.625000 Penalty: 766.121582 Iteration 14Q: 3 clusters Score -183447.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 3474 members Entering Unmasked Estep Score: -183452.281250 Penalty: 766.121582 Iteration 15Q: 3 clusters Score -183452.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 3483 members Entering Unmasked Estep Score: -183455.343750 Penalty: 766.121582 Iteration 16Q: 3 clusters Score -183455.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 3492 members Entering Unmasked Estep Score: -183457.109375 Penalty: 766.121582 Iteration 17Q: 3 clusters Score -183457.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 3498 members Entering Unmasked Estep Score: -183457.781250 Penalty: 766.121582 Iteration 18Q: 3 clusters Score -183457.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 3504 members Entering Unmasked Estep Score: -183458.703125 Penalty: 766.121582 Iteration 19Q: 3 clusters Score -183458.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 3510 members Entering Unmasked Estep Score: -183459.328125 Penalty: 766.121582 Iteration 20F: 3 clusters Score -183459.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 3514 members Entering Unmasked Estep Score: -183459.875000 Penalty: 766.121582 Iteration 21Q: 3 clusters Score -183459.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 3514 members Entering Unmasked Estep Score: -183460.093750 Penalty: 766.121582 Iteration 22Q: 3 clusters Score -183460.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 3517 members Entering Unmasked Estep Score: -183460.796875 Penalty: 766.121582 Iteration 23Q: 3 clusters Score -183460.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 3523 members Entering Unmasked Estep Score: -183461.390625 Penalty: 766.121582 Iteration 24Q: 3 clusters Score -183461.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 3530 members Entering Unmasked Estep Score: -183463.250000 Penalty: 766.121582 Iteration 25Q: 3 clusters Score -183463.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 3537 members Entering Unmasked Estep Score: -183464.187500 Penalty: 766.121582 Iteration 26Q: 3 clusters Score -183464.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 3542 members Entering Unmasked Estep Score: -183465.031250 Penalty: 766.121582 Iteration 27Q: 3 clusters Score -183465 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 3547 members Entering Unmasked Estep Score: -183465.328125 Penalty: 766.121582 Iteration 28Q: 3 clusters Score -183465.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 3550 members Entering Unmasked Estep Score: -183465.750000 Penalty: 766.121582 Iteration 29Q: 3 clusters Score -183465.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 3554 members Entering Unmasked Estep Score: -183466.484375 Penalty: 766.121582 Iteration 30Q: 3 clusters Score -183466.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 3555 members Entering Unmasked Estep Score: -183466.562500 Penalty: 766.121582 Iteration 31Q: 3 clusters Score -183466.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 3555 members Entering Unmasked Estep Score: -183466.562500 Penalty: 766.121582 Iteration 32F: 3 clusters Score -183466.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (382 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Entering Unmasked Estep Score: -14757.412109 Penalty: 270.516632 Iteration 0F: 2 clusters Score -14757.41 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -14375.694336 Penalty: 541.033264 Iteration 0F: 3 clusters Score -14375.69 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -14465.671875 Penalty: 541.033264 Iteration 1F: 3 clusters Score -14465.67 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -14492.723633 Penalty: 541.033264 Iteration 2F: 3 clusters Score -14492.72 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -14503.179688 Penalty: 541.033264 Iteration 3Q: 3 clusters Score -14503.18 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -14512.324219 Penalty: 541.033264 Iteration 4Q: 3 clusters Score -14512.32 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -14517.298828 Penalty: 541.033264 Iteration 5Q: 3 clusters Score -14517.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -14518.682617 Penalty: 541.033264 Iteration 6Q: 3 clusters Score -14518.68 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -14519.572266 Penalty: 541.033264 Iteration 7Q: 3 clusters Score -14519.57 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -14520.857422 Penalty: 541.033264 Iteration 8Q: 3 clusters Score -14520.86 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -14521.617188 Penalty: 541.033264 Iteration 9Q: 3 clusters Score -14521.62 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -14522.518555 Penalty: 541.033264 Iteration 10Q: 3 clusters Score -14522.52 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -14522.947266 Penalty: 541.033264 Iteration 11Q: 3 clusters Score -14522.95 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -14522.947266 Penalty: 541.033264 Iteration 12F: 3 clusters Score -14522.95 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (654 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Entering Unmasked Estep Score: -24713.591797 Penalty: 294.981384 Iteration 0F: 2 clusters Score -24713.59 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 345 members Entering Unmasked Estep Score: -24120.634766 Penalty: 589.962769 Iteration 0F: 3 clusters Score -24120.63 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -24236.720703 Penalty: 589.962769 Iteration 1F: 3 clusters Score -24236.72 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -24267.591797 Penalty: 589.962769 Iteration 2F: 3 clusters Score -24267.59 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -24301.185547 Penalty: 589.962769 Iteration 3F: 3 clusters Score -24301.19 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -24337.765625 Penalty: 589.962769 Iteration 4F: 3 clusters Score -24337.77 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -24373.673828 Penalty: 589.962769 Iteration 5F: 3 clusters Score -24373.67 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -24407.386719 Penalty: 589.962769 Iteration 6Q: 3 clusters Score -24407.39 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -24432.896484 Penalty: 589.962769 Iteration 7Q: 3 clusters Score -24432.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -24453.306641 Penalty: 589.962769 Iteration 8Q: 3 clusters Score -24453.31 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -24466.556641 Penalty: 589.962769 Iteration 9Q: 3 clusters Score -24466.56 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -24481.164062 Penalty: 589.962769 Iteration 10Q: 3 clusters Score -24481.16 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -24496.478516 Penalty: 589.962769 Iteration 11Q: 3 clusters Score -24496.48 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -24506.853516 Penalty: 589.962769 Iteration 12Q: 3 clusters Score -24506.85 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -24518.240234 Penalty: 589.962769 Iteration 13Q: 3 clusters Score -24518.24 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -24529.865234 Penalty: 589.962769 Iteration 14Q: 3 clusters Score -24529.87 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -24534.033203 Penalty: 589.962769 Iteration 15Q: 3 clusters Score -24534.03 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -24536.460938 Penalty: 589.962769 Iteration 16Q: 3 clusters Score -24536.46 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -24537.617188 Penalty: 589.962769 Iteration 17Q: 3 clusters Score -24537.62 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -24540.873047 Penalty: 589.962769 Iteration 18Q: 3 clusters Score -24540.87 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -24542.425781 Penalty: 589.962769 Iteration 19Q: 3 clusters Score -24542.43 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -24544.554688 Penalty: 589.962769 Iteration 20F: 3 clusters Score -24544.55 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -24545.457031 Penalty: 589.962769 Iteration 21Q: 3 clusters Score -24545.46 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -24545.457031 Penalty: 589.962769 Iteration 22F: 3 clusters Score -24545.46 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (27004 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27004 members Entering Unmasked Estep Score: -1130236.250000 Penalty: 464.270172 Iteration 0F: 2 clusters Score -1130236 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13390 members Mstep: Class 2 contains 13614 members Entering Unmasked Estep Score: -1112222.000000 Penalty: 928.540344 Iteration 0F: 3 clusters Score -1112222 nChanged 12871 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11603 members Mstep: Class 2 contains 15401 members Entering Unmasked Estep Score: -1119745.875000 Penalty: 928.540344 Iteration 1F: 3 clusters Score -1119746 nChanged 1423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10338 members Mstep: Class 2 contains 16666 members Entering Unmasked Estep Score: -1120404.625000 Penalty: 928.540344 Iteration 2F: 3 clusters Score -1120405 nChanged 1869 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8507 members Mstep: Class 2 contains 18497 members Entering Unmasked Estep Score: -1121582.625000 Penalty: 928.540344 Iteration 3F: 3 clusters Score -1121583 nChanged 2418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6107 members Mstep: Class 2 contains 20897 members Entering Unmasked Estep Score: -1123559.250000 Penalty: 928.540344 Iteration 4F: 3 clusters Score -1123559 nChanged 2552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3561 members Mstep: Class 2 contains 23443 members Entering Unmasked Estep Score: -1126069.625000 Penalty: 928.540344 Iteration 5F: 3 clusters Score -1126070 nChanged 2000 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1561 members Mstep: Class 2 contains 25443 members Entering Unmasked Estep Score: -1128199.750000 Penalty: 928.540344 Iteration 6F: 3 clusters Score -1128200 nChanged 1092 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 26535 members Entering Unmasked Estep Score: -1129357.000000 Penalty: 928.540344 Iteration 7Q: 3 clusters Score -1129357 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 26887 members Entering Unmasked Estep Score: -1129717.250000 Penalty: 928.540344 Iteration 8Q: 3 clusters Score -1129717 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43 members Mstep: Class 2 contains 26961 members Entering Unmasked Estep Score: -1129804.750000 Penalty: 928.540344 Iteration 9Q: 3 clusters Score -1129805 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33 members Mstep: Class 2 contains 26971 members Entering Unmasked Estep Score: -1129824.000000 Penalty: 928.540344 Iteration 10Q: 3 clusters Score -1129824 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27 members Mstep: Class 2 contains 26977 members Entering Unmasked Estep Score: -1129837.500000 Penalty: 928.540344 Iteration 11Q: 3 clusters Score -1129838 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25 members Mstep: Class 2 contains 26979 members Entering Unmasked Estep Score: -1129842.125000 Penalty: 928.540344 Iteration 12Q: 3 clusters Score -1129842 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25 members Mstep: Class 2 contains 26979 members Entering Unmasked Estep Score: -1129842.125000 Penalty: 928.540344 Iteration 13F: 3 clusters Score -1129842 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (1488 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Entering Unmasked Estep Score: -63283.562500 Penalty: 332.386047 Iteration 0F: 2 clusters Score -63283.56 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -62143.941406 Penalty: 664.772095 Iteration 0F: 3 clusters Score -62143.94 nChanged 629 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -62514.812500 Penalty: 664.772095 Iteration 1F: 3 clusters Score -62514.81 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -62583.621094 Penalty: 664.772095 Iteration 2F: 3 clusters Score -62583.62 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -62641.585938 Penalty: 664.772095 Iteration 3F: 3 clusters Score -62641.59 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -62690.843750 Penalty: 664.772095 Iteration 4Q: 3 clusters Score -62690.84 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -62728.773438 Penalty: 664.772095 Iteration 5Q: 3 clusters Score -62728.77 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -62753.023438 Penalty: 664.772095 Iteration 6Q: 3 clusters Score -62753.02 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -62769.726562 Penalty: 664.772095 Iteration 7Q: 3 clusters Score -62769.73 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -62783.339844 Penalty: 664.772095 Iteration 8Q: 3 clusters Score -62783.34 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 1077 members Entering Unmasked Estep Score: -62804.816406 Penalty: 664.772095 Iteration 9Q: 3 clusters Score -62804.82 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -62824.425781 Penalty: 664.772095 Iteration 10Q: 3 clusters Score -62824.43 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 1128 members Entering Unmasked Estep Score: -62835.730469 Penalty: 664.772095 Iteration 11Q: 3 clusters Score -62835.73 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 1152 members Entering Unmasked Estep Score: -62853.890625 Penalty: 664.772095 Iteration 12Q: 3 clusters Score -62853.89 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -62868.917969 Penalty: 664.772095 Iteration 13Q: 3 clusters Score -62868.92 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 1192 members Entering Unmasked Estep Score: -62880.574219 Penalty: 664.772095 Iteration 14Q: 3 clusters Score -62880.57 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -62894.425781 Penalty: 664.772095 Iteration 15Q: 3 clusters Score -62894.43 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -62906.097656 Penalty: 664.772095 Iteration 16Q: 3 clusters Score -62906.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -62918.316406 Penalty: 664.772095 Iteration 17Q: 3 clusters Score -62918.32 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 1244 members Entering Unmasked Estep Score: -62932.238281 Penalty: 664.772095 Iteration 18Q: 3 clusters Score -62932.24 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 1257 members Entering Unmasked Estep Score: -62940.722656 Penalty: 664.772095 Iteration 19Q: 3 clusters Score -62940.72 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 1264 members Entering Unmasked Estep Score: -62944.835938 Penalty: 664.772095 Iteration 20F: 3 clusters Score -62944.84 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 1271 members Entering Unmasked Estep Score: -62950.722656 Penalty: 664.772095 Iteration 21Q: 3 clusters Score -62950.72 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -62959.679688 Penalty: 664.772095 Iteration 22Q: 3 clusters Score -62959.68 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 1289 members Entering Unmasked Estep Score: -62963.953125 Penalty: 664.772095 Iteration 23Q: 3 clusters Score -62963.95 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -62967.976562 Penalty: 664.772095 Iteration 24Q: 3 clusters Score -62967.98 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -62970.593750 Penalty: 664.772095 Iteration 25Q: 3 clusters Score -62970.59 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 1305 members Entering Unmasked Estep Score: -62971.968750 Penalty: 664.772095 Iteration 26Q: 3 clusters Score -62971.97 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 1309 members Entering Unmasked Estep Score: -62974.703125 Penalty: 664.772095 Iteration 27Q: 3 clusters Score -62974.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -62975.488281 Penalty: 664.772095 Iteration 28Q: 3 clusters Score -62975.49 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -62975.488281 Penalty: 664.772095 Iteration 29F: 3 clusters Score -62975.49 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (994 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Entering Unmasked Estep Score: -38577.031250 Penalty: 314.029053 Iteration 0F: 2 clusters Score -38577.03 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -37757.628906 Penalty: 628.058105 Iteration 0F: 3 clusters Score -37757.63 nChanged 418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -38004.226562 Penalty: 628.058105 Iteration 1F: 3 clusters Score -38004.23 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -38067.660156 Penalty: 628.058105 Iteration 2F: 3 clusters Score -38067.66 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -38202.375000 Penalty: 628.058105 Iteration 3F: 3 clusters Score -38202.38 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -38397.468750 Penalty: 628.058105 Iteration 4F: 3 clusters Score -38397.47 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -38580.761719 Penalty: 628.058105 Iteration 5F: 3 clusters Score -38580.76 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -38718.781250 Penalty: 628.058105 Iteration 6F: 3 clusters Score -38718.78 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -38808.703125 Penalty: 628.058105 Iteration 7F: 3 clusters Score -38808.7 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -38853.570312 Penalty: 628.058105 Iteration 8Q: 3 clusters Score -38853.57 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -38890.722656 Penalty: 628.058105 Iteration 9Q: 3 clusters Score -38890.72 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -38916.382812 Penalty: 628.058105 Iteration 10Q: 3 clusters Score -38916.38 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -38934.445312 Penalty: 628.058105 Iteration 11Q: 3 clusters Score -38934.45 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -38944.203125 Penalty: 628.058105 Iteration 12Q: 3 clusters Score -38944.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -38956.542969 Penalty: 628.058105 Iteration 13Q: 3 clusters Score -38956.54 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -38957.058594 Penalty: 628.058105 Iteration 14Q: 3 clusters Score -38957.06 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -38957.261719 Penalty: 628.058105 Iteration 15Q: 3 clusters Score -38957.26 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -38957.261719 Penalty: 628.058105 Iteration 16F: 3 clusters Score -38957.26 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 18364 members Mstep: Class 2 contains 1034 members Mstep: Class 3 contains 31883 members Mstep: Class 4 contains 8595 members Mstep: Class 5 contains 348 members Mstep: Class 6 contains 385 members Mstep: Class 7 contains 696 members Mstep: Class 8 contains 1182 members Mstep: Class 9 contains 2904 members Mstep: Class 10 contains 4532 members Mstep: Class 11 contains 382 members Mstep: Class 12 contains 654 members Mstep: Class 13 contains 27004 members Mstep: Class 14 contains 1488 members Mstep: Class 15 contains 776 members Mstep: Class 16 contains 450 members Mstep: Class 17 contains 251 members Mstep: Class 18 contains 264352 members Mstep: Class 19 contains 746 members Mstep: Class 20 contains 2865 members Mstep: Class 21 contains 218 members Mstep: Class 24 contains 350 members Entering Unmasked Estep Score: -15537692.000000 Penalty: 12832.630859 Splitting cluster 15 changes total score from -15537229.000000 to -15537692.000000 So it's getting split into cluster 21. Entering ConstructFrom: Trying to split cluster 16 (450 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Entering Unmasked Estep Score: -20445.113281 Penalty: 277.970764 Iteration 0F: 2 clusters Score -20445.11 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -19994.371094 Penalty: 555.941528 Iteration 0F: 3 clusters Score -19994.37 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -20092.267578 Penalty: 555.941528 Iteration 1F: 3 clusters Score -20092.27 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -20108.816406 Penalty: 555.941528 Iteration 2F: 3 clusters Score -20108.82 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -20114.593750 Penalty: 555.941528 Iteration 3Q: 3 clusters Score -20114.59 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -20117.904297 Penalty: 555.941528 Iteration 4Q: 3 clusters Score -20117.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -20120.892578 Penalty: 555.941528 Iteration 5Q: 3 clusters Score -20120.89 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -20124.205078 Penalty: 555.941528 Iteration 6Q: 3 clusters Score -20124.21 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -20125.453125 Penalty: 555.941528 Iteration 7Q: 3 clusters Score -20125.45 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -20125.453125 Penalty: 555.941528 Iteration 8F: 3 clusters Score -20125.45 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (264352 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264352 members Entering Unmasked Estep Score: -11420504.000000 Penalty: 568.069153 Iteration 0F: 2 clusters Score -1.14205e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132190 members Mstep: Class 2 contains 132162 members Entering Unmasked Estep Score: -11251837.000000 Penalty: 1136.138306 Iteration 0F: 3 clusters Score -1.125184e+07 nChanged 130192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133326 members Mstep: Class 2 contains 131026 members Entering Unmasked Estep Score: -11331226.000000 Penalty: 1136.138306 Iteration 1F: 3 clusters Score -1.133123e+07 nChanged 9293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134663 members Mstep: Class 2 contains 129689 members Entering Unmasked Estep Score: -11333819.000000 Penalty: 1136.138306 Iteration 2Q: 3 clusters Score -1.133382e+07 nChanged 10812 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136793 members Mstep: Class 2 contains 127559 members Entering Unmasked Estep Score: -11337425.000000 Penalty: 1136.138306 Iteration 3Q: 3 clusters Score -1.133742e+07 nChanged 12612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139901 members Mstep: Class 2 contains 124451 members Entering Unmasked Estep Score: -11343502.000000 Penalty: 1136.138306 Iteration 4Q: 3 clusters Score -1.13435e+07 nChanged 15482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144089 members Mstep: Class 2 contains 120263 members Entering Unmasked Estep Score: -11353637.000000 Penalty: 1136.138306 Iteration 5F: 3 clusters Score -1.135364e+07 nChanged 17653 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148628 members Mstep: Class 2 contains 115724 members Entering Unmasked Estep Score: -11367906.000000 Penalty: 1136.138306 Iteration 6F: 3 clusters Score -1.136791e+07 nChanged 17734 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152312 members Mstep: Class 2 contains 112040 members Entering Unmasked Estep Score: -11381013.000000 Penalty: 1136.138306 Iteration 7F: 3 clusters Score -1.138101e+07 nChanged 13643 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154965 members Mstep: Class 2 contains 109387 members Entering Unmasked Estep Score: -11387031.000000 Penalty: 1136.138306 Iteration 8F: 3 clusters Score -1.138703e+07 nChanged 7828 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157371 members Mstep: Class 2 contains 106981 members Entering Unmasked Estep Score: -11389148.000000 Penalty: 1136.138306 Iteration 9Q: 3 clusters Score -1.138915e+07 nChanged 4703 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160010 members Mstep: Class 2 contains 104342 members Entering Unmasked Estep Score: -11390372.000000 Penalty: 1136.138306 Iteration 10Q: 3 clusters Score -1.139037e+07 nChanged 4029 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162959 members Mstep: Class 2 contains 101393 members Entering Unmasked Estep Score: -11391549.000000 Penalty: 1136.138306 Iteration 11Q: 3 clusters Score -1.139155e+07 nChanged 4095 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166102 members Mstep: Class 2 contains 98250 members Entering Unmasked Estep Score: -11392828.000000 Penalty: 1136.138306 Iteration 12Q: 3 clusters Score -1.139283e+07 nChanged 4268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169428 members Mstep: Class 2 contains 94924 members Entering Unmasked Estep Score: -11394196.000000 Penalty: 1136.138306 Iteration 13Q: 3 clusters Score -1.13942e+07 nChanged 4453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172989 members Mstep: Class 2 contains 91363 members Entering Unmasked Estep Score: -11395942.000000 Penalty: 1136.138306 Iteration 14Q: 3 clusters Score -1.139594e+07 nChanged 4661 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176772 members Mstep: Class 2 contains 87580 members Entering Unmasked Estep Score: -11397790.000000 Penalty: 1136.138306 Iteration 15Q: 3 clusters Score -1.139779e+07 nChanged 4959 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180871 members Mstep: Class 2 contains 83481 members Entering Unmasked Estep Score: -11399793.000000 Penalty: 1136.138306 Iteration 16Q: 3 clusters Score -1.139979e+07 nChanged 5048 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185107 members Mstep: Class 2 contains 79245 members Entering Unmasked Estep Score: -11401809.000000 Penalty: 1136.138306 Iteration 17Q: 3 clusters Score -1.140181e+07 nChanged 5022 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189363 members Mstep: Class 2 contains 74989 members Entering Unmasked Estep Score: -11403853.000000 Penalty: 1136.138306 Iteration 18Q: 3 clusters Score -1.140385e+07 nChanged 4917 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193598 members Mstep: Class 2 contains 70754 members Entering Unmasked Estep Score: -11405734.000000 Penalty: 1136.138306 Iteration 19Q: 3 clusters Score -1.140573e+07 nChanged 4827 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197871 members Mstep: Class 2 contains 66481 members Entering Unmasked Estep Score: -11407561.000000 Penalty: 1136.138306 Iteration 20F: 3 clusters Score -1.140756e+07 nChanged 4622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202047 members Mstep: Class 2 contains 62305 members Entering Unmasked Estep Score: -11409274.000000 Penalty: 1136.138306 Iteration 21Q: 3 clusters Score -1.140927e+07 nChanged 4239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205902 members Mstep: Class 2 contains 58450 members Entering Unmasked Estep Score: -11410695.000000 Penalty: 1136.138306 Iteration 22Q: 3 clusters Score -1.14107e+07 nChanged 4030 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209660 members Mstep: Class 2 contains 54692 members Entering Unmasked Estep Score: -11412083.000000 Penalty: 1136.138306 Iteration 23Q: 3 clusters Score -1.141208e+07 nChanged 3779 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213241 members Mstep: Class 2 contains 51111 members Entering Unmasked Estep Score: -11413365.000000 Penalty: 1136.138306 Iteration 24Q: 3 clusters Score -1.141336e+07 nChanged 3561 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216646 members Mstep: Class 2 contains 47706 members Entering Unmasked Estep Score: -11414522.000000 Penalty: 1136.138306 Iteration 25Q: 3 clusters Score -1.141452e+07 nChanged 3486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219962 members Mstep: Class 2 contains 44390 members Entering Unmasked Estep Score: -11415586.000000 Penalty: 1136.138306 Iteration 26Q: 3 clusters Score -1.141559e+07 nChanged 3326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223180 members Mstep: Class 2 contains 41172 members Entering Unmasked Estep Score: -11416807.000000 Penalty: 1136.138306 Iteration 27Q: 3 clusters Score -1.141681e+07 nChanged 3187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226267 members Mstep: Class 2 contains 38085 members Entering Unmasked Estep Score: -11417950.000000 Penalty: 1136.138306 Iteration 28Q: 3 clusters Score -1.141795e+07 nChanged 3095 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229276 members Mstep: Class 2 contains 35076 members Entering Unmasked Estep Score: -11418981.000000 Penalty: 1136.138306 Iteration 29Q: 3 clusters Score -1.141898e+07 nChanged 2913 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232129 members Mstep: Class 2 contains 32223 members Entering Unmasked Estep Score: -11419933.000000 Penalty: 1136.138306 Iteration 30Q: 3 clusters Score -1.141993e+07 nChanged 2634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234723 members Mstep: Class 2 contains 29629 members Entering Unmasked Estep Score: -11420840.000000 Penalty: 1136.138306 Iteration 31Q: 3 clusters Score -1.142084e+07 nChanged 2474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237169 members Mstep: Class 2 contains 27183 members Entering Unmasked Estep Score: -11421775.000000 Penalty: 1136.138306 Iteration 32Q: 3 clusters Score -1.142178e+07 nChanged 2213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239350 members Mstep: Class 2 contains 25002 members Entering Unmasked Estep Score: -11422418.000000 Penalty: 1136.138306 Iteration 33Q: 3 clusters Score -1.142242e+07 nChanged 1939 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241269 members Mstep: Class 2 contains 23083 members Entering Unmasked Estep Score: -11422979.000000 Penalty: 1136.138306 Iteration 34Q: 3 clusters Score -1.142298e+07 nChanged 1769 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243014 members Mstep: Class 2 contains 21338 members Entering Unmasked Estep Score: -11423417.000000 Penalty: 1136.138306 Iteration 35Q: 3 clusters Score -1.142342e+07 nChanged 1566 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244572 members Mstep: Class 2 contains 19780 members Entering Unmasked Estep Score: -11423783.000000 Penalty: 1136.138306 Iteration 36Q: 3 clusters Score -1.142378e+07 nChanged 1443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246007 members Mstep: Class 2 contains 18345 members Entering Unmasked Estep Score: -11424096.000000 Penalty: 1136.138306 Iteration 37Q: 3 clusters Score -1.14241e+07 nChanged 1299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247302 members Mstep: Class 2 contains 17050 members Entering Unmasked Estep Score: -11424201.000000 Penalty: 1136.138306 Iteration 38Q: 3 clusters Score -1.14242e+07 nChanged 1141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248443 members Mstep: Class 2 contains 15909 members Entering Unmasked Estep Score: -11424299.000000 Penalty: 1136.138306 Iteration 39Q: 3 clusters Score -1.14243e+07 nChanged 1019 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249462 members Mstep: Class 2 contains 14890 members Entering Unmasked Estep Score: -11424352.000000 Penalty: 1136.138306 Iteration 40F: 3 clusters Score -1.142435e+07 nChanged 965 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250427 members Mstep: Class 2 contains 13925 members Entering Unmasked Estep Score: -11424434.000000 Penalty: 1136.138306 Iteration 41Q: 3 clusters Score -1.142443e+07 nChanged 854 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251281 members Mstep: Class 2 contains 13071 members Entering Unmasked Estep Score: -11424461.000000 Penalty: 1136.138306 Iteration 42Q: 3 clusters Score -1.142446e+07 nChanged 780 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252061 members Mstep: Class 2 contains 12291 members Entering Unmasked Estep Score: -11424374.000000 Penalty: 1136.138306 Iteration 43Q: 3 clusters Score -1.142437e+07 nChanged 622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252683 members Mstep: Class 2 contains 11669 members Entering Unmasked Estep Score: -11424354.000000 Penalty: 1136.138306 Iteration 44Q: 3 clusters Score -1.142435e+07 nChanged 550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253233 members Mstep: Class 2 contains 11119 members Entering Unmasked Estep Score: -11424309.000000 Penalty: 1136.138306 Iteration 45Q: 3 clusters Score -1.142431e+07 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253683 members Mstep: Class 2 contains 10669 members Entering Unmasked Estep Score: -11424245.000000 Penalty: 1136.138306 Iteration 46Q: 3 clusters Score -1.142424e+07 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254083 members Mstep: Class 2 contains 10269 members Entering Unmasked Estep Score: -11424200.000000 Penalty: 1136.138306 Iteration 47Q: 3 clusters Score -1.14242e+07 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254440 members Mstep: Class 2 contains 9912 members Entering Unmasked Estep Score: -11424213.000000 Penalty: 1136.138306 Iteration 48Q: 3 clusters Score -1.142421e+07 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254772 members Mstep: Class 2 contains 9580 members Entering Unmasked Estep Score: -11424170.000000 Penalty: 1136.138306 Iteration 49Q: 3 clusters Score -1.142417e+07 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255076 members Mstep: Class 2 contains 9276 members Entering Unmasked Estep Score: -11424095.000000 Penalty: 1136.138306 Iteration 50Q: 3 clusters Score -1.14241e+07 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255382 members Mstep: Class 2 contains 8970 members Entering Unmasked Estep Score: -11424056.000000 Penalty: 1136.138306 Iteration 51Q: 3 clusters Score -1.142406e+07 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255694 members Mstep: Class 2 contains 8658 members Entering Unmasked Estep Score: -11424023.000000 Penalty: 1136.138306 Iteration 52Q: 3 clusters Score -1.142402e+07 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255968 members Mstep: Class 2 contains 8384 members Entering Unmasked Estep Score: -11423983.000000 Penalty: 1136.138306 Iteration 53Q: 3 clusters Score -1.142398e+07 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256219 members Mstep: Class 2 contains 8133 members Entering Unmasked Estep Score: -11423943.000000 Penalty: 1136.138306 Iteration 54Q: 3 clusters Score -1.142394e+07 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256438 members Mstep: Class 2 contains 7914 members Entering Unmasked Estep Score: -11423911.000000 Penalty: 1136.138306 Iteration 55Q: 3 clusters Score -1.142391e+07 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256602 members Mstep: Class 2 contains 7750 members Entering Unmasked Estep Score: -11423918.000000 Penalty: 1136.138306 Iteration 56Q: 3 clusters Score -1.142392e+07 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256742 members Mstep: Class 2 contains 7610 members Entering Unmasked Estep Score: -11423864.000000 Penalty: 1136.138306 Iteration 57Q: 3 clusters Score -1.142386e+07 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256857 members Mstep: Class 2 contains 7495 members Entering Unmasked Estep Score: -11423837.000000 Penalty: 1136.138306 Iteration 58Q: 3 clusters Score -1.142384e+07 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256971 members Mstep: Class 2 contains 7381 members Entering Unmasked Estep Score: -11423846.000000 Penalty: 1136.138306 Iteration 59Q: 3 clusters Score -1.142385e+07 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257076 members Mstep: Class 2 contains 7276 members Entering Unmasked Estep Score: -11423870.000000 Penalty: 1136.138306 Iteration 60F: 3 clusters Score -1.142387e+07 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257175 members Mstep: Class 2 contains 7177 members Entering Unmasked Estep Score: -11423818.000000 Penalty: 1136.138306 Iteration 61Q: 3 clusters Score -1.142382e+07 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257259 members Mstep: Class 2 contains 7093 members Entering Unmasked Estep Score: -11423830.000000 Penalty: 1136.138306 Iteration 62Q: 3 clusters Score -1.142383e+07 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257329 members Mstep: Class 2 contains 7023 members Entering Unmasked Estep Score: -11423814.000000 Penalty: 1136.138306 Iteration 63Q: 3 clusters Score -1.142381e+07 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257392 members Mstep: Class 2 contains 6960 members Entering Unmasked Estep Score: -11423791.000000 Penalty: 1136.138306 Iteration 64Q: 3 clusters Score -1.142379e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257438 members Mstep: Class 2 contains 6914 members Entering Unmasked Estep Score: -11423780.000000 Penalty: 1136.138306 Iteration 65Q: 3 clusters Score -1.142378e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257474 members Mstep: Class 2 contains 6878 members Entering Unmasked Estep Score: -11423789.000000 Penalty: 1136.138306 Iteration 66Q: 3 clusters Score -1.142379e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257503 members Mstep: Class 2 contains 6849 members Entering Unmasked Estep Score: -11423803.000000 Penalty: 1136.138306 Iteration 67Q: 3 clusters Score -1.14238e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257531 members Mstep: Class 2 contains 6821 members Entering Unmasked Estep Score: -11423806.000000 Penalty: 1136.138306 Iteration 68Q: 3 clusters Score -1.142381e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257557 members Mstep: Class 2 contains 6795 members Entering Unmasked Estep Score: -11423806.000000 Penalty: 1136.138306 Iteration 69Q: 3 clusters Score -1.142381e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257578 members Mstep: Class 2 contains 6774 members Entering Unmasked Estep Score: -11423808.000000 Penalty: 1136.138306 Iteration 70Q: 3 clusters Score -1.142381e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257597 members Mstep: Class 2 contains 6755 members Entering Unmasked Estep Score: -11423796.000000 Penalty: 1136.138306 Iteration 71Q: 3 clusters Score -1.14238e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257620 members Mstep: Class 2 contains 6732 members Entering Unmasked Estep Score: -11423785.000000 Penalty: 1136.138306 Iteration 72Q: 3 clusters Score -1.142378e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257643 members Mstep: Class 2 contains 6709 members Entering Unmasked Estep Score: -11423777.000000 Penalty: 1136.138306 Iteration 73Q: 3 clusters Score -1.142378e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257673 members Mstep: Class 2 contains 6679 members Entering Unmasked Estep Score: -11423776.000000 Penalty: 1136.138306 Iteration 74Q: 3 clusters Score -1.142378e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257711 members Mstep: Class 2 contains 6641 members Entering Unmasked Estep Score: -11423779.000000 Penalty: 1136.138306 Iteration 75Q: 3 clusters Score -1.142378e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257732 members Mstep: Class 2 contains 6620 members Entering Unmasked Estep Score: -11423770.000000 Penalty: 1136.138306 Iteration 76Q: 3 clusters Score -1.142377e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257751 members Mstep: Class 2 contains 6601 members Entering Unmasked Estep Score: -11423767.000000 Penalty: 1136.138306 Iteration 77Q: 3 clusters Score -1.142377e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257772 members Mstep: Class 2 contains 6580 members Entering Unmasked Estep Score: -11423748.000000 Penalty: 1136.138306 Iteration 78Q: 3 clusters Score -1.142375e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257791 members Mstep: Class 2 contains 6561 members Entering Unmasked Estep Score: -11423740.000000 Penalty: 1136.138306 Iteration 79Q: 3 clusters Score -1.142374e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257808 members Mstep: Class 2 contains 6544 members Entering Unmasked Estep Score: -11423737.000000 Penalty: 1136.138306 Iteration 80F: 3 clusters Score -1.142374e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257825 members Mstep: Class 2 contains 6527 members Entering Unmasked Estep Score: -11423727.000000 Penalty: 1136.138306 Iteration 81Q: 3 clusters Score -1.142373e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257834 members Mstep: Class 2 contains 6518 members Entering Unmasked Estep Score: -11423726.000000 Penalty: 1136.138306 Iteration 82Q: 3 clusters Score -1.142373e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257841 members Mstep: Class 2 contains 6511 members Entering Unmasked Estep Score: -11423730.000000 Penalty: 1136.138306 Iteration 83Q: 3 clusters Score -1.142373e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257848 members Mstep: Class 2 contains 6504 members Entering Unmasked Estep Score: -11423724.000000 Penalty: 1136.138306 Iteration 84Q: 3 clusters Score -1.142372e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257856 members Mstep: Class 2 contains 6496 members Entering Unmasked Estep Score: -11423721.000000 Penalty: 1136.138306 Iteration 85Q: 3 clusters Score -1.142372e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257867 members Mstep: Class 2 contains 6485 members Entering Unmasked Estep Score: -11423724.000000 Penalty: 1136.138306 Iteration 86Q: 3 clusters Score -1.142372e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257876 members Mstep: Class 2 contains 6476 members Entering Unmasked Estep Score: -11423725.000000 Penalty: 1136.138306 Iteration 87Q: 3 clusters Score -1.142372e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257887 members Mstep: Class 2 contains 6465 members Entering Unmasked Estep Score: -11423726.000000 Penalty: 1136.138306 Iteration 88Q: 3 clusters Score -1.142373e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257899 members Mstep: Class 2 contains 6453 members Entering Unmasked Estep Score: -11423727.000000 Penalty: 1136.138306 Iteration 89Q: 3 clusters Score -1.142373e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257907 members Mstep: Class 2 contains 6445 members Entering Unmasked Estep Score: -11423728.000000 Penalty: 1136.138306 Iteration 90Q: 3 clusters Score -1.142373e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257918 members Mstep: Class 2 contains 6434 members Entering Unmasked Estep Score: -11423734.000000 Penalty: 1136.138306 Iteration 91Q: 3 clusters Score -1.142373e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257927 members Mstep: Class 2 contains 6425 members Entering Unmasked Estep Score: -11423740.000000 Penalty: 1136.138306 Iteration 92Q: 3 clusters Score -1.142374e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257934 members Mstep: Class 2 contains 6418 members Entering Unmasked Estep Score: -11423737.000000 Penalty: 1136.138306 Iteration 93Q: 3 clusters Score -1.142374e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257939 members Mstep: Class 2 contains 6413 members Entering Unmasked Estep Score: -11423738.000000 Penalty: 1136.138306 Iteration 94Q: 3 clusters Score -1.142374e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257945 members Mstep: Class 2 contains 6407 members Entering Unmasked Estep Score: -11423739.000000 Penalty: 1136.138306 Iteration 95Q: 3 clusters Score -1.142374e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257949 members Mstep: Class 2 contains 6403 members Entering Unmasked Estep Score: -11423747.000000 Penalty: 1136.138306 Iteration 96Q: 3 clusters Score -1.142375e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257952 members Mstep: Class 2 contains 6400 members Entering Unmasked Estep Score: -11423744.000000 Penalty: 1136.138306 Iteration 97Q: 3 clusters Score -1.142374e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257955 members Mstep: Class 2 contains 6397 members Entering Unmasked Estep Score: -11423742.000000 Penalty: 1136.138306 Iteration 98Q: 3 clusters Score -1.142374e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257958 members Mstep: Class 2 contains 6394 members Entering Unmasked Estep Score: -11423740.000000 Penalty: 1136.138306 Iteration 99Q: 3 clusters Score -1.142374e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257960 members Mstep: Class 2 contains 6392 members Entering Unmasked Estep Score: -11423734.000000 Penalty: 1136.138306 Iteration 100F: 3 clusters Score -1.142373e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257963 members Mstep: Class 2 contains 6389 members Entering Unmasked Estep Score: -11423725.000000 Penalty: 1136.138306 Iteration 101Q: 3 clusters Score -1.142372e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257967 members Mstep: Class 2 contains 6385 members Entering Unmasked Estep Score: -11423737.000000 Penalty: 1136.138306 Iteration 102Q: 3 clusters Score -1.142374e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257968 members Mstep: Class 2 contains 6384 members Entering Unmasked Estep Score: -11423736.000000 Penalty: 1136.138306 Iteration 103Q: 3 clusters Score -1.142374e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257969 members Mstep: Class 2 contains 6383 members Entering Unmasked Estep Score: -11423736.000000 Penalty: 1136.138306 Iteration 104Q: 3 clusters Score -1.142374e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257969 members Mstep: Class 2 contains 6383 members Entering Unmasked Estep Score: -11423736.000000 Penalty: 1136.138306 Iteration 105F: 3 clusters Score -1.142374e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 18364 members Mstep: Class 2 contains 1034 members Mstep: Class 3 contains 31883 members Mstep: Class 4 contains 8595 members Mstep: Class 5 contains 348 members Mstep: Class 6 contains 385 members Mstep: Class 7 contains 696 members Mstep: Class 8 contains 1182 members Mstep: Class 9 contains 2904 members Mstep: Class 10 contains 4532 members Mstep: Class 11 contains 382 members Mstep: Class 12 contains 654 members Mstep: Class 13 contains 27004 members Mstep: Class 14 contains 1488 members Mstep: Class 15 contains 776 members Mstep: Class 16 contains 450 members Mstep: Class 17 contains 251 members Mstep: Class 18 contains 257969 members Mstep: Class 19 contains 746 members Mstep: Class 20 contains 2865 members Mstep: Class 21 contains 218 members Mstep: Class 22 contains 6383 members Mstep: Class 24 contains 350 members Entering Unmasked Estep Score: -15540771.000000 Penalty: 13415.931641 Splitting cluster 18 changes total score from -15537229.000000 to -15540771.000000 So it's getting split into cluster 22. Entering ConstructFrom: Trying to split cluster 19 (746 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Entering Unmasked Estep Score: -32879.226562 Penalty: 300.970001 Iteration 0F: 2 clusters Score -32879.23 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -32229.699219 Penalty: 601.940002 Iteration 0F: 3 clusters Score -32229.7 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -32402.785156 Penalty: 601.940002 Iteration 1F: 3 clusters Score -32402.79 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -32425.691406 Penalty: 601.940002 Iteration 2F: 3 clusters Score -32425.69 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -32436.013672 Penalty: 601.940002 Iteration 3Q: 3 clusters Score -32436.01 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -32441.244141 Penalty: 601.940002 Iteration 4Q: 3 clusters Score -32441.24 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -32445.847656 Penalty: 601.940002 Iteration 5Q: 3 clusters Score -32445.85 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -32448.949219 Penalty: 601.940002 Iteration 6Q: 3 clusters Score -32448.95 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -32454.736328 Penalty: 601.940002 Iteration 7Q: 3 clusters Score -32454.74 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -32460.892578 Penalty: 601.940002 Iteration 8Q: 3 clusters Score -32460.89 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -32467.410156 Penalty: 601.940002 Iteration 9Q: 3 clusters Score -32467.41 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -32473.632812 Penalty: 601.940002 Iteration 10Q: 3 clusters Score -32473.63 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -32481.890625 Penalty: 601.940002 Iteration 11Q: 3 clusters Score -32481.89 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -32487.562500 Penalty: 601.940002 Iteration 12Q: 3 clusters Score -32487.56 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -32494.398438 Penalty: 601.940002 Iteration 13Q: 3 clusters Score -32494.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -32503.320312 Penalty: 601.940002 Iteration 14Q: 3 clusters Score -32503.32 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -32508.435547 Penalty: 601.940002 Iteration 15Q: 3 clusters Score -32508.44 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -32519.541016 Penalty: 601.940002 Iteration 16Q: 3 clusters Score -32519.54 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -32525.349609 Penalty: 601.940002 Iteration 17Q: 3 clusters Score -32525.35 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -32531.976562 Penalty: 601.940002 Iteration 18Q: 3 clusters Score -32531.98 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -32536.539062 Penalty: 601.940002 Iteration 19Q: 3 clusters Score -32536.54 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -32538.472656 Penalty: 601.940002 Iteration 20F: 3 clusters Score -32538.47 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -32540.263672 Penalty: 601.940002 Iteration 21Q: 3 clusters Score -32540.26 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -32541.693359 Penalty: 601.940002 Iteration 22Q: 3 clusters Score -32541.69 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -32543.253906 Penalty: 601.940002 Iteration 23Q: 3 clusters Score -32543.25 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -32545.923828 Penalty: 601.940002 Iteration 24Q: 3 clusters Score -32545.92 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -32547.472656 Penalty: 601.940002 Iteration 25Q: 3 clusters Score -32547.47 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -32548.082031 Penalty: 601.940002 Iteration 26Q: 3 clusters Score -32548.08 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -32548.103516 Penalty: 601.940002 Iteration 27Q: 3 clusters Score -32548.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -32548.195312 Penalty: 601.940002 Iteration 28Q: 3 clusters Score -32548.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -32548.421875 Penalty: 601.940002 Iteration 29Q: 3 clusters Score -32548.42 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -32548.421875 Penalty: 601.940002 Iteration 30F: 3 clusters Score -32548.42 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (2865 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2865 members Entering Unmasked Estep Score: -119694.562500 Penalty: 362.194733 Iteration 0F: 2 clusters Score -119694.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 1438 members Entering Unmasked Estep Score: -117706.554688 Penalty: 724.389465 Iteration 0F: 3 clusters Score -117706.6 nChanged 1226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 1508 members Entering Unmasked Estep Score: -118337.867188 Penalty: 724.389465 Iteration 1F: 3 clusters Score -118337.9 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1304 members Mstep: Class 2 contains 1561 members Entering Unmasked Estep Score: -118446.414062 Penalty: 724.389465 Iteration 2F: 3 clusters Score -118446.4 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 1641 members Entering Unmasked Estep Score: -118575.531250 Penalty: 724.389465 Iteration 3F: 3 clusters Score -118575.5 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1139 members Mstep: Class 2 contains 1726 members Entering Unmasked Estep Score: -118716.101562 Penalty: 724.389465 Iteration 4F: 3 clusters Score -118716.1 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 1813 members Entering Unmasked Estep Score: -118837.015625 Penalty: 724.389465 Iteration 5F: 3 clusters Score -118837 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 1883 members Entering Unmasked Estep Score: -118920.562500 Penalty: 724.389465 Iteration 6F: 3 clusters Score -118920.6 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 1968 members Entering Unmasked Estep Score: -119005.343750 Penalty: 724.389465 Iteration 7Q: 3 clusters Score -119005.3 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 2035 members Entering Unmasked Estep Score: -119070.546875 Penalty: 724.389465 Iteration 8Q: 3 clusters Score -119070.5 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 2090 members Entering Unmasked Estep Score: -119112.406250 Penalty: 724.389465 Iteration 9Q: 3 clusters Score -119112.4 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 2142 members Entering Unmasked Estep Score: -119147.359375 Penalty: 724.389465 Iteration 10Q: 3 clusters Score -119147.4 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 2185 members Entering Unmasked Estep Score: -119166.921875 Penalty: 724.389465 Iteration 11Q: 3 clusters Score -119166.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 2221 members Entering Unmasked Estep Score: -119184.039062 Penalty: 724.389465 Iteration 12Q: 3 clusters Score -119184 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 2258 members Entering Unmasked Estep Score: -119207.265625 Penalty: 724.389465 Iteration 13Q: 3 clusters Score -119207.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 2287 members Entering Unmasked Estep Score: -119224.062500 Penalty: 724.389465 Iteration 14Q: 3 clusters Score -119224.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 2308 members Entering Unmasked Estep Score: -119241.843750 Penalty: 724.389465 Iteration 15Q: 3 clusters Score -119241.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 2334 members Entering Unmasked Estep Score: -119265.929688 Penalty: 724.389465 Iteration 16Q: 3 clusters Score -119265.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 2357 members Entering Unmasked Estep Score: -119292.343750 Penalty: 724.389465 Iteration 17Q: 3 clusters Score -119292.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 2389 members Entering Unmasked Estep Score: -119333.156250 Penalty: 724.389465 Iteration 18Q: 3 clusters Score -119333.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 2413 members Entering Unmasked Estep Score: -119375.742188 Penalty: 724.389465 Iteration 19Q: 3 clusters Score -119375.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 2432 members Entering Unmasked Estep Score: -119438.679688 Penalty: 724.389465 Iteration 20F: 3 clusters Score -119438.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 2446 members Entering Unmasked Estep Score: -119495.554688 Penalty: 724.389465 Iteration 21Q: 3 clusters Score -119495.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 2450 members Entering Unmasked Estep Score: -119499.765625 Penalty: 724.389465 Iteration 22Q: 3 clusters Score -119499.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 2453 members Entering Unmasked Estep Score: -119502.132812 Penalty: 724.389465 Iteration 23Q: 3 clusters Score -119502.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 2457 members Entering Unmasked Estep Score: -119503.117188 Penalty: 724.389465 Iteration 24Q: 3 clusters Score -119503.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 2456 members Entering Unmasked Estep Score: -119503.140625 Penalty: 724.389465 Iteration 25Q: 3 clusters Score -119503.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 2457 members Entering Unmasked Estep Score: -119504.617188 Penalty: 724.389465 Iteration 26Q: 3 clusters Score -119504.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 2459 members Entering Unmasked Estep Score: -119505.468750 Penalty: 724.389465 Iteration 27Q: 3 clusters Score -119505.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 2462 members Entering Unmasked Estep Score: -119506.164062 Penalty: 724.389465 Iteration 28Q: 3 clusters Score -119506.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 2462 members Entering Unmasked Estep Score: -119506.007812 Penalty: 724.389465 Iteration 29Q: 3 clusters Score -119506 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 2462 members Entering Unmasked Estep Score: -119506.007812 Penalty: 724.389465 Iteration 30F: 3 clusters Score -119506 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (350 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Entering Unmasked Estep Score: -13022.444336 Penalty: 266.535950 Iteration 0F: 2 clusters Score -13022.44 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -12623.518555 Penalty: 533.071899 Iteration 0F: 3 clusters Score -12623.52 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -12696.243164 Penalty: 533.071899 Iteration 1F: 3 clusters Score -12696.24 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -12712.245117 Penalty: 533.071899 Iteration 2F: 3 clusters Score -12712.25 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -12720.333008 Penalty: 533.071899 Iteration 3Q: 3 clusters Score -12720.33 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -12726.054688 Penalty: 533.071899 Iteration 4Q: 3 clusters Score -12726.05 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -12736.491211 Penalty: 533.071899 Iteration 5Q: 3 clusters Score -12736.49 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -12739.397461 Penalty: 533.071899 Iteration 6Q: 3 clusters Score -12739.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -12740.229492 Penalty: 533.071899 Iteration 7Q: 3 clusters Score -12740.23 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -12740.610352 Penalty: 533.071899 Iteration 8Q: 3 clusters Score -12740.61 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -12742.312500 Penalty: 533.071899 Iteration 9Q: 3 clusters Score -12742.31 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -12751.630859 Penalty: 533.071899 Iteration 10Q: 3 clusters Score -12751.63 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -12759.474609 Penalty: 533.071899 Iteration 11Q: 3 clusters Score -12759.47 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -12765.442383 Penalty: 533.071899 Iteration 12Q: 3 clusters Score -12765.44 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -12770.963867 Penalty: 533.071899 Iteration 13Q: 3 clusters Score -12770.96 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -12772.011719 Penalty: 533.071899 Iteration 14Q: 3 clusters Score -12772.01 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -12772.011719 Penalty: 533.071899 Iteration 15F: 3 clusters Score -12772.01 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 18364 members Mstep: Class 2 contains 1034 members Mstep: Class 3 contains 31883 members Mstep: Class 4 contains 8595 members Mstep: Class 5 contains 348 members Mstep: Class 6 contains 385 members Mstep: Class 7 contains 696 members Mstep: Class 8 contains 1182 members Mstep: Class 9 contains 2904 members Mstep: Class 10 contains 4532 members Mstep: Class 11 contains 382 members Mstep: Class 12 contains 654 members Mstep: Class 13 contains 27004 members Mstep: Class 14 contains 1488 members Mstep: Class 15 contains 776 members Mstep: Class 16 contains 450 members Mstep: Class 18 contains 257969 members Mstep: Class 19 contains 746 members Mstep: Class 20 contains 2865 members Mstep: Class 24 contains 350 members Entering Unmasked Estep ConsiderDeletion Score: -15540843.000000 Penalty: 13415.931641 Iteration 79Q: 24 clusters Score -1.554084e+07 nChanged 1140 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 18363 members Mstep: Class 2 contains 1038 members Mstep: Class 3 contains 31754 members Mstep: Class 4 contains 8543 members Mstep: Class 5 contains 348 members Mstep: Class 6 contains 388 members Mstep: Class 7 contains 696 members Mstep: Class 8 contains 1180 members Mstep: Class 9 contains 2878 members Mstep: Class 10 contains 4539 members Mstep: Class 11 contains 382 members Mstep: Class 12 contains 654 members Mstep: Class 13 contains 26794 members Mstep: Class 14 contains 1531 members Mstep: Class 15 contains 776 members Mstep: Class 16 contains 451 members Mstep: Class 17 contains 251 members Mstep: Class 18 contains 258347 members Mstep: Class 19 contains 738 members Mstep: Class 20 contains 2865 members Mstep: Class 21 contains 218 members Mstep: Class 22 contains 6377 members Mstep: Class 24 contains 348 members Entering Unmasked Estep ConsiderDeletion Score: -15540869.000000 Penalty: 13415.931641 Iteration 80F: 24 clusters Score -1.554087e+07 nChanged 654 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 18379 members Mstep: Class 2 contains 1037 members Mstep: Class 3 contains 31685 members Mstep: Class 4 contains 8509 members Mstep: Class 5 contains 345 members Mstep: Class 6 contains 388 members Mstep: Class 7 contains 696 members Mstep: Class 8 contains 1176 members Mstep: Class 9 contains 2857 members Mstep: Class 10 contains 4539 members Mstep: Class 11 contains 381 members Mstep: Class 12 contains 654 members Mstep: Class 13 contains 26653 members Mstep: Class 14 contains 1536 members Mstep: Class 15 contains 776 members Mstep: Class 16 contains 451 members Mstep: Class 17 contains 254 members Mstep: Class 18 contains 258584 members Mstep: Class 19 contains 729 members Mstep: Class 20 contains 2860 members Mstep: Class 21 contains 219 members Mstep: Class 22 contains 6407 members Mstep: Class 24 contains 344 members Entering Unmasked Estep ConsiderDeletion Score: -15540889.000000 Penalty: 13415.931641 Iteration 81Q: 24 clusters Score -1.554089e+07 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 18395 members Mstep: Class 2 contains 1036 members Mstep: Class 3 contains 31656 members Mstep: Class 4 contains 8483 members Mstep: Class 5 contains 345 members Mstep: Class 6 contains 389 members Mstep: Class 7 contains 696 members Mstep: Class 8 contains 1171 members Mstep: Class 9 contains 2838 members Mstep: Class 10 contains 4542 members Mstep: Class 11 contains 379 members Mstep: Class 12 contains 654 members Mstep: Class 13 contains 26569 members Mstep: Class 14 contains 1538 members Mstep: Class 15 contains 778 members Mstep: Class 16 contains 451 members Mstep: Class 17 contains 254 members Mstep: Class 18 contains 258723 members Mstep: Class 19 contains 724 members Mstep: Class 20 contains 2846 members Mstep: Class 21 contains 219 members Mstep: Class 22 contains 6430 members Mstep: Class 24 contains 343 members Entering Unmasked Estep ConsiderDeletion Score: -15540938.000000 Penalty: 13415.931641 Iteration 82Q: 24 clusters Score -1.554094e+07 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 18412 members Mstep: Class 2 contains 1035 members Mstep: Class 3 contains 31643 members Mstep: Class 4 contains 8450 members Mstep: Class 5 contains 345 members Mstep: Class 6 contains 389 members Mstep: Class 7 contains 696 members Mstep: Class 8 contains 1161 members Mstep: Class 9 contains 2825 members Mstep: Class 10 contains 4539 members Mstep: Class 11 contains 378 members Mstep: Class 12 contains 653 members Mstep: Class 13 contains 26526 members Mstep: Class 14 contains 1539 members Mstep: Class 15 contains 782 members Mstep: Class 16 contains 451 members Mstep: Class 17 contains 254 members Mstep: Class 18 contains 258820 members Mstep: Class 19 contains 722 members Mstep: Class 20 contains 2835 members Mstep: Class 21 contains 216 members Mstep: Class 22 contains 6444 members Mstep: Class 24 contains 344 members Entering Unmasked Estep ConsiderDeletion Score: -15540978.000000 Penalty: 13415.931641 Iteration 83Q: 24 clusters Score -1.554098e+07 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 18418 members Mstep: Class 2 contains 1035 members Mstep: Class 3 contains 31643 members Mstep: Class 4 contains 8414 members Mstep: Class 5 contains 345 members Mstep: Class 6 contains 389 members Mstep: Class 7 contains 696 members Mstep: Class 8 contains 1154 members Mstep: Class 9 contains 2813 members Mstep: Class 10 contains 4540 members Mstep: Class 11 contains 378 members Mstep: Class 12 contains 652 members Mstep: Class 13 contains 26494 members Mstep: Class 14 contains 1541 members Mstep: Class 15 contains 782 members Mstep: Class 16 contains 450 members Mstep: Class 17 contains 254 members Mstep: Class 18 contains 258898 members Mstep: Class 19 contains 722 members Mstep: Class 20 contains 2825 members Mstep: Class 21 contains 216 members Mstep: Class 22 contains 6457 members Mstep: Class 24 contains 343 members Entering Unmasked Estep ConsiderDeletion Score: -15540965.000000 Penalty: 13415.931641 Iteration 84Q: 24 clusters Score -1.554096e+07 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 18424 members Mstep: Class 2 contains 1035 members Mstep: Class 3 contains 31636 members Mstep: Class 4 contains 8381 members Mstep: Class 5 contains 345 members Mstep: Class 6 contains 389 members Mstep: Class 7 contains 696 members Mstep: Class 8 contains 1148 members Mstep: Class 9 contains 2801 members Mstep: Class 10 contains 4539 members Mstep: Class 11 contains 378 members Mstep: Class 12 contains 651 members Mstep: Class 13 contains 26470 members Mstep: Class 14 contains 1542 members Mstep: Class 15 contains 782 members Mstep: Class 16 contains 450 members Mstep: Class 17 contains 254 members Mstep: Class 18 contains 258976 members Mstep: Class 19 contains 721 members Mstep: Class 20 contains 2818 members Mstep: Class 21 contains 216 members Mstep: Class 22 contains 6464 members Mstep: Class 24 contains 343 members Entering Unmasked Estep ConsiderDeletion Score: -15541011.000000 Penalty: 13415.931641 Iteration 85Q: 24 clusters Score -1.554101e+07 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 18421 members Mstep: Class 2 contains 1035 members Mstep: Class 3 contains 31637 members Mstep: Class 4 contains 8356 members Mstep: Class 5 contains 345 members Mstep: Class 6 contains 389 members Mstep: Class 7 contains 696 members Mstep: Class 8 contains 1141 members Mstep: Class 9 contains 2792 members Mstep: Class 10 contains 4535 members Mstep: Class 11 contains 378 members Mstep: Class 12 contains 652 members Mstep: Class 13 contains 26462 members Mstep: Class 14 contains 1542 members Mstep: Class 15 contains 782 members Mstep: Class 16 contains 449 members Mstep: Class 17 contains 254 members Mstep: Class 18 contains 259038 members Mstep: Class 19 contains 718 members Mstep: Class 20 contains 2811 members Mstep: Class 21 contains 216 members Mstep: Class 22 contains 6467 members Mstep: Class 24 contains 343 members Entering Unmasked Estep ConsiderDeletion Score: -15541008.000000 Penalty: 13415.931641 Iteration 86Q: 24 clusters Score -1.554101e+07 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 18412 members Mstep: Class 2 contains 1035 members Mstep: Class 3 contains 31637 members Mstep: Class 4 contains 8332 members Mstep: Class 5 contains 345 members Mstep: Class 6 contains 389 members Mstep: Class 7 contains 696 members Mstep: Class 8 contains 1133 members Mstep: Class 9 contains 2779 members Mstep: Class 10 contains 4531 members Mstep: Class 11 contains 378 members Mstep: Class 12 contains 654 members Mstep: Class 13 contains 26469 members Mstep: Class 14 contains 1542 members Mstep: Class 15 contains 782 members Mstep: Class 16 contains 449 members Mstep: Class 17 contains 254 members Mstep: Class 18 contains 259091 members Mstep: Class 19 contains 715 members Mstep: Class 20 contains 2806 members Mstep: Class 21 contains 216 members Mstep: Class 22 contains 6471 members Mstep: Class 24 contains 343 members Entering Unmasked Estep ConsiderDeletion Score: -15541001.000000 Penalty: 13415.931641 Iteration 87Q: 24 clusters Score -1.5541e+07 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 18405 members Mstep: Class 2 contains 1035 members Mstep: Class 3 contains 31639 members Mstep: Class 4 contains 8306 members Mstep: Class 5 contains 345 members Mstep: Class 6 contains 389 members Mstep: Class 7 contains 696 members Mstep: Class 8 contains 1124 members Mstep: Class 9 contains 2773 members Mstep: Class 10 contains 4530 members Mstep: Class 11 contains 378 members Mstep: Class 12 contains 656 members Mstep: Class 13 contains 26462 members Mstep: Class 14 contains 1541 members Mstep: Class 15 contains 782 members Mstep: Class 16 contains 449 members Mstep: Class 17 contains 254 members Mstep: Class 18 contains 259147 members Mstep: Class 19 contains 710 members Mstep: Class 20 contains 2800 members Mstep: Class 21 contains 216 members Mstep: Class 22 contains 6479 members Mstep: Class 24 contains 343 members Entering Unmasked Estep ConsiderDeletion Score: -15540981.000000 Penalty: 13415.931641 Iteration 88Q: 24 clusters Score -1.554098e+07 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 18408 members Mstep: Class 2 contains 1035 members Mstep: Class 3 contains 31643 members Mstep: Class 4 contains 8278 members Mstep: Class 5 contains 345 members Mstep: Class 6 contains 389 members Mstep: Class 7 contains 696 members Mstep: Class 8 contains 1116 members Mstep: Class 9 contains 2773 members Mstep: Class 10 contains 4535 members Mstep: Class 11 contains 378 members Mstep: Class 12 contains 656 members Mstep: Class 13 contains 26456 members Mstep: Class 14 contains 1543 members Mstep: Class 15 contains 782 members Mstep: Class 16 contains 449 members Mstep: Class 17 contains 254 members Mstep: Class 18 contains 259177 members Mstep: Class 19 contains 704 members Mstep: Class 20 contains 2792 members Mstep: Class 21 contains 216 members Mstep: Class 22 contains 6491 members Mstep: Class 24 contains 343 members Entering Unmasked Estep ConsiderDeletion Score: -15540955.000000 Penalty: 13415.931641 Iteration 89Q: 24 clusters Score -1.554096e+07 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 18411 members Mstep: Class 2 contains 1035 members Mstep: Class 3 contains 31642 members Mstep: Class 4 contains 8258 members Mstep: Class 5 contains 345 members Mstep: Class 6 contains 389 members Mstep: Class 7 contains 696 members Mstep: Class 8 contains 1110 members Mstep: Class 9 contains 2768 members Mstep: Class 10 contains 4537 members Mstep: Class 11 contains 378 members Mstep: Class 12 contains 659 members Mstep: Class 13 contains 26451 members Mstep: Class 14 contains 1543 members Mstep: Class 15 contains 782 members Mstep: Class 16 contains 449 members Mstep: Class 17 contains 254 members Mstep: Class 18 contains 259206 members Mstep: Class 19 contains 698 members Mstep: Class 20 contains 2787 members Mstep: Class 21 contains 216 members Mstep: Class 22 contains 6502 members Mstep: Class 24 contains 343 members Entering Unmasked Estep ConsiderDeletion Score: -15540969.000000 Penalty: 13415.931641 Iteration 90Q: 24 clusters Score -1.554097e+07 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 18410 members Mstep: Class 2 contains 1035 members Mstep: Class 3 contains 31640 members Mstep: Class 4 contains 8248 members Mstep: Class 5 contains 345 members Mstep: Class 6 contains 389 members Mstep: Class 7 contains 696 members Mstep: Class 8 contains 1106 members Mstep: Class 9 contains 2761 members Mstep: Class 10 contains 4542 members Mstep: Class 11 contains 378 members Mstep: Class 12 contains 659 members Mstep: Class 13 contains 26448 members Mstep: Class 14 contains 1543 members Mstep: Class 15 contains 782 members Mstep: Class 16 contains 448 members Mstep: Class 17 contains 254 members Mstep: Class 18 contains 259222 members Mstep: Class 19 contains 689 members Mstep: Class 20 contains 2784 members Mstep: Class 21 contains 216 members Mstep: Class 22 contains 6519 members Mstep: Class 24 contains 345 members Entering Unmasked Estep ConsiderDeletion Score: -15540975.000000 Penalty: 13415.931641 Iteration 91Q: 24 clusters Score -1.554098e+07 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 18412 members Mstep: Class 2 contains 1035 members Mstep: Class 3 contains 31640 members Mstep: Class 4 contains 8231 members Mstep: Class 5 contains 345 members Mstep: Class 6 contains 389 members Mstep: Class 7 contains 696 members Mstep: Class 8 contains 1106 members Mstep: Class 9 contains 2757 members Mstep: Class 10 contains 4543 members Mstep: Class 11 contains 378 members Mstep: Class 12 contains 660 members Mstep: Class 13 contains 26452 members Mstep: Class 14 contains 1544 members Mstep: Class 15 contains 782 members Mstep: Class 16 contains 448 members Mstep: Class 17 contains 254 members Mstep: Class 18 contains 259230 members Mstep: Class 19 contains 682 members Mstep: Class 20 contains 2784 members Mstep: Class 21 contains 216 members Mstep: Class 22 contains 6530 members Mstep: Class 24 contains 345 members Entering Unmasked Estep ConsiderDeletion Score: -15540966.000000 Penalty: 13415.931641 Iteration 92Q: 24 clusters Score -1.554097e+07 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 18411 members Mstep: Class 2 contains 1035 members Mstep: Class 3 contains 31638 members Mstep: Class 4 contains 8208 members Mstep: Class 5 contains 345 members Mstep: Class 6 contains 389 members Mstep: Class 7 contains 696 members Mstep: Class 8 contains 1106 members Mstep: Class 9 contains 2755 members Mstep: Class 10 contains 4546 members Mstep: Class 11 contains 378 members Mstep: Class 12 contains 660 members Mstep: Class 13 contains 26454 members Mstep: Class 14 contains 1544 members Mstep: Class 15 contains 782 members Mstep: Class 16 contains 448 members Mstep: Class 17 contains 254 members Mstep: Class 18 contains 259247 members Mstep: Class 19 contains 678 members Mstep: Class 20 contains 2784 members Mstep: Class 21 contains 216 members Mstep: Class 22 contains 6540 members Mstep: Class 24 contains 345 members Entering Unmasked Estep ConsiderDeletion Score: -15540961.000000 Penalty: 13415.931641 Iteration 93Q: 24 clusters Score -1.554096e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 18413 members Mstep: Class 2 contains 1035 members Mstep: Class 3 contains 31639 members Mstep: Class 4 contains 8194 members Mstep: Class 5 contains 345 members Mstep: Class 6 contains 389 members Mstep: Class 7 contains 696 members Mstep: Class 8 contains 1106 members Mstep: Class 9 contains 2752 members Mstep: Class 10 contains 4548 members Mstep: Class 11 contains 378 members Mstep: Class 12 contains 660 members Mstep: Class 13 contains 26459 members Mstep: Class 14 contains 1543 members Mstep: Class 15 contains 782 members Mstep: Class 16 contains 448 members Mstep: Class 17 contains 254 members Mstep: Class 18 contains 259251 members Mstep: Class 19 contains 674 members Mstep: Class 20 contains 2784 members Mstep: Class 21 contains 216 members Mstep: Class 22 contains 6548 members Mstep: Class 24 contains 345 members Entering Unmasked Estep ConsiderDeletion Score: -15540975.000000 Penalty: 13415.931641 Iteration 94Q: 24 clusters Score -1.554098e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 18414 members Mstep: Class 2 contains 1035 members Mstep: Class 3 contains 31640 members Mstep: Class 4 contains 8179 members Mstep: Class 5 contains 345 members Mstep: Class 6 contains 389 members Mstep: Class 7 contains 696 members Mstep: Class 8 contains 1106 members Mstep: Class 9 contains 2749 members Mstep: Class 10 contains 4551 members Mstep: Class 11 contains 378 members Mstep: Class 12 contains 660 members Mstep: Class 13 contains 26468 members Mstep: Class 14 contains 1542 members Mstep: Class 15 contains 782 members Mstep: Class 16 contains 448 members Mstep: Class 17 contains 254 members Mstep: Class 18 contains 259250 members Mstep: Class 19 contains 673 members Mstep: Class 20 contains 2784 members Mstep: Class 21 contains 216 members Mstep: Class 22 contains 6555 members Mstep: Class 24 contains 345 members Entering Unmasked Estep ConsiderDeletion Score: -15540986.000000 Penalty: 13415.931641 Iteration 95Q: 24 clusters Score -1.554099e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 18411 members Mstep: Class 2 contains 1035 members Mstep: Class 3 contains 31638 members Mstep: Class 4 contains 8164 members Mstep: Class 5 contains 345 members Mstep: Class 6 contains 389 members Mstep: Class 7 contains 696 members Mstep: Class 8 contains 1106 members Mstep: Class 9 contains 2746 members Mstep: Class 10 contains 4552 members Mstep: Class 11 contains 378 members Mstep: Class 12 contains 661 members Mstep: Class 13 contains 26478 members Mstep: Class 14 contains 1543 members Mstep: Class 15 contains 782 members Mstep: Class 16 contains 448 members Mstep: Class 17 contains 254 members Mstep: Class 18 contains 259257 members Mstep: Class 19 contains 671 members Mstep: Class 20 contains 2784 members Mstep: Class 21 contains 216 members Mstep: Class 22 contains 6560 members Mstep: Class 24 contains 345 members Entering Unmasked Estep ConsiderDeletion Score: -15540985.000000 Penalty: 13415.931641 Iteration 96Q: 24 clusters Score -1.554098e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 18409 members Mstep: Class 2 contains 1035 members Mstep: Class 3 contains 31638 members Mstep: Class 4 contains 8161 members Mstep: Class 5 contains 345 members Mstep: Class 6 contains 389 members Mstep: Class 7 contains 696 members Mstep: Class 8 contains 1106 members Mstep: Class 9 contains 2745 members Mstep: Class 10 contains 4555 members Mstep: Class 11 contains 378 members Mstep: Class 12 contains 662 members Mstep: Class 13 contains 26484 members Mstep: Class 14 contains 1543 members Mstep: Class 15 contains 782 members Mstep: Class 16 contains 446 members Mstep: Class 17 contains 254 members Mstep: Class 18 contains 259255 members Mstep: Class 19 contains 667 members Mstep: Class 20 contains 2784 members Mstep: Class 21 contains 216 members Mstep: Class 22 contains 6564 members Mstep: Class 24 contains 345 members Entering Unmasked Estep ConsiderDeletion Score: -15540996.000000 Penalty: 13415.931641 Iteration 97Q: 24 clusters Score -1.5541e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 18411 members Mstep: Class 2 contains 1035 members Mstep: Class 3 contains 31638 members Mstep: Class 4 contains 8155 members Mstep: Class 5 contains 345 members Mstep: Class 6 contains 389 members Mstep: Class 7 contains 696 members Mstep: Class 8 contains 1106 members Mstep: Class 9 contains 2742 members Mstep: Class 10 contains 4555 members Mstep: Class 11 contains 378 members Mstep: Class 12 contains 662 members Mstep: Class 13 contains 26494 members Mstep: Class 14 contains 1543 members Mstep: Class 15 contains 782 members Mstep: Class 16 contains 444 members Mstep: Class 17 contains 254 members Mstep: Class 18 contains 259251 members Mstep: Class 19 contains 664 members Mstep: Class 20 contains 2784 members Mstep: Class 21 contains 216 members Mstep: Class 22 contains 6569 members Mstep: Class 24 contains 346 members Entering Unmasked Estep ConsiderDeletion Score: -15541004.000000 Penalty: 13415.931641 Iteration 98Q: 24 clusters Score -1.5541e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 18408 members Mstep: Class 2 contains 1035 members Mstep: Class 3 contains 31638 members Mstep: Class 4 contains 8149 members Mstep: Class 5 contains 345 members Mstep: Class 6 contains 390 members Mstep: Class 7 contains 696 members Mstep: Class 8 contains 1106 members Mstep: Class 9 contains 2739 members Mstep: Class 10 contains 4555 members Mstep: Class 11 contains 378 members Mstep: Class 12 contains 662 members Mstep: Class 13 contains 26504 members Mstep: Class 14 contains 1543 members Mstep: Class 15 contains 782 members Mstep: Class 16 contains 445 members Mstep: Class 17 contains 254 members Mstep: Class 18 contains 259245 members Mstep: Class 19 contains 662 members Mstep: Class 20 contains 2784 members Mstep: Class 21 contains 216 members Mstep: Class 22 contains 6577 members Mstep: Class 24 contains 346 members Entering Unmasked Estep ConsiderDeletion Score: -15540978.000000 Penalty: 13415.931641 Iteration 99Q: 24 clusters Score -1.554098e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 18407 members Mstep: Class 2 contains 1035 members Mstep: Class 3 contains 31638 members Mstep: Class 4 contains 8144 members Mstep: Class 5 contains 345 members Mstep: Class 6 contains 390 members Mstep: Class 7 contains 696 members Mstep: Class 8 contains 1106 members Mstep: Class 9 contains 2734 members Mstep: Class 10 contains 4555 members Mstep: Class 11 contains 378 members Mstep: Class 12 contains 662 members Mstep: Class 13 contains 26520 members Mstep: Class 14 contains 1543 members Mstep: Class 15 contains 782 members Mstep: Class 16 contains 442 members Mstep: Class 17 contains 254 members Mstep: Class 18 contains 259233 members Mstep: Class 19 contains 662 members Mstep: Class 20 contains 2784 members Mstep: Class 21 contains 216 members Mstep: Class 22 contains 6587 members Mstep: Class 24 contains 346 members Entering Unmasked Estep ConsiderDeletion Score: -15540975.000000 Penalty: 13415.931641 Iteration 100F: 24 clusters Score -1.554098e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 18406 members Mstep: Class 2 contains 1035 members Mstep: Class 3 contains 31638 members Mstep: Class 4 contains 8138 members Mstep: Class 5 contains 345 members Mstep: Class 6 contains 390 members Mstep: Class 7 contains 696 members Mstep: Class 8 contains 1106 members Mstep: Class 9 contains 2733 members Mstep: Class 10 contains 4554 members Mstep: Class 11 contains 378 members Mstep: Class 12 contains 662 members Mstep: Class 13 contains 26527 members Mstep: Class 14 contains 1543 members Mstep: Class 15 contains 782 members Mstep: Class 16 contains 443 members Mstep: Class 17 contains 254 members Mstep: Class 18 contains 259220 members Mstep: Class 19 contains 662 members Mstep: Class 20 contains 2784 members Mstep: Class 21 contains 216 members Mstep: Class 22 contains 6601 members Mstep: Class 24 contains 346 members Entering Unmasked Estep ConsiderDeletion Score: -15540993.000000 Penalty: 13415.931641 Iteration 101Q: 24 clusters Score -1.554099e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 18406 members Mstep: Class 2 contains 1035 members Mstep: Class 3 contains 31637 members Mstep: Class 4 contains 8135 members Mstep: Class 5 contains 345 members Mstep: Class 6 contains 390 members Mstep: Class 7 contains 696 members Mstep: Class 8 contains 1105 members Mstep: Class 9 contains 2731 members Mstep: Class 10 contains 4552 members Mstep: Class 11 contains 378 members Mstep: Class 12 contains 662 members Mstep: Class 13 contains 26534 members Mstep: Class 14 contains 1543 members Mstep: Class 15 contains 782 members Mstep: Class 16 contains 442 members Mstep: Class 17 contains 254 members Mstep: Class 18 contains 259212 members Mstep: Class 19 contains 662 members Mstep: Class 20 contains 2784 members Mstep: Class 21 contains 216 members Mstep: Class 22 contains 6612 members Mstep: Class 24 contains 346 members Entering Unmasked Estep ConsiderDeletion Score: -15540992.000000 Penalty: 13415.931641 Iteration 102Q: 24 clusters Score -1.554099e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 18406 members Mstep: Class 2 contains 1035 members Mstep: Class 3 contains 31635 members Mstep: Class 4 contains 8133 members Mstep: Class 5 contains 345 members Mstep: Class 6 contains 390 members Mstep: Class 7 contains 696 members Mstep: Class 8 contains 1105 members Mstep: Class 9 contains 2726 members Mstep: Class 10 contains 4551 members Mstep: Class 11 contains 378 members Mstep: Class 12 contains 662 members Mstep: Class 13 contains 26542 members Mstep: Class 14 contains 1543 members Mstep: Class 15 contains 782 members Mstep: Class 16 contains 441 members Mstep: Class 17 contains 254 members Mstep: Class 18 contains 259200 members Mstep: Class 19 contains 662 members Mstep: Class 20 contains 2784 members Mstep: Class 21 contains 216 members Mstep: Class 22 contains 6627 members Mstep: Class 24 contains 346 members Entering Unmasked Estep ConsiderDeletion Score: -15541005.000000 Penalty: 13415.931641 Iteration 103Q: 24 clusters Score -1.5541e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 18406 members Mstep: Class 2 contains 1035 members Mstep: Class 3 contains 31631 members Mstep: Class 4 contains 8131 members Mstep: Class 5 contains 345 members Mstep: Class 6 contains 390 members Mstep: Class 7 contains 696 members Mstep: Class 8 contains 1106 members Mstep: Class 9 contains 2722 members Mstep: Class 10 contains 4551 members Mstep: Class 11 contains 378 members Mstep: Class 12 contains 662 members Mstep: Class 13 contains 26549 members Mstep: Class 14 contains 1543 members Mstep: Class 15 contains 782 members Mstep: Class 16 contains 440 members Mstep: Class 17 contains 254 members Mstep: Class 18 contains 259184 members Mstep: Class 19 contains 662 members Mstep: Class 20 contains 2784 members Mstep: Class 21 contains 216 members Mstep: Class 22 contains 6646 members Mstep: Class 24 contains 346 members Entering Unmasked Estep ConsiderDeletion Score: -15541035.000000 Penalty: 13415.931641 Iteration 104Q: 24 clusters Score -1.554104e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 18406 members Mstep: Class 2 contains 1035 members Mstep: Class 3 contains 31632 members Mstep: Class 4 contains 8128 members Mstep: Class 5 contains 345 members Mstep: Class 6 contains 390 members Mstep: Class 7 contains 696 members Mstep: Class 8 contains 1105 members Mstep: Class 9 contains 2719 members Mstep: Class 10 contains 4551 members Mstep: Class 11 contains 378 members Mstep: Class 12 contains 662 members Mstep: Class 13 contains 26553 members Mstep: Class 14 contains 1543 members Mstep: Class 15 contains 782 members Mstep: Class 16 contains 437 members Mstep: Class 17 contains 254 members Mstep: Class 18 contains 259174 members Mstep: Class 19 contains 662 members Mstep: Class 20 contains 2784 members Mstep: Class 21 contains 216 members Mstep: Class 22 contains 6661 members Mstep: Class 24 contains 346 members Entering Unmasked Estep ConsiderDeletion Score: -15541031.000000 Penalty: 13415.931641 Iteration 105Q: 24 clusters Score -1.554103e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 18407 members Mstep: Class 2 contains 1035 members Mstep: Class 3 contains 31632 members Mstep: Class 4 contains 8123 members Mstep: Class 5 contains 345 members Mstep: Class 6 contains 390 members Mstep: Class 7 contains 696 members Mstep: Class 8 contains 1104 members Mstep: Class 9 contains 2715 members Mstep: Class 10 contains 4551 members Mstep: Class 11 contains 378 members Mstep: Class 12 contains 662 members Mstep: Class 13 contains 26557 members Mstep: Class 14 contains 1543 members Mstep: Class 15 contains 782 members Mstep: Class 16 contains 435 members Mstep: Class 17 contains 254 members Mstep: Class 18 contains 259168 members Mstep: Class 19 contains 662 members Mstep: Class 20 contains 2784 members Mstep: Class 21 contains 216 members Mstep: Class 22 contains 6674 members Mstep: Class 24 contains 346 members Entering Unmasked Estep ConsiderDeletion Score: -15541051.000000 Penalty: 13415.931641 Iteration 106Q: 24 clusters Score -1.554105e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 18406 members Mstep: Class 2 contains 1035 members Mstep: Class 3 contains 31632 members Mstep: Class 4 contains 8115 members Mstep: Class 5 contains 345 members Mstep: Class 6 contains 390 members Mstep: Class 7 contains 696 members Mstep: Class 8 contains 1106 members Mstep: Class 9 contains 2710 members Mstep: Class 10 contains 4551 members Mstep: Class 11 contains 378 members Mstep: Class 12 contains 662 members Mstep: Class 13 contains 26560 members Mstep: Class 14 contains 1543 members Mstep: Class 15 contains 782 members Mstep: Class 16 contains 434 members Mstep: Class 17 contains 254 members Mstep: Class 18 contains 259170 members Mstep: Class 19 contains 662 members Mstep: Class 20 contains 2784 members Mstep: Class 21 contains 216 members Mstep: Class 22 contains 6682 members Mstep: Class 24 contains 346 members Entering Unmasked Estep ConsiderDeletion Score: -15541048.000000 Penalty: 13415.931641 Iteration 107Q: 24 clusters Score -1.554105e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 18406 members Mstep: Class 2 contains 1035 members Mstep: Class 3 contains 31632 members Mstep: Class 4 contains 8106 members Mstep: Class 5 contains 345 members Mstep: Class 6 contains 390 members Mstep: Class 7 contains 696 members Mstep: Class 8 contains 1107 members Mstep: Class 9 contains 2707 members Mstep: Class 10 contains 4551 members Mstep: Class 11 contains 378 members Mstep: Class 12 contains 662 members Mstep: Class 13 contains 26561 members Mstep: Class 14 contains 1543 members Mstep: Class 15 contains 782 members Mstep: Class 16 contains 434 members Mstep: Class 17 contains 254 members Mstep: Class 18 contains 259171 members Mstep: Class 19 contains 662 members Mstep: Class 20 contains 2784 members Mstep: Class 21 contains 216 members Mstep: Class 22 contains 6691 members Mstep: Class 24 contains 346 members Entering Unmasked Estep ConsiderDeletion Score: -15541048.000000 Penalty: 13415.931641 Iteration 108Q: 24 clusters Score -1.554105e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 18406 members Mstep: Class 2 contains 1035 members Mstep: Class 3 contains 31632 members Mstep: Class 4 contains 8103 members Mstep: Class 5 contains 345 members Mstep: Class 6 contains 390 members Mstep: Class 7 contains 696 members Mstep: Class 8 contains 1107 members Mstep: Class 9 contains 2703 members Mstep: Class 10 contains 4552 members Mstep: Class 11 contains 378 members Mstep: Class 12 contains 662 members Mstep: Class 13 contains 26562 members Mstep: Class 14 contains 1543 members Mstep: Class 15 contains 782 members Mstep: Class 16 contains 434 members Mstep: Class 17 contains 254 members Mstep: Class 18 contains 259172 members Mstep: Class 19 contains 662 members Mstep: Class 20 contains 2784 members Mstep: Class 21 contains 216 members Mstep: Class 22 contains 6695 members Mstep: Class 24 contains 346 members Entering Unmasked Estep ConsiderDeletion Score: -15541059.000000 Penalty: 13415.931641 Iteration 109Q: 24 clusters Score -1.554106e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 18405 members Mstep: Class 2 contains 1035 members Mstep: Class 3 contains 31632 members Mstep: Class 4 contains 8099 members Mstep: Class 5 contains 345 members Mstep: Class 6 contains 390 members Mstep: Class 7 contains 696 members Mstep: Class 8 contains 1107 members Mstep: Class 9 contains 2702 members Mstep: Class 10 contains 4552 members Mstep: Class 11 contains 378 members Mstep: Class 12 contains 662 members Mstep: Class 13 contains 26564 members Mstep: Class 14 contains 1543 members Mstep: Class 15 contains 782 members Mstep: Class 16 contains 434 members Mstep: Class 17 contains 254 members Mstep: Class 18 contains 259172 members Mstep: Class 19 contains 662 members Mstep: Class 20 contains 2784 members Mstep: Class 21 contains 216 members Mstep: Class 22 contains 6699 members Mstep: Class 24 contains 346 members Entering Unmasked Estep ConsiderDeletion Score: -15541059.000000 Penalty: 13415.931641 Iteration 110Q: 24 clusters Score -1.554106e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 18405 members Mstep: Class 2 contains 1035 members Mstep: Class 3 contains 31632 members Mstep: Class 4 contains 8090 members Mstep: Class 5 contains 345 members Mstep: Class 6 contains 390 members Mstep: Class 7 contains 696 members Mstep: Class 8 contains 1107 members Mstep: Class 9 contains 2701 members Mstep: Class 10 contains 4552 members Mstep: Class 11 contains 378 members Mstep: Class 12 contains 662 members Mstep: Class 13 contains 26564 members Mstep: Class 14 contains 1543 members Mstep: Class 15 contains 782 members Mstep: Class 16 contains 434 members Mstep: Class 17 contains 254 members Mstep: Class 18 contains 259177 members Mstep: Class 19 contains 662 members Mstep: Class 20 contains 2784 members Mstep: Class 21 contains 216 members Mstep: Class 22 contains 6704 members Mstep: Class 24 contains 346 members Entering Unmasked Estep ConsiderDeletion Score: -15541063.000000 Penalty: 13415.931641 Iteration 111Q: 24 clusters Score -1.554106e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 18405 members Mstep: Class 2 contains 1035 members Mstep: Class 3 contains 31631 members Mstep: Class 4 contains 8082 members Mstep: Class 5 contains 345 members Mstep: Class 6 contains 390 members Mstep: Class 7 contains 696 members Mstep: Class 8 contains 1107 members Mstep: Class 9 contains 2701 members Mstep: Class 10 contains 4552 members Mstep: Class 11 contains 378 members Mstep: Class 12 contains 662 members Mstep: Class 13 contains 26565 members Mstep: Class 14 contains 1543 members Mstep: Class 15 contains 782 members Mstep: Class 16 contains 434 members Mstep: Class 17 contains 254 members Mstep: Class 18 contains 259178 members Mstep: Class 19 contains 662 members Mstep: Class 20 contains 2784 members Mstep: Class 21 contains 216 members Mstep: Class 22 contains 6711 members Mstep: Class 24 contains 346 members Entering Unmasked Estep ConsiderDeletion Score: -15541055.000000 Penalty: 13415.931641 Iteration 112Q: 24 clusters Score -1.554106e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 18404 members Mstep: Class 2 contains 1035 members Mstep: Class 3 contains 31632 members Mstep: Class 4 contains 8076 members Mstep: Class 5 contains 345 members Mstep: Class 6 contains 390 members Mstep: Class 7 contains 696 members Mstep: Class 8 contains 1107 members Mstep: Class 9 contains 2701 members Mstep: Class 10 contains 4552 members Mstep: Class 11 contains 378 members Mstep: Class 12 contains 662 members Mstep: Class 13 contains 26569 members Mstep: Class 14 contains 1543 members Mstep: Class 15 contains 782 members Mstep: Class 16 contains 434 members Mstep: Class 17 contains 254 members Mstep: Class 18 contains 259174 members Mstep: Class 19 contains 662 members Mstep: Class 20 contains 2784 members Mstep: Class 21 contains 216 members Mstep: Class 22 contains 6717 members Mstep: Class 24 contains 346 members Entering Unmasked Estep ConsiderDeletion Score: -15541067.000000 Penalty: 13415.931641 Iteration 113Q: 24 clusters Score -1.554107e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 18403 members Mstep: Class 2 contains 1035 members Mstep: Class 3 contains 31634 members Mstep: Class 4 contains 8068 members Mstep: Class 5 contains 345 members Mstep: Class 6 contains 390 members Mstep: Class 7 contains 696 members Mstep: Class 8 contains 1107 members Mstep: Class 9 contains 2701 members Mstep: Class 10 contains 4552 members Mstep: Class 11 contains 378 members Mstep: Class 12 contains 662 members Mstep: Class 13 contains 26570 members Mstep: Class 14 contains 1543 members Mstep: Class 15 contains 782 members Mstep: Class 16 contains 434 members Mstep: Class 17 contains 254 members Mstep: Class 18 contains 259174 members Mstep: Class 19 contains 662 members Mstep: Class 20 contains 2784 members Mstep: Class 21 contains 216 members Mstep: Class 22 contains 6723 members Mstep: Class 24 contains 346 members Entering Unmasked Estep ConsiderDeletion Score: -15541065.000000 Penalty: 13415.931641 Iteration 114Q: 24 clusters Score -1.554106e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 18403 members Mstep: Class 2 contains 1035 members Mstep: Class 3 contains 31634 members Mstep: Class 4 contains 8058 members Mstep: Class 5 contains 345 members Mstep: Class 6 contains 390 members Mstep: Class 7 contains 696 members Mstep: Class 8 contains 1107 members Mstep: Class 9 contains 2700 members Mstep: Class 10 contains 4552 members Mstep: Class 11 contains 378 members Mstep: Class 12 contains 662 members Mstep: Class 13 contains 26568 members Mstep: Class 14 contains 1543 members Mstep: Class 15 contains 782 members Mstep: Class 16 contains 434 members Mstep: Class 17 contains 254 members Mstep: Class 18 contains 259175 members Mstep: Class 19 contains 662 members Mstep: Class 20 contains 2784 members Mstep: Class 21 contains 216 members Mstep: Class 22 contains 6735 members Mstep: Class 24 contains 346 members Entering Unmasked Estep ConsiderDeletion Score: -15541065.000000 Penalty: 13415.931641 Iteration 115Q: 24 clusters Score -1.554106e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 18407 members Mstep: Class 2 contains 1035 members Mstep: Class 3 contains 31634 members Mstep: Class 4 contains 8051 members Mstep: Class 5 contains 345 members Mstep: Class 6 contains 390 members Mstep: Class 7 contains 696 members Mstep: Class 8 contains 1107 members Mstep: Class 9 contains 2698 members Mstep: Class 10 contains 4552 members Mstep: Class 11 contains 378 members Mstep: Class 12 contains 662 members Mstep: Class 13 contains 26567 members Mstep: Class 14 contains 1543 members Mstep: Class 15 contains 782 members Mstep: Class 16 contains 434 members Mstep: Class 17 contains 254 members Mstep: Class 18 contains 259171 members Mstep: Class 19 contains 662 members Mstep: Class 20 contains 2784 members Mstep: Class 21 contains 216 members Mstep: Class 22 contains 6745 members Mstep: Class 24 contains 346 members Entering Unmasked Estep ConsiderDeletion Score: -15541078.000000 Penalty: 13415.931641 Iteration 116Q: 24 clusters Score -1.554108e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 18408 members Mstep: Class 2 contains 1035 members Mstep: Class 3 contains 31635 members Mstep: Class 4 contains 8049 members Mstep: Class 5 contains 345 members Mstep: Class 6 contains 390 members Mstep: Class 7 contains 696 members Mstep: Class 8 contains 1107 members Mstep: Class 9 contains 2695 members Mstep: Class 10 contains 4552 members Mstep: Class 11 contains 378 members Mstep: Class 12 contains 662 members Mstep: Class 13 contains 26567 members Mstep: Class 14 contains 1543 members Mstep: Class 15 contains 782 members Mstep: Class 16 contains 434 members Mstep: Class 17 contains 254 members Mstep: Class 18 contains 259167 members Mstep: Class 19 contains 662 members Mstep: Class 20 contains 2784 members Mstep: Class 21 contains 216 members Mstep: Class 22 contains 6752 members Mstep: Class 24 contains 346 members Entering Unmasked Estep ConsiderDeletion Score: -15541076.000000 Penalty: 13415.931641 Iteration 117Q: 24 clusters Score -1.554108e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 18406 members Mstep: Class 2 contains 1035 members Mstep: Class 3 contains 31635 members Mstep: Class 4 contains 8047 members Mstep: Class 5 contains 345 members Mstep: Class 6 contains 390 members Mstep: Class 7 contains 696 members Mstep: Class 8 contains 1107 members Mstep: Class 9 contains 2691 members Mstep: Class 10 contains 4552 members Mstep: Class 11 contains 378 members Mstep: Class 12 contains 662 members Mstep: Class 13 contains 26564 members Mstep: Class 14 contains 1543 members Mstep: Class 15 contains 782 members Mstep: Class 16 contains 434 members Mstep: Class 17 contains 254 members Mstep: Class 18 contains 259172 members Mstep: Class 19 contains 662 members Mstep: Class 20 contains 2784 members Mstep: Class 21 contains 216 members Mstep: Class 22 contains 6758 members Mstep: Class 24 contains 346 members Entering Unmasked Estep ConsiderDeletion Score: -15541094.000000 Penalty: 13415.931641 Iteration 118Q: 24 clusters Score -1.554109e+07 nChanged 33 Entering ConstructFrom: Score: -15541094.000000 Penalty: 13415.931641 Entering ConstructFrom: Trying to split cluster 1 (18404 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18404 members Entering Unmasked Estep Score: -839992.062500 Penalty: 446.824707 Iteration 0F: 2 clusters Score -839992.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9131 members Mstep: Class 2 contains 9273 members Entering Unmasked Estep Score: -827782.437500 Penalty: 893.649414 Iteration 0F: 3 clusters Score -827782.4 nChanged 8663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9192 members Mstep: Class 2 contains 9212 members Entering Unmasked Estep Score: -833533.312500 Penalty: 893.649414 Iteration 1F: 3 clusters Score -833533.3 nChanged 1407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9327 members Mstep: Class 2 contains 9077 members Entering Unmasked Estep Score: -834639.187500 Penalty: 893.649414 Iteration 2F: 3 clusters Score -834639.2 nChanged 1528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9497 members Mstep: Class 2 contains 8907 members Entering Unmasked Estep Score: -835993.125000 Penalty: 893.649414 Iteration 3F: 3 clusters Score -835993.1 nChanged 1420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9679 members Mstep: Class 2 contains 8725 members Entering Unmasked Estep Score: -837167.437500 Penalty: 893.649414 Iteration 4F: 3 clusters Score -837167.4 nChanged 1053 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9876 members Mstep: Class 2 contains 8528 members Entering Unmasked Estep Score: -837811.750000 Penalty: 893.649414 Iteration 5F: 3 clusters Score -837811.8 nChanged 676 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10028 members Mstep: Class 2 contains 8376 members Entering Unmasked Estep Score: -838042.312500 Penalty: 893.649414 Iteration 6Q: 3 clusters Score -838042.3 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10169 members Mstep: Class 2 contains 8235 members Entering Unmasked Estep Score: -838131.125000 Penalty: 893.649414 Iteration 7Q: 3 clusters Score -838131.1 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10300 members Mstep: Class 2 contains 8104 members Entering Unmasked Estep Score: -838192.375000 Penalty: 893.649414 Iteration 8Q: 3 clusters Score -838192.4 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10430 members Mstep: Class 2 contains 7974 members Entering Unmasked Estep Score: -838228.687500 Penalty: 893.649414 Iteration 9Q: 3 clusters Score -838228.7 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10548 members Mstep: Class 2 contains 7856 members Entering Unmasked Estep Score: -838259.125000 Penalty: 893.649414 Iteration 10Q: 3 clusters Score -838259.1 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10673 members Mstep: Class 2 contains 7731 members Entering Unmasked Estep Score: -838290.625000 Penalty: 893.649414 Iteration 11Q: 3 clusters Score -838290.6 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10778 members Mstep: Class 2 contains 7626 members Entering Unmasked Estep Score: -838314.250000 Penalty: 893.649414 Iteration 12Q: 3 clusters Score -838314.2 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10877 members Mstep: Class 2 contains 7527 members Entering Unmasked Estep Score: -838339.125000 Penalty: 893.649414 Iteration 13Q: 3 clusters Score -838339.1 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10976 members Mstep: Class 2 contains 7428 members Entering Unmasked Estep Score: -838351.875000 Penalty: 893.649414 Iteration 14Q: 3 clusters Score -838351.9 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11088 members Mstep: Class 2 contains 7316 members Entering Unmasked Estep Score: -838370.812500 Penalty: 893.649414 Iteration 15Q: 3 clusters Score -838370.8 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11194 members Mstep: Class 2 contains 7210 members Entering Unmasked Estep Score: -838387.125000 Penalty: 893.649414 Iteration 16Q: 3 clusters Score -838387.1 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11300 members Mstep: Class 2 contains 7104 members Entering Unmasked Estep Score: -838399.437500 Penalty: 893.649414 Iteration 17Q: 3 clusters Score -838399.4 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11385 members Mstep: Class 2 contains 7019 members Entering Unmasked Estep Score: -838411.562500 Penalty: 893.649414 Iteration 18Q: 3 clusters Score -838411.6 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11474 members Mstep: Class 2 contains 6930 members Entering Unmasked Estep Score: -838424.062500 Penalty: 893.649414 Iteration 19Q: 3 clusters Score -838424.1 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11565 members Mstep: Class 2 contains 6839 members Entering Unmasked Estep Score: -838430.875000 Penalty: 893.649414 Iteration 20F: 3 clusters Score -838430.9 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11654 members Mstep: Class 2 contains 6750 members Entering Unmasked Estep Score: -838438.875000 Penalty: 893.649414 Iteration 21Q: 3 clusters Score -838438.9 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11751 members Mstep: Class 2 contains 6653 members Entering Unmasked Estep Score: -838449.000000 Penalty: 893.649414 Iteration 22Q: 3 clusters Score -838449 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11854 members Mstep: Class 2 contains 6550 members Entering Unmasked Estep Score: -838467.875000 Penalty: 893.649414 Iteration 23Q: 3 clusters Score -838467.9 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11955 members Mstep: Class 2 contains 6449 members Entering Unmasked Estep Score: -838485.937500 Penalty: 893.649414 Iteration 24Q: 3 clusters Score -838485.9 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12066 members Mstep: Class 2 contains 6338 members Entering Unmasked Estep Score: -838502.000000 Penalty: 893.649414 Iteration 25Q: 3 clusters Score -838502 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12184 members Mstep: Class 2 contains 6220 members Entering Unmasked Estep Score: -838525.625000 Penalty: 893.649414 Iteration 26Q: 3 clusters Score -838525.6 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12312 members Mstep: Class 2 contains 6092 members Entering Unmasked Estep Score: -838549.875000 Penalty: 893.649414 Iteration 27Q: 3 clusters Score -838549.9 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12446 members Mstep: Class 2 contains 5958 members Entering Unmasked Estep Score: -838578.125000 Penalty: 893.649414 Iteration 28Q: 3 clusters Score -838578.1 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12589 members Mstep: Class 2 contains 5815 members Entering Unmasked Estep Score: -838599.312500 Penalty: 893.649414 Iteration 29Q: 3 clusters Score -838599.3 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12729 members Mstep: Class 2 contains 5675 members Entering Unmasked Estep Score: -838623.250000 Penalty: 893.649414 Iteration 30Q: 3 clusters Score -838623.2 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12856 members Mstep: Class 2 contains 5548 members Entering Unmasked Estep Score: -838646.625000 Penalty: 893.649414 Iteration 31Q: 3 clusters Score -838646.6 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13011 members Mstep: Class 2 contains 5393 members Entering Unmasked Estep Score: -838677.562500 Penalty: 893.649414 Iteration 32Q: 3 clusters Score -838677.6 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13155 members Mstep: Class 2 contains 5249 members Entering Unmasked Estep Score: -838701.062500 Penalty: 893.649414 Iteration 33Q: 3 clusters Score -838701.1 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13298 members Mstep: Class 2 contains 5106 members Entering Unmasked Estep Score: -838730.875000 Penalty: 893.649414 Iteration 34Q: 3 clusters Score -838730.9 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13478 members Mstep: Class 2 contains 4926 members Entering Unmasked Estep Score: -838772.687500 Penalty: 893.649414 Iteration 35Q: 3 clusters Score -838772.7 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13655 members Mstep: Class 2 contains 4749 members Entering Unmasked Estep Score: -838807.812500 Penalty: 893.649414 Iteration 36Q: 3 clusters Score -838807.8 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13814 members Mstep: Class 2 contains 4590 members Entering Unmasked Estep Score: -838836.500000 Penalty: 893.649414 Iteration 37Q: 3 clusters Score -838836.5 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13966 members Mstep: Class 2 contains 4438 members Entering Unmasked Estep Score: -838862.812500 Penalty: 893.649414 Iteration 38Q: 3 clusters Score -838862.8 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14096 members Mstep: Class 2 contains 4308 members Entering Unmasked Estep Score: -838889.250000 Penalty: 893.649414 Iteration 39Q: 3 clusters Score -838889.2 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14225 members Mstep: Class 2 contains 4179 members Entering Unmasked Estep Score: -838909.875000 Penalty: 893.649414 Iteration 40F: 3 clusters Score -838909.9 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14366 members Mstep: Class 2 contains 4038 members Entering Unmasked Estep Score: -838935.562500 Penalty: 893.649414 Iteration 41Q: 3 clusters Score -838935.6 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14490 members Mstep: Class 2 contains 3914 members Entering Unmasked Estep Score: -838954.187500 Penalty: 893.649414 Iteration 42Q: 3 clusters Score -838954.2 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14592 members Mstep: Class 2 contains 3812 members Entering Unmasked Estep Score: -838971.062500 Penalty: 893.649414 Iteration 43Q: 3 clusters Score -838971.1 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14707 members Mstep: Class 2 contains 3697 members Entering Unmasked Estep Score: -838985.750000 Penalty: 893.649414 Iteration 44Q: 3 clusters Score -838985.8 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14807 members Mstep: Class 2 contains 3597 members Entering Unmasked Estep Score: -839003.750000 Penalty: 893.649414 Iteration 45Q: 3 clusters Score -839003.8 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14913 members Mstep: Class 2 contains 3491 members Entering Unmasked Estep Score: -839015.312500 Penalty: 893.649414 Iteration 46Q: 3 clusters Score -839015.3 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15023 members Mstep: Class 2 contains 3381 members Entering Unmasked Estep Score: -839038.812500 Penalty: 893.649414 Iteration 47Q: 3 clusters Score -839038.8 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15123 members Mstep: Class 2 contains 3281 members Entering Unmasked Estep Score: -839055.437500 Penalty: 893.649414 Iteration 48Q: 3 clusters Score -839055.4 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15221 members Mstep: Class 2 contains 3183 members Entering Unmasked Estep Score: -839066.437500 Penalty: 893.649414 Iteration 49Q: 3 clusters Score -839066.4 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15324 members Mstep: Class 2 contains 3080 members Entering Unmasked Estep Score: -839083.375000 Penalty: 893.649414 Iteration 50Q: 3 clusters Score -839083.4 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15442 members Mstep: Class 2 contains 2962 members Entering Unmasked Estep Score: -839103.312500 Penalty: 893.649414 Iteration 51Q: 3 clusters Score -839103.3 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15555 members Mstep: Class 2 contains 2849 members Entering Unmasked Estep Score: -839126.500000 Penalty: 893.649414 Iteration 52Q: 3 clusters Score -839126.5 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15673 members Mstep: Class 2 contains 2731 members Entering Unmasked Estep Score: -839155.125000 Penalty: 893.649414 Iteration 53Q: 3 clusters Score -839155.1 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15790 members Mstep: Class 2 contains 2614 members Entering Unmasked Estep Score: -839179.750000 Penalty: 893.649414 Iteration 54Q: 3 clusters Score -839179.8 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15911 members Mstep: Class 2 contains 2493 members Entering Unmasked Estep Score: -839209.375000 Penalty: 893.649414 Iteration 55Q: 3 clusters Score -839209.4 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16027 members Mstep: Class 2 contains 2377 members Entering Unmasked Estep Score: -839234.125000 Penalty: 893.649414 Iteration 56Q: 3 clusters Score -839234.1 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16124 members Mstep: Class 2 contains 2280 members Entering Unmasked Estep Score: -839256.250000 Penalty: 893.649414 Iteration 57Q: 3 clusters Score -839256.2 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16223 members Mstep: Class 2 contains 2181 members Entering Unmasked Estep Score: -839281.812500 Penalty: 893.649414 Iteration 58Q: 3 clusters Score -839281.8 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16325 members Mstep: Class 2 contains 2079 members Entering Unmasked Estep Score: -839315.312500 Penalty: 893.649414 Iteration 59Q: 3 clusters Score -839315.3 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16430 members Mstep: Class 2 contains 1974 members Entering Unmasked Estep Score: -839348.187500 Penalty: 893.649414 Iteration 60F: 3 clusters Score -839348.2 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16536 members Mstep: Class 2 contains 1868 members Entering Unmasked Estep Score: -839382.437500 Penalty: 893.649414 Iteration 61Q: 3 clusters Score -839382.4 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16642 members Mstep: Class 2 contains 1762 members Entering Unmasked Estep Score: -839422.875000 Penalty: 893.649414 Iteration 62Q: 3 clusters Score -839422.9 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16756 members Mstep: Class 2 contains 1648 members Entering Unmasked Estep Score: -839468.687500 Penalty: 893.649414 Iteration 63Q: 3 clusters Score -839468.7 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16855 members Mstep: Class 2 contains 1549 members Entering Unmasked Estep Score: -839513.812500 Penalty: 893.649414 Iteration 64Q: 3 clusters Score -839513.8 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16944 members Mstep: Class 2 contains 1460 members Entering Unmasked Estep Score: -839551.187500 Penalty: 893.649414 Iteration 65Q: 3 clusters Score -839551.2 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17029 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -839588.812500 Penalty: 893.649414 Iteration 66Q: 3 clusters Score -839588.8 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17099 members Mstep: Class 2 contains 1305 members Entering Unmasked Estep Score: -839619.875000 Penalty: 893.649414 Iteration 67Q: 3 clusters Score -839619.9 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17169 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -839653.812500 Penalty: 893.649414 Iteration 68Q: 3 clusters Score -839653.8 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17245 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -839695.750000 Penalty: 893.649414 Iteration 69Q: 3 clusters Score -839695.8 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17309 members Mstep: Class 2 contains 1095 members Entering Unmasked Estep Score: -839722.500000 Penalty: 893.649414 Iteration 70Q: 3 clusters Score -839722.5 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17359 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -839745.125000 Penalty: 893.649414 Iteration 71Q: 3 clusters Score -839745.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17396 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -839760.062500 Penalty: 893.649414 Iteration 72Q: 3 clusters Score -839760.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17418 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -839772.687500 Penalty: 893.649414 Iteration 73Q: 3 clusters Score -839772.7 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17450 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: -839782.312500 Penalty: 893.649414 Iteration 74Q: 3 clusters Score -839782.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17473 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -839789.000000 Penalty: 893.649414 Iteration 75Q: 3 clusters Score -839789 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17496 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -839794.750000 Penalty: 893.649414 Iteration 76Q: 3 clusters Score -839794.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17529 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -839803.500000 Penalty: 893.649414 Iteration 77Q: 3 clusters Score -839803.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17561 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -839810.375000 Penalty: 893.649414 Iteration 78Q: 3 clusters Score -839810.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17580 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -839813.875000 Penalty: 893.649414 Iteration 79Q: 3 clusters Score -839813.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17598 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -839820.437500 Penalty: 893.649414 Iteration 80F: 3 clusters Score -839820.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17612 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -839820.500000 Penalty: 893.649414 Iteration 81Q: 3 clusters Score -839820.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17623 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -839822.500000 Penalty: 893.649414 Iteration 82Q: 3 clusters Score -839822.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17632 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -839824.687500 Penalty: 893.649414 Iteration 83Q: 3 clusters Score -839824.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17636 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -839826.000000 Penalty: 893.649414 Iteration 84Q: 3 clusters Score -839826 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17646 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -839828.625000 Penalty: 893.649414 Iteration 85Q: 3 clusters Score -839828.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17658 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -839831.250000 Penalty: 893.649414 Iteration 86Q: 3 clusters Score -839831.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17663 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -839833.000000 Penalty: 893.649414 Iteration 87Q: 3 clusters Score -839833 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17666 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -839832.250000 Penalty: 893.649414 Iteration 88Q: 3 clusters Score -839832.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17670 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -839831.437500 Penalty: 893.649414 Iteration 89Q: 3 clusters Score -839831.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17673 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -839831.812500 Penalty: 893.649414 Iteration 90Q: 3 clusters Score -839831.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17679 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -839832.750000 Penalty: 893.649414 Iteration 91Q: 3 clusters Score -839832.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17685 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -839834.312500 Penalty: 893.649414 Iteration 92Q: 3 clusters Score -839834.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17696 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -839837.750000 Penalty: 893.649414 Iteration 93Q: 3 clusters Score -839837.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17709 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -839840.625000 Penalty: 893.649414 Iteration 94Q: 3 clusters Score -839840.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17715 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -839842.562500 Penalty: 893.649414 Iteration 95Q: 3 clusters Score -839842.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17722 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -839842.812500 Penalty: 893.649414 Iteration 96Q: 3 clusters Score -839842.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17725 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -839845.187500 Penalty: 893.649414 Iteration 97Q: 3 clusters Score -839845.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17728 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -839845.750000 Penalty: 893.649414 Iteration 98Q: 3 clusters Score -839845.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17730 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -839845.875000 Penalty: 893.649414 Iteration 99Q: 3 clusters Score -839845.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17734 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -839845.750000 Penalty: 893.649414 Iteration 100F: 3 clusters Score -839845.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17735 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -839845.500000 Penalty: 893.649414 Iteration 101Q: 3 clusters Score -839845.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17737 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -839846.437500 Penalty: 893.649414 Iteration 102Q: 3 clusters Score -839846.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17743 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -839845.062500 Penalty: 893.649414 Iteration 103Q: 3 clusters Score -839845.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17745 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -839845.125000 Penalty: 893.649414 Iteration 104Q: 3 clusters Score -839845.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17748 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -839844.437500 Penalty: 893.649414 Iteration 105Q: 3 clusters Score -839844.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17748 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -839844.437500 Penalty: 893.649414 Iteration 106F: 3 clusters Score -839844.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (1035 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Entering Unmasked Estep Score: -47379.660156 Penalty: 315.868134 Iteration 0F: 2 clusters Score -47379.66 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -46566.226562 Penalty: 631.736267 Iteration 0F: 3 clusters Score -46566.23 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -46791.476562 Penalty: 631.736267 Iteration 1F: 3 clusters Score -46791.48 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -46826.554688 Penalty: 631.736267 Iteration 2F: 3 clusters Score -46826.55 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -46848.882812 Penalty: 631.736267 Iteration 3Q: 3 clusters Score -46848.88 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -46868.632812 Penalty: 631.736267 Iteration 4Q: 3 clusters Score -46868.63 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -46881.734375 Penalty: 631.736267 Iteration 5Q: 3 clusters Score -46881.73 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -46892.015625 Penalty: 631.736267 Iteration 6Q: 3 clusters Score -46892.02 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -46906.355469 Penalty: 631.736267 Iteration 7Q: 3 clusters Score -46906.36 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -46914.308594 Penalty: 631.736267 Iteration 8Q: 3 clusters Score -46914.31 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -46921.066406 Penalty: 631.736267 Iteration 9Q: 3 clusters Score -46921.07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -46927.894531 Penalty: 631.736267 Iteration 10Q: 3 clusters Score -46927.89 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -46936.097656 Penalty: 631.736267 Iteration 11Q: 3 clusters Score -46936.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -46943.343750 Penalty: 631.736267 Iteration 12Q: 3 clusters Score -46943.34 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -46950.597656 Penalty: 631.736267 Iteration 13Q: 3 clusters Score -46950.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -46968.597656 Penalty: 631.736267 Iteration 14Q: 3 clusters Score -46968.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -46992.917969 Penalty: 631.736267 Iteration 15Q: 3 clusters Score -46992.92 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -47009.660156 Penalty: 631.736267 Iteration 16Q: 3 clusters Score -47009.66 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -47016.156250 Penalty: 631.736267 Iteration 17Q: 3 clusters Score -47016.16 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -47025.808594 Penalty: 631.736267 Iteration 18Q: 3 clusters Score -47025.81 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -47030.460938 Penalty: 631.736267 Iteration 19Q: 3 clusters Score -47030.46 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -47037.316406 Penalty: 631.736267 Iteration 20F: 3 clusters Score -47037.32 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -47040.191406 Penalty: 631.736267 Iteration 21Q: 3 clusters Score -47040.19 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -47043.277344 Penalty: 631.736267 Iteration 22Q: 3 clusters Score -47043.28 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -47047.476562 Penalty: 631.736267 Iteration 23Q: 3 clusters Score -47047.48 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -47051.007812 Penalty: 631.736267 Iteration 24Q: 3 clusters Score -47051.01 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -47052.882812 Penalty: 631.736267 Iteration 25Q: 3 clusters Score -47052.88 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -47057.058594 Penalty: 631.736267 Iteration 26Q: 3 clusters Score -47057.06 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -47059.792969 Penalty: 631.736267 Iteration 27Q: 3 clusters Score -47059.79 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -47062.113281 Penalty: 631.736267 Iteration 28Q: 3 clusters Score -47062.11 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -47065.394531 Penalty: 631.736267 Iteration 29Q: 3 clusters Score -47065.39 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -47071.113281 Penalty: 631.736267 Iteration 30Q: 3 clusters Score -47071.11 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -47074.394531 Penalty: 631.736267 Iteration 31Q: 3 clusters Score -47074.39 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -47081.390625 Penalty: 631.736267 Iteration 32Q: 3 clusters Score -47081.39 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -47086.546875 Penalty: 631.736267 Iteration 33Q: 3 clusters Score -47086.55 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -47089.425781 Penalty: 631.736267 Iteration 34Q: 3 clusters Score -47089.43 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -47093.132812 Penalty: 631.736267 Iteration 35Q: 3 clusters Score -47093.13 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -47096.230469 Penalty: 631.736267 Iteration 36Q: 3 clusters Score -47096.23 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -47096.968750 Penalty: 631.736267 Iteration 37Q: 3 clusters Score -47096.97 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -47099.777344 Penalty: 631.736267 Iteration 38Q: 3 clusters Score -47099.78 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -47100.882812 Penalty: 631.736267 Iteration 39Q: 3 clusters Score -47100.88 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -47101.609375 Penalty: 631.736267 Iteration 40F: 3 clusters Score -47101.61 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -47102.921875 Penalty: 631.736267 Iteration 41Q: 3 clusters Score -47102.92 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -47104.632812 Penalty: 631.736267 Iteration 42Q: 3 clusters Score -47104.63 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -47104.632812 Penalty: 631.736267 Iteration 43F: 3 clusters Score -47104.63 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (31633 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31633 members Entering Unmasked Estep Score: -1391636.750000 Penalty: 471.469025 Iteration 0F: 2 clusters Score -1391637 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15819 members Mstep: Class 2 contains 15814 members Entering Unmasked Estep Score: -1370463.875000 Penalty: 942.938049 Iteration 0F: 3 clusters Score -1370464 nChanged 15089 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15474 members Mstep: Class 2 contains 16159 members Entering Unmasked Estep Score: -1379576.875000 Penalty: 942.938049 Iteration 1F: 3 clusters Score -1379577 nChanged 1229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15477 members Mstep: Class 2 contains 16156 members Entering Unmasked Estep Score: -1379982.750000 Penalty: 942.938049 Iteration 2Q: 3 clusters Score -1379983 nChanged 1354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15535 members Mstep: Class 2 contains 16098 members Entering Unmasked Estep Score: -1380521.750000 Penalty: 942.938049 Iteration 3Q: 3 clusters Score -1380522 nChanged 1556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15675 members Mstep: Class 2 contains 15958 members Entering Unmasked Estep Score: -1381236.875000 Penalty: 942.938049 Iteration 4Q: 3 clusters Score -1381237 nChanged 1782 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15877 members Mstep: Class 2 contains 15756 members Entering Unmasked Estep Score: -1382132.500000 Penalty: 942.938049 Iteration 5F: 3 clusters Score -1382132 nChanged 1769 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16010 members Mstep: Class 2 contains 15623 members Entering Unmasked Estep Score: -1382989.750000 Penalty: 942.938049 Iteration 6F: 3 clusters Score -1382990 nChanged 1543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15971 members Mstep: Class 2 contains 15662 members Entering Unmasked Estep Score: -1383657.375000 Penalty: 942.938049 Iteration 7Q: 3 clusters Score -1383657 nChanged 1260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15747 members Mstep: Class 2 contains 15886 members Entering Unmasked Estep Score: -1384134.375000 Penalty: 942.938049 Iteration 8Q: 3 clusters Score -1384134 nChanged 1018 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15345 members Mstep: Class 2 contains 16288 members Entering Unmasked Estep Score: -1384476.125000 Penalty: 942.938049 Iteration 9Q: 3 clusters Score -1384476 nChanged 818 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14827 members Mstep: Class 2 contains 16806 members Entering Unmasked Estep Score: -1384746.125000 Penalty: 942.938049 Iteration 10Q: 3 clusters Score -1384746 nChanged 759 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14188 members Mstep: Class 2 contains 17445 members Entering Unmasked Estep Score: -1384982.625000 Penalty: 942.938049 Iteration 11Q: 3 clusters Score -1384983 nChanged 786 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13450 members Mstep: Class 2 contains 18183 members Entering Unmasked Estep Score: -1385247.875000 Penalty: 942.938049 Iteration 12Q: 3 clusters Score -1385248 nChanged 880 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12588 members Mstep: Class 2 contains 19045 members Entering Unmasked Estep Score: -1385546.750000 Penalty: 942.938049 Iteration 13Q: 3 clusters Score -1385547 nChanged 971 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11627 members Mstep: Class 2 contains 20006 members Entering Unmasked Estep Score: -1385927.750000 Penalty: 942.938049 Iteration 14Q: 3 clusters Score -1385928 nChanged 1048 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10595 members Mstep: Class 2 contains 21038 members Entering Unmasked Estep Score: -1386368.625000 Penalty: 942.938049 Iteration 15Q: 3 clusters Score -1386369 nChanged 1140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9455 members Mstep: Class 2 contains 22178 members Entering Unmasked Estep Score: -1386882.375000 Penalty: 942.938049 Iteration 16Q: 3 clusters Score -1386882 nChanged 1218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8237 members Mstep: Class 2 contains 23396 members Entering Unmasked Estep Score: -1387486.875000 Penalty: 942.938049 Iteration 17Q: 3 clusters Score -1387487 nChanged 1200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7039 members Mstep: Class 2 contains 24594 members Entering Unmasked Estep Score: -1388096.625000 Penalty: 942.938049 Iteration 18Q: 3 clusters Score -1388097 nChanged 1140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5899 members Mstep: Class 2 contains 25734 members Entering Unmasked Estep Score: -1388681.875000 Penalty: 942.938049 Iteration 19Q: 3 clusters Score -1388682 nChanged 1043 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4856 members Mstep: Class 2 contains 26777 members Entering Unmasked Estep Score: -1389223.750000 Penalty: 942.938049 Iteration 20F: 3 clusters Score -1389224 nChanged 893 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3963 members Mstep: Class 2 contains 27670 members Entering Unmasked Estep Score: -1389652.000000 Penalty: 942.938049 Iteration 21Q: 3 clusters Score -1389652 nChanged 754 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3211 members Mstep: Class 2 contains 28422 members Entering Unmasked Estep Score: -1390004.375000 Penalty: 942.938049 Iteration 22Q: 3 clusters Score -1390004 nChanged 644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2569 members Mstep: Class 2 contains 29064 members Entering Unmasked Estep Score: -1390306.875000 Penalty: 942.938049 Iteration 23Q: 3 clusters Score -1390307 nChanged 510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2059 members Mstep: Class 2 contains 29574 members Entering Unmasked Estep Score: -1390547.125000 Penalty: 942.938049 Iteration 24Q: 3 clusters Score -1390547 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1647 members Mstep: Class 2 contains 29986 members Entering Unmasked Estep Score: -1390733.500000 Penalty: 942.938049 Iteration 25Q: 3 clusters Score -1390734 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 30311 members Entering Unmasked Estep Score: -1390892.500000 Penalty: 942.938049 Iteration 26Q: 3 clusters Score -1390892 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Mstep: Class 2 contains 30529 members Entering Unmasked Estep Score: -1390992.000000 Penalty: 942.938049 Iteration 27Q: 3 clusters Score -1390992 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 30689 members Entering Unmasked Estep Score: -1391048.375000 Penalty: 942.938049 Iteration 28Q: 3 clusters Score -1391048 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 30798 members Entering Unmasked Estep Score: -1391088.750000 Penalty: 942.938049 Iteration 29Q: 3 clusters Score -1391089 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 30891 members Entering Unmasked Estep Score: -1391121.500000 Penalty: 942.938049 Iteration 30Q: 3 clusters Score -1391122 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 30967 members Entering Unmasked Estep Score: -1391144.500000 Penalty: 942.938049 Iteration 31Q: 3 clusters Score -1391144 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 31020 members Entering Unmasked Estep Score: -1391162.625000 Penalty: 942.938049 Iteration 32Q: 3 clusters Score -1391163 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 31061 members Entering Unmasked Estep Score: -1391179.375000 Penalty: 942.938049 Iteration 33Q: 3 clusters Score -1391179 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 31094 members Entering Unmasked Estep Score: -1391190.125000 Penalty: 942.938049 Iteration 34Q: 3 clusters Score -1391190 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 31122 members Entering Unmasked Estep Score: -1391198.625000 Penalty: 942.938049 Iteration 35Q: 3 clusters Score -1391199 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 31142 members Entering Unmasked Estep Score: -1391205.875000 Penalty: 942.938049 Iteration 36Q: 3 clusters Score -1391206 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 31162 members Entering Unmasked Estep Score: -1391217.250000 Penalty: 942.938049 Iteration 37Q: 3 clusters Score -1391217 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 31185 members Entering Unmasked Estep Score: -1391227.125000 Penalty: 942.938049 Iteration 38Q: 3 clusters Score -1391227 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 31202 members Entering Unmasked Estep Score: -1391238.250000 Penalty: 942.938049 Iteration 39Q: 3 clusters Score -1391238 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 31215 members Entering Unmasked Estep Score: -1391248.375000 Penalty: 942.938049 Iteration 40F: 3 clusters Score -1391248 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 31228 members Entering Unmasked Estep Score: -1391255.875000 Penalty: 942.938049 Iteration 41Q: 3 clusters Score -1391256 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 31238 members Entering Unmasked Estep Score: -1391258.625000 Penalty: 942.938049 Iteration 42Q: 3 clusters Score -1391259 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 31248 members Entering Unmasked Estep Score: -1391259.750000 Penalty: 942.938049 Iteration 43Q: 3 clusters Score -1391260 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 31252 members Entering Unmasked Estep Score: -1391261.875000 Penalty: 942.938049 Iteration 44Q: 3 clusters Score -1391262 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 31254 members Entering Unmasked Estep Score: -1391263.000000 Penalty: 942.938049 Iteration 45Q: 3 clusters Score -1391263 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 31254 members Entering Unmasked Estep Score: -1391263.250000 Penalty: 942.938049 Iteration 46Q: 3 clusters Score -1391263 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 31254 members Entering Unmasked Estep Score: -1391263.125000 Penalty: 942.938049 Iteration 47Q: 3 clusters Score -1391263 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 31254 members Entering Unmasked Estep Score: -1391265.000000 Penalty: 942.938049 Iteration 48Q: 3 clusters Score -1391265 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 31257 members Entering Unmasked Estep Score: -1391264.375000 Penalty: 942.938049 Iteration 49Q: 3 clusters Score -1391264 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 31258 members Entering Unmasked Estep Score: -1391266.875000 Penalty: 942.938049 Iteration 50Q: 3 clusters Score -1391267 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 31260 members Entering Unmasked Estep Score: -1391263.875000 Penalty: 942.938049 Iteration 51Q: 3 clusters Score -1391264 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 31261 members Entering Unmasked Estep Score: -1391266.875000 Penalty: 942.938049 Iteration 52Q: 3 clusters Score -1391267 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 31262 members Entering Unmasked Estep Score: -1391264.875000 Penalty: 942.938049 Iteration 53Q: 3 clusters Score -1391265 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 31262 members Entering Unmasked Estep Score: -1391264.875000 Penalty: 942.938049 Iteration 54F: 3 clusters Score -1391265 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (8048 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8048 members Entering Unmasked Estep Score: -353882.687500 Penalty: 409.189667 Iteration 0F: 2 clusters Score -353882.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3993 members Mstep: Class 2 contains 4055 members Entering Unmasked Estep Score: -348526.000000 Penalty: 818.379333 Iteration 0F: 3 clusters Score -348526 nChanged 3677 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3912 members Mstep: Class 2 contains 4136 members Entering Unmasked Estep Score: -350794.937500 Penalty: 818.379333 Iteration 1F: 3 clusters Score -350794.9 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3929 members Mstep: Class 2 contains 4119 members Entering Unmasked Estep Score: -351027.093750 Penalty: 818.379333 Iteration 2F: 3 clusters Score -351027.1 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3928 members Mstep: Class 2 contains 4120 members Entering Unmasked Estep Score: -351278.187500 Penalty: 818.379333 Iteration 3F: 3 clusters Score -351278.2 nChanged 443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3937 members Mstep: Class 2 contains 4111 members Entering Unmasked Estep Score: -351605.968750 Penalty: 818.379333 Iteration 4F: 3 clusters Score -351606 nChanged 499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3982 members Mstep: Class 2 contains 4066 members Entering Unmasked Estep Score: -352019.343750 Penalty: 818.379333 Iteration 5F: 3 clusters Score -352019.3 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4023 members Mstep: Class 2 contains 4025 members Entering Unmasked Estep Score: -352381.531250 Penalty: 818.379333 Iteration 6F: 3 clusters Score -352381.5 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4061 members Mstep: Class 2 contains 3987 members Entering Unmasked Estep Score: -352586.593750 Penalty: 818.379333 Iteration 7Q: 3 clusters Score -352586.6 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4084 members Mstep: Class 2 contains 3964 members Entering Unmasked Estep Score: -352719.781250 Penalty: 818.379333 Iteration 8Q: 3 clusters Score -352719.8 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4097 members Mstep: Class 2 contains 3951 members Entering Unmasked Estep Score: -352829.281250 Penalty: 818.379333 Iteration 9Q: 3 clusters Score -352829.3 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4107 members Mstep: Class 2 contains 3941 members Entering Unmasked Estep Score: -352908.343750 Penalty: 818.379333 Iteration 10Q: 3 clusters Score -352908.3 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4119 members Mstep: Class 2 contains 3929 members Entering Unmasked Estep Score: -352974.937500 Penalty: 818.379333 Iteration 11Q: 3 clusters Score -352974.9 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4157 members Mstep: Class 2 contains 3891 members Entering Unmasked Estep Score: -353022.062500 Penalty: 818.379333 Iteration 12Q: 3 clusters Score -353022.1 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4199 members Mstep: Class 2 contains 3849 members Entering Unmasked Estep Score: -353059.531250 Penalty: 818.379333 Iteration 13Q: 3 clusters Score -353059.5 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4249 members Mstep: Class 2 contains 3799 members Entering Unmasked Estep Score: -353094.468750 Penalty: 818.379333 Iteration 14Q: 3 clusters Score -353094.5 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4292 members Mstep: Class 2 contains 3756 members Entering Unmasked Estep Score: -353127.312500 Penalty: 818.379333 Iteration 15Q: 3 clusters Score -353127.3 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4347 members Mstep: Class 2 contains 3701 members Entering Unmasked Estep Score: -353158.750000 Penalty: 818.379333 Iteration 16Q: 3 clusters Score -353158.8 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4400 members Mstep: Class 2 contains 3648 members Entering Unmasked Estep Score: -353191.406250 Penalty: 818.379333 Iteration 17Q: 3 clusters Score -353191.4 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4462 members Mstep: Class 2 contains 3586 members Entering Unmasked Estep Score: -353229.406250 Penalty: 818.379333 Iteration 18Q: 3 clusters Score -353229.4 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4516 members Mstep: Class 2 contains 3532 members Entering Unmasked Estep Score: -353264.093750 Penalty: 818.379333 Iteration 19Q: 3 clusters Score -353264.1 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4554 members Mstep: Class 2 contains 3494 members Entering Unmasked Estep Score: -353294.812500 Penalty: 818.379333 Iteration 20F: 3 clusters Score -353294.8 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4591 members Mstep: Class 2 contains 3457 members Entering Unmasked Estep Score: -353316.281250 Penalty: 818.379333 Iteration 21Q: 3 clusters Score -353316.3 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4632 members Mstep: Class 2 contains 3416 members Entering Unmasked Estep Score: -353332.125000 Penalty: 818.379333 Iteration 22Q: 3 clusters Score -353332.1 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4687 members Mstep: Class 2 contains 3361 members Entering Unmasked Estep Score: -353345.906250 Penalty: 818.379333 Iteration 23Q: 3 clusters Score -353345.9 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4728 members Mstep: Class 2 contains 3320 members Entering Unmasked Estep Score: -353356.406250 Penalty: 818.379333 Iteration 24Q: 3 clusters Score -353356.4 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4772 members Mstep: Class 2 contains 3276 members Entering Unmasked Estep Score: -353370.062500 Penalty: 818.379333 Iteration 25Q: 3 clusters Score -353370.1 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4822 members Mstep: Class 2 contains 3226 members Entering Unmasked Estep Score: -353380.250000 Penalty: 818.379333 Iteration 26Q: 3 clusters Score -353380.2 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4879 members Mstep: Class 2 contains 3169 members Entering Unmasked Estep Score: -353393.437500 Penalty: 818.379333 Iteration 27Q: 3 clusters Score -353393.4 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4938 members Mstep: Class 2 contains 3110 members Entering Unmasked Estep Score: -353405.656250 Penalty: 818.379333 Iteration 28Q: 3 clusters Score -353405.7 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4989 members Mstep: Class 2 contains 3059 members Entering Unmasked Estep Score: -353414.531250 Penalty: 818.379333 Iteration 29Q: 3 clusters Score -353414.5 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5037 members Mstep: Class 2 contains 3011 members Entering Unmasked Estep Score: -353422.968750 Penalty: 818.379333 Iteration 30Q: 3 clusters Score -353423 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5079 members Mstep: Class 2 contains 2969 members Entering Unmasked Estep Score: -353427.968750 Penalty: 818.379333 Iteration 31Q: 3 clusters Score -353428 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5112 members Mstep: Class 2 contains 2936 members Entering Unmasked Estep Score: -353432.750000 Penalty: 818.379333 Iteration 32Q: 3 clusters Score -353432.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5147 members Mstep: Class 2 contains 2901 members Entering Unmasked Estep Score: -353438.812500 Penalty: 818.379333 Iteration 33Q: 3 clusters Score -353438.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5181 members Mstep: Class 2 contains 2867 members Entering Unmasked Estep Score: -353444.218750 Penalty: 818.379333 Iteration 34Q: 3 clusters Score -353444.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5212 members Mstep: Class 2 contains 2836 members Entering Unmasked Estep Score: -353450.031250 Penalty: 818.379333 Iteration 35Q: 3 clusters Score -353450 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5239 members Mstep: Class 2 contains 2809 members Entering Unmasked Estep Score: -353454.281250 Penalty: 818.379333 Iteration 36Q: 3 clusters Score -353454.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5265 members Mstep: Class 2 contains 2783 members Entering Unmasked Estep Score: -353457.750000 Penalty: 818.379333 Iteration 37Q: 3 clusters Score -353457.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5292 members Mstep: Class 2 contains 2756 members Entering Unmasked Estep Score: -353461.468750 Penalty: 818.379333 Iteration 38Q: 3 clusters Score -353461.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5317 members Mstep: Class 2 contains 2731 members Entering Unmasked Estep Score: -353464.625000 Penalty: 818.379333 Iteration 39Q: 3 clusters Score -353464.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5335 members Mstep: Class 2 contains 2713 members Entering Unmasked Estep Score: -353465.750000 Penalty: 818.379333 Iteration 40F: 3 clusters Score -353465.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5351 members Mstep: Class 2 contains 2697 members Entering Unmasked Estep Score: -353468.531250 Penalty: 818.379333 Iteration 41Q: 3 clusters Score -353468.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5364 members Mstep: Class 2 contains 2684 members Entering Unmasked Estep Score: -353469.156250 Penalty: 818.379333 Iteration 42Q: 3 clusters Score -353469.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5376 members Mstep: Class 2 contains 2672 members Entering Unmasked Estep Score: -353470.593750 Penalty: 818.379333 Iteration 43Q: 3 clusters Score -353470.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5386 members Mstep: Class 2 contains 2662 members Entering Unmasked Estep Score: -353472.312500 Penalty: 818.379333 Iteration 44Q: 3 clusters Score -353472.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5395 members Mstep: Class 2 contains 2653 members Entering Unmasked Estep Score: -353471.718750 Penalty: 818.379333 Iteration 45Q: 3 clusters Score -353471.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5399 members Mstep: Class 2 contains 2649 members Entering Unmasked Estep Score: -353472.218750 Penalty: 818.379333 Iteration 46Q: 3 clusters Score -353472.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5402 members Mstep: Class 2 contains 2646 members Entering Unmasked Estep Score: -353471.437500 Penalty: 818.379333 Iteration 47Q: 3 clusters Score -353471.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5405 members Mstep: Class 2 contains 2643 members Entering Unmasked Estep Score: -353472.437500 Penalty: 818.379333 Iteration 48Q: 3 clusters Score -353472.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5405 members Mstep: Class 2 contains 2643 members Entering Unmasked Estep Score: -353472.437500 Penalty: 818.379333 Iteration 49F: 3 clusters Score -353472.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (345 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Entering Unmasked Estep Score: -13420.062500 Penalty: 265.881287 Iteration 0F: 2 clusters Score -13420.06 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -13042.867188 Penalty: 531.762573 Iteration 0F: 3 clusters Score -13042.87 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -13136.201172 Penalty: 531.762573 Iteration 1F: 3 clusters Score -13136.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -13166.453125 Penalty: 531.762573 Iteration 2F: 3 clusters Score -13166.45 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -13187.201172 Penalty: 531.762573 Iteration 3Q: 3 clusters Score -13187.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -13200.523438 Penalty: 531.762573 Iteration 4Q: 3 clusters Score -13200.52 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -13213.620117 Penalty: 531.762573 Iteration 5Q: 3 clusters Score -13213.62 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -13222.350586 Penalty: 531.762573 Iteration 6Q: 3 clusters Score -13222.35 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -13224.087891 Penalty: 531.762573 Iteration 7Q: 3 clusters Score -13224.09 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -13224.915039 Penalty: 531.762573 Iteration 8Q: 3 clusters Score -13224.92 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -13224.915039 Penalty: 531.762573 Iteration 9F: 3 clusters Score -13224.92 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (390 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Entering Unmasked Estep Score: -16430.802734 Penalty: 271.459686 Iteration 0F: 2 clusters Score -16430.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -16025.369141 Penalty: 542.919373 Iteration 0F: 3 clusters Score -16025.37 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -16143.958984 Penalty: 542.919373 Iteration 1F: 3 clusters Score -16143.96 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -16179.054688 Penalty: 542.919373 Iteration 2F: 3 clusters Score -16179.05 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -16204.100586 Penalty: 542.919373 Iteration 3F: 3 clusters Score -16204.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -16217.658203 Penalty: 542.919373 Iteration 4Q: 3 clusters Score -16217.66 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -16223.412109 Penalty: 542.919373 Iteration 5Q: 3 clusters Score -16223.41 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -16227.876953 Penalty: 542.919373 Iteration 6Q: 3 clusters Score -16227.88 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -16230.508789 Penalty: 542.919373 Iteration 7Q: 3 clusters Score -16230.51 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -16234.453125 Penalty: 542.919373 Iteration 8Q: 3 clusters Score -16234.45 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -16237.458984 Penalty: 542.919373 Iteration 9Q: 3 clusters Score -16237.46 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -16240.844727 Penalty: 542.919373 Iteration 10Q: 3 clusters Score -16240.84 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -16242.403320 Penalty: 542.919373 Iteration 11Q: 3 clusters Score -16242.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -16243.235352 Penalty: 542.919373 Iteration 12Q: 3 clusters Score -16243.24 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -16243.607422 Penalty: 542.919373 Iteration 13Q: 3 clusters Score -16243.61 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -16244.485352 Penalty: 542.919373 Iteration 14Q: 3 clusters Score -16244.49 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -16245.475586 Penalty: 542.919373 Iteration 15Q: 3 clusters Score -16245.48 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -16246.887695 Penalty: 542.919373 Iteration 16Q: 3 clusters Score -16246.89 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -16246.887695 Penalty: 542.919373 Iteration 17F: 3 clusters Score -16246.89 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (696 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Entering Unmasked Estep Score: -28077.283203 Penalty: 297.813416 Iteration 0F: 2 clusters Score -28077.28 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 337 members Entering Unmasked Estep Score: -27473.738281 Penalty: 595.626831 Iteration 0F: 3 clusters Score -27473.74 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -27650.048828 Penalty: 595.626831 Iteration 1F: 3 clusters Score -27650.05 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -27704.953125 Penalty: 595.626831 Iteration 2F: 3 clusters Score -27704.95 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -27752.519531 Penalty: 595.626831 Iteration 3F: 3 clusters Score -27752.52 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -27789.503906 Penalty: 595.626831 Iteration 4Q: 3 clusters Score -27789.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -27815.894531 Penalty: 595.626831 Iteration 5Q: 3 clusters Score -27815.89 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -27832.478516 Penalty: 595.626831 Iteration 6Q: 3 clusters Score -27832.48 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -27849.900391 Penalty: 595.626831 Iteration 7Q: 3 clusters Score -27849.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -27864.189453 Penalty: 595.626831 Iteration 8Q: 3 clusters Score -27864.19 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -27879.189453 Penalty: 595.626831 Iteration 9Q: 3 clusters Score -27879.19 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -27887.597656 Penalty: 595.626831 Iteration 10Q: 3 clusters Score -27887.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -27894.892578 Penalty: 595.626831 Iteration 11Q: 3 clusters Score -27894.89 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -27898.847656 Penalty: 595.626831 Iteration 12Q: 3 clusters Score -27898.85 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -27904.894531 Penalty: 595.626831 Iteration 13Q: 3 clusters Score -27904.89 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -27906.638672 Penalty: 595.626831 Iteration 14Q: 3 clusters Score -27906.64 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -27911.242188 Penalty: 595.626831 Iteration 15Q: 3 clusters Score -27911.24 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -27912.298828 Penalty: 595.626831 Iteration 16Q: 3 clusters Score -27912.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -27915.841797 Penalty: 595.626831 Iteration 17Q: 3 clusters Score -27915.84 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -27918.123047 Penalty: 595.626831 Iteration 18Q: 3 clusters Score -27918.12 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -27918.123047 Penalty: 595.626831 Iteration 19F: 3 clusters Score -27918.12 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (1107 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Entering Unmasked Estep Score: -45789.609375 Penalty: 318.928101 Iteration 0F: 2 clusters Score -45789.61 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -44925.757812 Penalty: 637.856201 Iteration 0F: 3 clusters Score -44925.76 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -45180.089844 Penalty: 637.856201 Iteration 1F: 3 clusters Score -45180.09 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -45210.054688 Penalty: 637.856201 Iteration 2F: 3 clusters Score -45210.05 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -45227.941406 Penalty: 637.856201 Iteration 3Q: 3 clusters Score -45227.94 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -45248.039062 Penalty: 637.856201 Iteration 4Q: 3 clusters Score -45248.04 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -45272.152344 Penalty: 637.856201 Iteration 5Q: 3 clusters Score -45272.15 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -45294.992188 Penalty: 637.856201 Iteration 6Q: 3 clusters Score -45294.99 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -45324.257812 Penalty: 637.856201 Iteration 7Q: 3 clusters Score -45324.26 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -45350.859375 Penalty: 637.856201 Iteration 8Q: 3 clusters Score -45350.86 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -45370.652344 Penalty: 637.856201 Iteration 9Q: 3 clusters Score -45370.65 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -45385.394531 Penalty: 637.856201 Iteration 10Q: 3 clusters Score -45385.39 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -45397.855469 Penalty: 637.856201 Iteration 11Q: 3 clusters Score -45397.86 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -45409.378906 Penalty: 637.856201 Iteration 12Q: 3 clusters Score -45409.38 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -45425.847656 Penalty: 637.856201 Iteration 13Q: 3 clusters Score -45425.85 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -45439.855469 Penalty: 637.856201 Iteration 14Q: 3 clusters Score -45439.86 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -45449.101562 Penalty: 637.856201 Iteration 15Q: 3 clusters Score -45449.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -45457.179688 Penalty: 637.856201 Iteration 16Q: 3 clusters Score -45457.18 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1010 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -45462.847656 Penalty: 637.856201 Iteration 17Q: 3 clusters Score -45462.85 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -45472.101562 Penalty: 637.856201 Iteration 18Q: 3 clusters Score -45472.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -45482.929688 Penalty: 637.856201 Iteration 19Q: 3 clusters Score -45482.93 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -45499.699219 Penalty: 637.856201 Iteration 20F: 3 clusters Score -45499.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -45505.785156 Penalty: 637.856201 Iteration 21Q: 3 clusters Score -45505.79 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -45506.878906 Penalty: 637.856201 Iteration 22Q: 3 clusters Score -45506.88 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -45508.074219 Penalty: 637.856201 Iteration 23Q: 3 clusters Score -45508.07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -45509.257812 Penalty: 637.856201 Iteration 24Q: 3 clusters Score -45509.26 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -45511.277344 Penalty: 637.856201 Iteration 25Q: 3 clusters Score -45511.28 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -45511.488281 Penalty: 637.856201 Iteration 26Q: 3 clusters Score -45511.49 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -45511.488281 Penalty: 637.856201 Iteration 27F: 3 clusters Score -45511.49 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (2684 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2684 members Entering Unmasked Estep Score: -115934.507812 Penalty: 359.225372 Iteration 0F: 2 clusters Score -115934.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -114061.265625 Penalty: 718.450745 Iteration 0F: 3 clusters Score -114061.3 nChanged 1167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 1482 members Entering Unmasked Estep Score: -114757.554688 Penalty: 718.450745 Iteration 1F: 3 clusters Score -114757.6 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 1503 members Entering Unmasked Estep Score: -114866.742188 Penalty: 718.450745 Iteration 2F: 3 clusters Score -114866.7 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1157 members Mstep: Class 2 contains 1527 members Entering Unmasked Estep Score: -114983.875000 Penalty: 718.450745 Iteration 3F: 3 clusters Score -114983.9 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 1539 members Entering Unmasked Estep Score: -115092.671875 Penalty: 718.450745 Iteration 4F: 3 clusters Score -115092.7 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 1543 members Entering Unmasked Estep Score: -115187.914062 Penalty: 718.450745 Iteration 5Q: 3 clusters Score -115187.9 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 1552 members Entering Unmasked Estep Score: -115296.867188 Penalty: 718.450745 Iteration 6F: 3 clusters Score -115296.9 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 1567 members Entering Unmasked Estep Score: -115387.085938 Penalty: 718.450745 Iteration 7Q: 3 clusters Score -115387.1 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 1593 members Entering Unmasked Estep Score: -115462.710938 Penalty: 718.450745 Iteration 8Q: 3 clusters Score -115462.7 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 1624 members Entering Unmasked Estep Score: -115529.718750 Penalty: 718.450745 Iteration 9Q: 3 clusters Score -115529.7 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 1640 members Entering Unmasked Estep Score: -115570.382812 Penalty: 718.450745 Iteration 10Q: 3 clusters Score -115570.4 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 1647 members Entering Unmasked Estep Score: -115598.773438 Penalty: 718.450745 Iteration 11Q: 3 clusters Score -115598.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 1648 members Entering Unmasked Estep Score: -115607.898438 Penalty: 718.450745 Iteration 12Q: 3 clusters Score -115607.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 1652 members Entering Unmasked Estep Score: -115617.078125 Penalty: 718.450745 Iteration 13Q: 3 clusters Score -115617.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 1655 members Entering Unmasked Estep Score: -115621.882812 Penalty: 718.450745 Iteration 14Q: 3 clusters Score -115621.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 1660 members Entering Unmasked Estep Score: -115625.867188 Penalty: 718.450745 Iteration 15Q: 3 clusters Score -115625.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 1656 members Entering Unmasked Estep Score: -115626.710938 Penalty: 718.450745 Iteration 16Q: 3 clusters Score -115626.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 1655 members Entering Unmasked Estep Score: -115627.156250 Penalty: 718.450745 Iteration 17Q: 3 clusters Score -115627.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 1653 members Entering Unmasked Estep Score: -115627.656250 Penalty: 718.450745 Iteration 18Q: 3 clusters Score -115627.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 1653 members Entering Unmasked Estep Score: -115627.656250 Penalty: 718.450745 Iteration 19F: 3 clusters Score -115627.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (4552 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4552 members Entering Unmasked Estep Score: -184430.984375 Penalty: 383.261139 Iteration 0F: 2 clusters Score -184431 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2326 members Mstep: Class 2 contains 2226 members Entering Unmasked Estep Score: -181308.718750 Penalty: 766.522278 Iteration 0F: 3 clusters Score -181308.7 nChanged 2067 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2701 members Mstep: Class 2 contains 1851 members Entering Unmasked Estep Score: -182557.765625 Penalty: 766.522278 Iteration 1F: 3 clusters Score -182557.8 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2911 members Mstep: Class 2 contains 1641 members Entering Unmasked Estep Score: -182782.140625 Penalty: 766.522278 Iteration 2F: 3 clusters Score -182782.1 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3144 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -183048.703125 Penalty: 766.522278 Iteration 3F: 3 clusters Score -183048.7 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3343 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -183330.687500 Penalty: 766.522278 Iteration 4F: 3 clusters Score -183330.7 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3499 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -183564.796875 Penalty: 766.522278 Iteration 5F: 3 clusters Score -183564.8 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3610 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -183738.937500 Penalty: 766.522278 Iteration 6Q: 3 clusters Score -183738.9 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3682 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -183828.671875 Penalty: 766.522278 Iteration 7Q: 3 clusters Score -183828.7 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3750 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -183899.140625 Penalty: 766.522278 Iteration 8Q: 3 clusters Score -183899.1 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3819 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -183981.140625 Penalty: 766.522278 Iteration 9Q: 3 clusters Score -183981.1 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3857 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -184056.656250 Penalty: 766.522278 Iteration 10Q: 3 clusters Score -184056.7 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3877 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -184133.765625 Penalty: 766.522278 Iteration 11Q: 3 clusters Score -184133.8 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3893 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -184202.359375 Penalty: 766.522278 Iteration 12Q: 3 clusters Score -184202.4 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3893 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -184234.953125 Penalty: 766.522278 Iteration 13Q: 3 clusters Score -184235 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3888 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -184259.687500 Penalty: 766.522278 Iteration 14Q: 3 clusters Score -184259.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3878 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -184276.031250 Penalty: 766.522278 Iteration 15Q: 3 clusters Score -184276 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3864 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -184286.234375 Penalty: 766.522278 Iteration 16Q: 3 clusters Score -184286.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3856 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -184290.296875 Penalty: 766.522278 Iteration 17Q: 3 clusters Score -184290.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3850 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -184290.890625 Penalty: 766.522278 Iteration 18Q: 3 clusters Score -184290.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3848 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -184291.968750 Penalty: 766.522278 Iteration 19Q: 3 clusters Score -184292 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3847 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -184297.703125 Penalty: 766.522278 Iteration 20F: 3 clusters Score -184297.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3844 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -184299.843750 Penalty: 766.522278 Iteration 21Q: 3 clusters Score -184299.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3841 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -184300.953125 Penalty: 766.522278 Iteration 22Q: 3 clusters Score -184301 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3838 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -184302.437500 Penalty: 766.522278 Iteration 23Q: 3 clusters Score -184302.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3834 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -184304.203125 Penalty: 766.522278 Iteration 24Q: 3 clusters Score -184304.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3831 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -184304.609375 Penalty: 766.522278 Iteration 25Q: 3 clusters Score -184304.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3830 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -184304.937500 Penalty: 766.522278 Iteration 26Q: 3 clusters Score -184304.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3828 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -184305.093750 Penalty: 766.522278 Iteration 27Q: 3 clusters Score -184305.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3828 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -184305.093750 Penalty: 766.522278 Iteration 28F: 3 clusters Score -184305.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (378 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Entering Unmasked Estep Score: -14641.345703 Penalty: 270.037689 Iteration 0F: 2 clusters Score -14641.35 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -14234.079102 Penalty: 540.075378 Iteration 0F: 3 clusters Score -14234.08 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -14348.311523 Penalty: 540.075378 Iteration 1F: 3 clusters Score -14348.31 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -14377.564453 Penalty: 540.075378 Iteration 2F: 3 clusters Score -14377.56 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -14397.678711 Penalty: 540.075378 Iteration 3Q: 3 clusters Score -14397.68 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -14412.138672 Penalty: 540.075378 Iteration 4Q: 3 clusters Score -14412.14 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -14424.921875 Penalty: 540.075378 Iteration 5Q: 3 clusters Score -14424.92 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -14440.266602 Penalty: 540.075378 Iteration 6Q: 3 clusters Score -14440.27 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -14445.098633 Penalty: 540.075378 Iteration 7Q: 3 clusters Score -14445.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -14447.613281 Penalty: 540.075378 Iteration 8Q: 3 clusters Score -14447.61 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -14450.980469 Penalty: 540.075378 Iteration 9Q: 3 clusters Score -14450.98 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -14454.696289 Penalty: 540.075378 Iteration 10Q: 3 clusters Score -14454.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -14457.952148 Penalty: 540.075378 Iteration 11Q: 3 clusters Score -14457.95 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -14461.654297 Penalty: 540.075378 Iteration 12Q: 3 clusters Score -14461.65 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -14469.563477 Penalty: 540.075378 Iteration 13Q: 3 clusters Score -14469.56 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -14475.769531 Penalty: 540.075378 Iteration 14Q: 3 clusters Score -14475.77 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -14476.614258 Penalty: 540.075378 Iteration 15Q: 3 clusters Score -14476.61 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -14476.800781 Penalty: 540.075378 Iteration 16Q: 3 clusters Score -14476.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -14476.800781 Penalty: 540.075378 Iteration 17F: 3 clusters Score -14476.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (662 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Entering Unmasked Estep Score: -25048.498047 Penalty: 295.534576 Iteration 0F: 2 clusters Score -25048.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -24456.976562 Penalty: 591.069153 Iteration 0F: 3 clusters Score -24456.98 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -24601.636719 Penalty: 591.069153 Iteration 1F: 3 clusters Score -24601.64 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -24623.478516 Penalty: 591.069153 Iteration 2F: 3 clusters Score -24623.48 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -24640.644531 Penalty: 591.069153 Iteration 3Q: 3 clusters Score -24640.64 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -24665.738281 Penalty: 591.069153 Iteration 4Q: 3 clusters Score -24665.74 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -24687.568359 Penalty: 591.069153 Iteration 5Q: 3 clusters Score -24687.57 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -24719.054688 Penalty: 591.069153 Iteration 6Q: 3 clusters Score -24719.05 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -24746.333984 Penalty: 591.069153 Iteration 7Q: 3 clusters Score -24746.33 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -24771.701172 Penalty: 591.069153 Iteration 8Q: 3 clusters Score -24771.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -24785.902344 Penalty: 591.069153 Iteration 9Q: 3 clusters Score -24785.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -24796.335938 Penalty: 591.069153 Iteration 10Q: 3 clusters Score -24796.34 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -24826.699219 Penalty: 591.069153 Iteration 11Q: 3 clusters Score -24826.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -24866.962891 Penalty: 591.069153 Iteration 12F: 3 clusters Score -24866.96 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -24885.871094 Penalty: 591.069153 Iteration 13Q: 3 clusters Score -24885.87 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -24894.681641 Penalty: 591.069153 Iteration 14Q: 3 clusters Score -24894.68 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -24903.755859 Penalty: 591.069153 Iteration 15Q: 3 clusters Score -24903.76 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -24907.242188 Penalty: 591.069153 Iteration 16Q: 3 clusters Score -24907.24 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -24907.572266 Penalty: 591.069153 Iteration 17Q: 3 clusters Score -24907.57 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -24908.226562 Penalty: 591.069153 Iteration 18Q: 3 clusters Score -24908.23 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -24908.785156 Penalty: 591.069153 Iteration 19Q: 3 clusters Score -24908.79 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -24909.410156 Penalty: 591.069153 Iteration 20F: 3 clusters Score -24909.41 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -24911.203125 Penalty: 591.069153 Iteration 21Q: 3 clusters Score -24911.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -24911.642578 Penalty: 591.069153 Iteration 22Q: 3 clusters Score -24911.64 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -24911.785156 Penalty: 591.069153 Iteration 23Q: 3 clusters Score -24911.79 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -24911.785156 Penalty: 591.069153 Iteration 24F: 3 clusters Score -24911.79 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (26563 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26563 members Entering Unmasked Estep Score: -1111047.500000 Penalty: 463.520996 Iteration 0F: 2 clusters Score -1111048 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13205 members Mstep: Class 2 contains 13358 members Entering Unmasked Estep Score: -1093339.875000 Penalty: 927.041992 Iteration 0F: 3 clusters Score -1093340 nChanged 12574 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11447 members Mstep: Class 2 contains 15116 members Entering Unmasked Estep Score: -1101021.125000 Penalty: 927.041992 Iteration 1F: 3 clusters Score -1101021 nChanged 1395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10386 members Mstep: Class 2 contains 16177 members Entering Unmasked Estep Score: -1101567.000000 Penalty: 927.041992 Iteration 2F: 3 clusters Score -1101567 nChanged 1549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8989 members Mstep: Class 2 contains 17574 members Entering Unmasked Estep Score: -1102373.250000 Penalty: 927.041992 Iteration 3F: 3 clusters Score -1102373 nChanged 1898 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7137 members Mstep: Class 2 contains 19426 members Entering Unmasked Estep Score: -1103755.250000 Penalty: 927.041992 Iteration 4F: 3 clusters Score -1103755 nChanged 2163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4984 members Mstep: Class 2 contains 21579 members Entering Unmasked Estep Score: -1105651.375000 Penalty: 927.041992 Iteration 5F: 3 clusters Score -1105651 nChanged 2006 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2978 members Mstep: Class 2 contains 23585 members Entering Unmasked Estep Score: -1107626.500000 Penalty: 927.041992 Iteration 6F: 3 clusters Score -1107626 nChanged 1541 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1437 members Mstep: Class 2 contains 25126 members Entering Unmasked Estep Score: -1109205.125000 Penalty: 927.041992 Iteration 7F: 3 clusters Score -1109205 nChanged 888 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 26014 members Entering Unmasked Estep Score: -1110107.625000 Penalty: 927.041992 Iteration 8Q: 3 clusters Score -1110108 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 26387 members Entering Unmasked Estep Score: -1110479.875000 Penalty: 927.041992 Iteration 9Q: 3 clusters Score -1110480 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 26495 members Entering Unmasked Estep Score: -1110599.375000 Penalty: 927.041992 Iteration 10Q: 3 clusters Score -1110599 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37 members Mstep: Class 2 contains 26526 members Entering Unmasked Estep Score: -1110639.375000 Penalty: 927.041992 Iteration 11Q: 3 clusters Score -1110639 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32 members Mstep: Class 2 contains 26531 members Entering Unmasked Estep Score: -1110658.750000 Penalty: 927.041992 Iteration 12Q: 3 clusters Score -1110659 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32 members Mstep: Class 2 contains 26531 members Entering Unmasked Estep Score: -1110658.750000 Penalty: 927.041992 Iteration 13F: 3 clusters Score -1110659 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (1544 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1544 members Entering Unmasked Estep Score: -65655.671875 Penalty: 334.066986 Iteration 0F: 2 clusters Score -65655.67 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -64517.289062 Penalty: 668.133972 Iteration 0F: 3 clusters Score -64517.29 nChanged 632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -64872.929688 Penalty: 668.133972 Iteration 1F: 3 clusters Score -64872.93 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -64960.593750 Penalty: 668.133972 Iteration 2F: 3 clusters Score -64960.59 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -65033.402344 Penalty: 668.133972 Iteration 3F: 3 clusters Score -65033.4 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -65073.957031 Penalty: 668.133972 Iteration 4F: 3 clusters Score -65073.96 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -65104.964844 Penalty: 668.133972 Iteration 5Q: 3 clusters Score -65104.96 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -65131.082031 Penalty: 668.133972 Iteration 6Q: 3 clusters Score -65131.08 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -65156.792969 Penalty: 668.133972 Iteration 7Q: 3 clusters Score -65156.79 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -65181.480469 Penalty: 668.133972 Iteration 8Q: 3 clusters Score -65181.48 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -65197.207031 Penalty: 668.133972 Iteration 9Q: 3 clusters Score -65197.21 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -65207.621094 Penalty: 668.133972 Iteration 10Q: 3 clusters Score -65207.62 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -65214.718750 Penalty: 668.133972 Iteration 11Q: 3 clusters Score -65214.72 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -65225.527344 Penalty: 668.133972 Iteration 12Q: 3 clusters Score -65225.53 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -65231.902344 Penalty: 668.133972 Iteration 13Q: 3 clusters Score -65231.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -65247.792969 Penalty: 668.133972 Iteration 14Q: 3 clusters Score -65247.79 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -65260.113281 Penalty: 668.133972 Iteration 15Q: 3 clusters Score -65260.11 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -65278.316406 Penalty: 668.133972 Iteration 16Q: 3 clusters Score -65278.32 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -65288.320312 Penalty: 668.133972 Iteration 17Q: 3 clusters Score -65288.32 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -65297.031250 Penalty: 668.133972 Iteration 18Q: 3 clusters Score -65297.03 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -65307.296875 Penalty: 668.133972 Iteration 19Q: 3 clusters Score -65307.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -65309.437500 Penalty: 668.133972 Iteration 20F: 3 clusters Score -65309.44 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -65310.855469 Penalty: 668.133972 Iteration 21Q: 3 clusters Score -65310.86 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -65312.460938 Penalty: 668.133972 Iteration 22Q: 3 clusters Score -65312.46 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -65312.695312 Penalty: 668.133972 Iteration 23Q: 3 clusters Score -65312.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -65312.695312 Penalty: 668.133972 Iteration 24F: 3 clusters Score -65312.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (782 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Entering Unmasked Estep Score: -31576.947266 Penalty: 303.114380 Iteration 0F: 2 clusters Score -31576.95 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -30897.128906 Penalty: 606.228760 Iteration 0F: 3 clusters Score -30897.13 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -31074.480469 Penalty: 606.228760 Iteration 1F: 3 clusters Score -31074.48 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -31119.232422 Penalty: 606.228760 Iteration 2F: 3 clusters Score -31119.23 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -31144.882812 Penalty: 606.228760 Iteration 3F: 3 clusters Score -31144.88 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -31158.753906 Penalty: 606.228760 Iteration 4Q: 3 clusters Score -31158.75 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -31171.150391 Penalty: 606.228760 Iteration 5Q: 3 clusters Score -31171.15 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -31184.923828 Penalty: 606.228760 Iteration 6Q: 3 clusters Score -31184.92 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -31196.498047 Penalty: 606.228760 Iteration 7Q: 3 clusters Score -31196.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -31207.029297 Penalty: 606.228760 Iteration 8Q: 3 clusters Score -31207.03 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -31224.679688 Penalty: 606.228760 Iteration 9Q: 3 clusters Score -31224.68 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -31238.146484 Penalty: 606.228760 Iteration 10Q: 3 clusters Score -31238.15 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -31247.992188 Penalty: 606.228760 Iteration 11Q: 3 clusters Score -31247.99 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -31258.576172 Penalty: 606.228760 Iteration 12Q: 3 clusters Score -31258.58 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -31271.306641 Penalty: 606.228760 Iteration 13Q: 3 clusters Score -31271.31 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -31285.968750 Penalty: 606.228760 Iteration 14Q: 3 clusters Score -31285.97 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -31293.693359 Penalty: 606.228760 Iteration 15Q: 3 clusters Score -31293.69 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -31300.634766 Penalty: 606.228760 Iteration 16Q: 3 clusters Score -31300.63 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -31303.492188 Penalty: 606.228760 Iteration 17Q: 3 clusters Score -31303.49 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -31305.023438 Penalty: 606.228760 Iteration 18Q: 3 clusters Score -31305.02 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -31305.863281 Penalty: 606.228760 Iteration 19Q: 3 clusters Score -31305.86 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -31307.416016 Penalty: 606.228760 Iteration 20F: 3 clusters Score -31307.42 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -31310.794922 Penalty: 606.228760 Iteration 21Q: 3 clusters Score -31310.79 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -31311.443359 Penalty: 606.228760 Iteration 22Q: 3 clusters Score -31311.44 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -31311.443359 Penalty: 606.228760 Iteration 23F: 3 clusters Score -31311.44 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (434 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Entering Unmasked Estep Score: -19774.322266 Penalty: 276.323547 Iteration 0F: 2 clusters Score -19774.32 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -19322.000000 Penalty: 552.647095 Iteration 0F: 3 clusters Score -19322 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -19436.593750 Penalty: 552.647095 Iteration 1F: 3 clusters Score -19436.59 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -19465.796875 Penalty: 552.647095 Iteration 2F: 3 clusters Score -19465.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -19476.003906 Penalty: 552.647095 Iteration 3Q: 3 clusters Score -19476 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -19486.025391 Penalty: 552.647095 Iteration 4Q: 3 clusters Score -19486.03 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -19491.980469 Penalty: 552.647095 Iteration 5Q: 3 clusters Score -19491.98 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -19495.382812 Penalty: 552.647095 Iteration 6Q: 3 clusters Score -19495.38 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -19498.306641 Penalty: 552.647095 Iteration 7Q: 3 clusters Score -19498.31 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -19498.714844 Penalty: 552.647095 Iteration 8Q: 3 clusters Score -19498.71 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -19498.714844 Penalty: 552.647095 Iteration 9F: 3 clusters Score -19498.71 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (254 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Entering Unmasked Estep Score: -9589.716797 Penalty: 251.948715 Iteration 0F: 2 clusters Score -9589.717 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -9259.603516 Penalty: 503.897430 Iteration 0F: 3 clusters Score -9259.604 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -9328.615234 Penalty: 503.897430 Iteration 1F: 3 clusters Score -9328.615 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -9345.169922 Penalty: 503.897430 Iteration 2F: 3 clusters Score -9345.17 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -9358.160156 Penalty: 503.897430 Iteration 3Q: 3 clusters Score -9358.16 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -9385.521484 Penalty: 503.897430 Iteration 4F: 3 clusters Score -9385.521 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -9402.067383 Penalty: 503.897430 Iteration 5Q: 3 clusters Score -9402.067 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -9431.516602 Penalty: 503.897430 Iteration 6Q: 3 clusters Score -9431.517 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -9453.984375 Penalty: 503.897430 Iteration 7Q: 3 clusters Score -9453.984 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -9471.576172 Penalty: 503.897430 Iteration 8Q: 3 clusters Score -9471.576 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -9478.051758 Penalty: 503.897430 Iteration 9Q: 3 clusters Score -9478.052 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -9479.398438 Penalty: 503.897430 Iteration 10Q: 3 clusters Score -9479.398 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -9479.398438 Penalty: 503.897430 Iteration 11F: 3 clusters Score -9479.398 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (259178 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259178 members Entering Unmasked Estep Score: -11205927.000000 Penalty: 567.169800 Iteration 0F: 2 clusters Score -1.120593e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129327 members Mstep: Class 2 contains 129851 members Entering Unmasked Estep Score: -11038568.000000 Penalty: 1134.339600 Iteration 0F: 3 clusters Score -1.103857e+07 nChanged 127527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117920 members Mstep: Class 2 contains 141258 members Entering Unmasked Estep Score: -11120403.000000 Penalty: 1134.339600 Iteration 1F: 3 clusters Score -1.11204e+07 nChanged 12681 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110121 members Mstep: Class 2 contains 149057 members Entering Unmasked Estep Score: -11126489.000000 Penalty: 1134.339600 Iteration 2Q: 3 clusters Score -1.112649e+07 nChanged 15416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99311 members Mstep: Class 2 contains 159867 members Entering Unmasked Estep Score: -11136099.000000 Penalty: 1134.339600 Iteration 3F: 3 clusters Score -1.11361e+07 nChanged 17676 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86429 members Mstep: Class 2 contains 172749 members Entering Unmasked Estep Score: -11149448.000000 Penalty: 1134.339600 Iteration 4F: 3 clusters Score -1.114945e+07 nChanged 18118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73863 members Mstep: Class 2 contains 185315 members Entering Unmasked Estep Score: -11165450.000000 Penalty: 1134.339600 Iteration 5F: 3 clusters Score -1.116545e+07 nChanged 15961 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64592 members Mstep: Class 2 contains 194586 members Entering Unmasked Estep Score: -11180241.000000 Penalty: 1134.339600 Iteration 6F: 3 clusters Score -1.118024e+07 nChanged 12342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59328 members Mstep: Class 2 contains 199850 members Entering Unmasked Estep Score: -11188532.000000 Penalty: 1134.339600 Iteration 7Q: 3 clusters Score -1.118853e+07 nChanged 7803 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55945 members Mstep: Class 2 contains 203233 members Entering Unmasked Estep Score: -11191796.000000 Penalty: 1134.339600 Iteration 8Q: 3 clusters Score -1.11918e+07 nChanged 4662 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53043 members Mstep: Class 2 contains 206135 members Entering Unmasked Estep Score: -11193433.000000 Penalty: 1134.339600 Iteration 9Q: 3 clusters Score -1.119343e+07 nChanged 3314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50299 members Mstep: Class 2 contains 208879 members Entering Unmasked Estep Score: -11194588.000000 Penalty: 1134.339600 Iteration 10Q: 3 clusters Score -1.119459e+07 nChanged 3024 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47581 members Mstep: Class 2 contains 211597 members Entering Unmasked Estep Score: -11195594.000000 Penalty: 1134.339600 Iteration 11Q: 3 clusters Score -1.119559e+07 nChanged 2915 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44890 members Mstep: Class 2 contains 214288 members Entering Unmasked Estep Score: -11196647.000000 Penalty: 1134.339600 Iteration 12Q: 3 clusters Score -1.119665e+07 nChanged 2940 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42176 members Mstep: Class 2 contains 217002 members Entering Unmasked Estep Score: -11197607.000000 Penalty: 1134.339600 Iteration 13Q: 3 clusters Score -1.119761e+07 nChanged 2841 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39519 members Mstep: Class 2 contains 219659 members Entering Unmasked Estep Score: -11198545.000000 Penalty: 1134.339600 Iteration 14Q: 3 clusters Score -1.119854e+07 nChanged 2721 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36948 members Mstep: Class 2 contains 222230 members Entering Unmasked Estep Score: -11199443.000000 Penalty: 1134.339600 Iteration 15Q: 3 clusters Score -1.119944e+07 nChanged 2558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34508 members Mstep: Class 2 contains 224670 members Entering Unmasked Estep Score: -11200241.000000 Penalty: 1134.339600 Iteration 16Q: 3 clusters Score -1.120024e+07 nChanged 2482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32138 members Mstep: Class 2 contains 227040 members Entering Unmasked Estep Score: -11201052.000000 Penalty: 1134.339600 Iteration 17Q: 3 clusters Score -1.120105e+07 nChanged 2335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29877 members Mstep: Class 2 contains 229301 members Entering Unmasked Estep Score: -11201689.000000 Penalty: 1134.339600 Iteration 18Q: 3 clusters Score -1.120169e+07 nChanged 2200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27745 members Mstep: Class 2 contains 231433 members Entering Unmasked Estep Score: -11202205.000000 Penalty: 1134.339600 Iteration 19Q: 3 clusters Score -1.12022e+07 nChanged 2056 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25741 members Mstep: Class 2 contains 233437 members Entering Unmasked Estep Score: -11202539.000000 Penalty: 1134.339600 Iteration 20F: 3 clusters Score -1.120254e+07 nChanged 1894 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23877 members Mstep: Class 2 contains 235301 members Entering Unmasked Estep Score: -11202746.000000 Penalty: 1134.339600 Iteration 21Q: 3 clusters Score -1.120275e+07 nChanged 1731 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22174 members Mstep: Class 2 contains 237004 members Entering Unmasked Estep Score: -11203024.000000 Penalty: 1134.339600 Iteration 22Q: 3 clusters Score -1.120302e+07 nChanged 1595 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20605 members Mstep: Class 2 contains 238573 members Entering Unmasked Estep Score: -11203188.000000 Penalty: 1134.339600 Iteration 23Q: 3 clusters Score -1.120319e+07 nChanged 1413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19208 members Mstep: Class 2 contains 239970 members Entering Unmasked Estep Score: -11203309.000000 Penalty: 1134.339600 Iteration 24Q: 3 clusters Score -1.120331e+07 nChanged 1368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17854 members Mstep: Class 2 contains 241324 members Entering Unmasked Estep Score: -11203350.000000 Penalty: 1134.339600 Iteration 25Q: 3 clusters Score -1.120335e+07 nChanged 1281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16577 members Mstep: Class 2 contains 242601 members Entering Unmasked Estep Score: -11203349.000000 Penalty: 1134.339600 Iteration 26Q: 3 clusters Score -1.120335e+07 nChanged 1252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15327 members Mstep: Class 2 contains 243851 members Entering Unmasked Estep Score: -11203368.000000 Penalty: 1134.339600 Iteration 27Q: 3 clusters Score -1.120337e+07 nChanged 1271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14058 members Mstep: Class 2 contains 245120 members Entering Unmasked Estep Score: -11203529.000000 Penalty: 1134.339600 Iteration 28Q: 3 clusters Score -1.120353e+07 nChanged 1265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12795 members Mstep: Class 2 contains 246383 members Entering Unmasked Estep Score: -11203686.000000 Penalty: 1134.339600 Iteration 29Q: 3 clusters Score -1.120369e+07 nChanged 1285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11510 members Mstep: Class 2 contains 247668 members Entering Unmasked Estep Score: -11203753.000000 Penalty: 1134.339600 Iteration 30Q: 3 clusters Score -1.120375e+07 nChanged 1196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10314 members Mstep: Class 2 contains 248864 members Entering Unmasked Estep Score: -11203800.000000 Penalty: 1134.339600 Iteration 31Q: 3 clusters Score -1.12038e+07 nChanged 1162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9154 members Mstep: Class 2 contains 250024 members Entering Unmasked Estep Score: -11203956.000000 Penalty: 1134.339600 Iteration 32Q: 3 clusters Score -1.120396e+07 nChanged 1144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8010 members Mstep: Class 2 contains 251168 members Entering Unmasked Estep Score: -11204157.000000 Penalty: 1134.339600 Iteration 33Q: 3 clusters Score -1.120416e+07 nChanged 1078 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6934 members Mstep: Class 2 contains 252244 members Entering Unmasked Estep Score: -11204353.000000 Penalty: 1134.339600 Iteration 34Q: 3 clusters Score -1.120435e+07 nChanged 975 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5961 members Mstep: Class 2 contains 253217 members Entering Unmasked Estep Score: -11204488.000000 Penalty: 1134.339600 Iteration 35Q: 3 clusters Score -1.120449e+07 nChanged 860 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5103 members Mstep: Class 2 contains 254075 members Entering Unmasked Estep Score: -11204630.000000 Penalty: 1134.339600 Iteration 36Q: 3 clusters Score -1.120463e+07 nChanged 815 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4288 members Mstep: Class 2 contains 254890 members Entering Unmasked Estep Score: -11204821.000000 Penalty: 1134.339600 Iteration 37Q: 3 clusters Score -1.120482e+07 nChanged 663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3625 members Mstep: Class 2 contains 255553 members Entering Unmasked Estep Score: -11204938.000000 Penalty: 1134.339600 Iteration 38Q: 3 clusters Score -1.120494e+07 nChanged 548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3077 members Mstep: Class 2 contains 256101 members Entering Unmasked Estep Score: -11205048.000000 Penalty: 1134.339600 Iteration 39Q: 3 clusters Score -1.120505e+07 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2606 members Mstep: Class 2 contains 256572 members Entering Unmasked Estep Score: -11205198.000000 Penalty: 1134.339600 Iteration 40F: 3 clusters Score -1.12052e+07 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2220 members Mstep: Class 2 contains 256958 members Entering Unmasked Estep Score: -11205263.000000 Penalty: 1134.339600 Iteration 41Q: 3 clusters Score -1.120526e+07 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1934 members Mstep: Class 2 contains 257244 members Entering Unmasked Estep Score: -11205350.000000 Penalty: 1134.339600 Iteration 42Q: 3 clusters Score -1.120535e+07 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1702 members Mstep: Class 2 contains 257476 members Entering Unmasked Estep Score: -11205416.000000 Penalty: 1134.339600 Iteration 43Q: 3 clusters Score -1.120542e+07 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1539 members Mstep: Class 2 contains 257639 members Entering Unmasked Estep Score: -11205477.000000 Penalty: 1134.339600 Iteration 44Q: 3 clusters Score -1.120548e+07 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1420 members Mstep: Class 2 contains 257758 members Entering Unmasked Estep Score: -11205498.000000 Penalty: 1134.339600 Iteration 45Q: 3 clusters Score -1.12055e+07 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 257862 members Entering Unmasked Estep Score: -11205498.000000 Penalty: 1134.339600 Iteration 46Q: 3 clusters Score -1.12055e+07 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1232 members Mstep: Class 2 contains 257946 members Entering Unmasked Estep Score: -11205518.000000 Penalty: 1134.339600 Iteration 47Q: 3 clusters Score -1.120552e+07 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 258013 members Entering Unmasked Estep Score: -11205516.000000 Penalty: 1134.339600 Iteration 48Q: 3 clusters Score -1.120552e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 258056 members Entering Unmasked Estep Score: -11205510.000000 Penalty: 1134.339600 Iteration 49Q: 3 clusters Score -1.120551e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 258092 members Entering Unmasked Estep Score: -11205510.000000 Penalty: 1134.339600 Iteration 50Q: 3 clusters Score -1.120551e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 258133 members Entering Unmasked Estep Score: -11205512.000000 Penalty: 1134.339600 Iteration 51Q: 3 clusters Score -1.120551e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 258171 members Entering Unmasked Estep Score: -11205507.000000 Penalty: 1134.339600 Iteration 52Q: 3 clusters Score -1.120551e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 258210 members Entering Unmasked Estep Score: -11205519.000000 Penalty: 1134.339600 Iteration 53Q: 3 clusters Score -1.120552e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 258241 members Entering Unmasked Estep Score: -11205530.000000 Penalty: 1134.339600 Iteration 54Q: 3 clusters Score -1.120553e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 258270 members Entering Unmasked Estep Score: -11205530.000000 Penalty: 1134.339600 Iteration 55Q: 3 clusters Score -1.120553e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 258301 members Entering Unmasked Estep Score: -11205549.000000 Penalty: 1134.339600 Iteration 56Q: 3 clusters Score -1.120555e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 258326 members Entering Unmasked Estep Score: -11205531.000000 Penalty: 1134.339600 Iteration 57Q: 3 clusters Score -1.120553e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 258344 members Entering Unmasked Estep Score: -11205543.000000 Penalty: 1134.339600 Iteration 58Q: 3 clusters Score -1.120554e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 258363 members Entering Unmasked Estep Score: -11205528.000000 Penalty: 1134.339600 Iteration 59Q: 3 clusters Score -1.120553e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 258377 members Entering Unmasked Estep Score: -11205543.000000 Penalty: 1134.339600 Iteration 60F: 3 clusters Score -1.120554e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 258397 members Entering Unmasked Estep Score: -11205551.000000 Penalty: 1134.339600 Iteration 61Q: 3 clusters Score -1.120555e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 258422 members Entering Unmasked Estep Score: -11205556.000000 Penalty: 1134.339600 Iteration 62Q: 3 clusters Score -1.120556e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 258441 members Entering Unmasked Estep Score: -11205553.000000 Penalty: 1134.339600 Iteration 63Q: 3 clusters Score -1.120555e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 258458 members Entering Unmasked Estep Score: -11205564.000000 Penalty: 1134.339600 Iteration 64Q: 3 clusters Score -1.120556e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 258480 members Entering Unmasked Estep Score: -11205573.000000 Penalty: 1134.339600 Iteration 65Q: 3 clusters Score -1.120557e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 258489 members Entering Unmasked Estep Score: -11205584.000000 Penalty: 1134.339600 Iteration 66Q: 3 clusters Score -1.120558e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 258495 members Entering Unmasked Estep Score: -11205583.000000 Penalty: 1134.339600 Iteration 67Q: 3 clusters Score -1.120558e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 258508 members Entering Unmasked Estep Score: -11205601.000000 Penalty: 1134.339600 Iteration 68Q: 3 clusters Score -1.12056e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 258520 members Entering Unmasked Estep Score: -11205599.000000 Penalty: 1134.339600 Iteration 69Q: 3 clusters Score -1.12056e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 258529 members Entering Unmasked Estep Score: -11205608.000000 Penalty: 1134.339600 Iteration 70Q: 3 clusters Score -1.120561e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 258538 members Entering Unmasked Estep Score: -11205616.000000 Penalty: 1134.339600 Iteration 71Q: 3 clusters Score -1.120562e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 258543 members Entering Unmasked Estep Score: -11205623.000000 Penalty: 1134.339600 Iteration 72Q: 3 clusters Score -1.120562e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 258547 members Entering Unmasked Estep Score: -11205620.000000 Penalty: 1134.339600 Iteration 73Q: 3 clusters Score -1.120562e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 258550 members Entering Unmasked Estep Score: -11205625.000000 Penalty: 1134.339600 Iteration 74Q: 3 clusters Score -1.120562e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 258554 members Entering Unmasked Estep Score: -11205630.000000 Penalty: 1134.339600 Iteration 75Q: 3 clusters Score -1.120563e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 258560 members Entering Unmasked Estep Score: -11205634.000000 Penalty: 1134.339600 Iteration 76Q: 3 clusters Score -1.120563e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 258565 members Entering Unmasked Estep Score: -11205640.000000 Penalty: 1134.339600 Iteration 77Q: 3 clusters Score -1.120564e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 258566 members Entering Unmasked Estep Score: -11205635.000000 Penalty: 1134.339600 Iteration 78Q: 3 clusters Score -1.120564e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 258568 members Entering Unmasked Estep Score: -11205634.000000 Penalty: 1134.339600 Iteration 79Q: 3 clusters Score -1.120563e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 258569 members Entering Unmasked Estep Score: -11205633.000000 Penalty: 1134.339600 Iteration 80F: 3 clusters Score -1.120563e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 258570 members Entering Unmasked Estep Score: -11205642.000000 Penalty: 1134.339600 Iteration 81Q: 3 clusters Score -1.120564e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 258572 members Entering Unmasked Estep Score: -11205649.000000 Penalty: 1134.339600 Iteration 82Q: 3 clusters Score -1.120565e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 258574 members Entering Unmasked Estep Score: -11205646.000000 Penalty: 1134.339600 Iteration 83Q: 3 clusters Score -1.120565e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 258575 members Entering Unmasked Estep Score: -11205654.000000 Penalty: 1134.339600 Iteration 84Q: 3 clusters Score -1.120565e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 258575 members Entering Unmasked Estep Score: -11205654.000000 Penalty: 1134.339600 Iteration 85F: 3 clusters Score -1.120565e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (662 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Entering Unmasked Estep Score: -29175.515625 Penalty: 295.534576 Iteration 0F: 2 clusters Score -29175.52 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -28604.259766 Penalty: 591.069153 Iteration 0F: 3 clusters Score -28604.26 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -28786.634766 Penalty: 591.069153 Iteration 1F: 3 clusters Score -28786.63 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -28806.878906 Penalty: 591.069153 Iteration 2Q: 3 clusters Score -28806.88 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -28814.656250 Penalty: 591.069153 Iteration 3Q: 3 clusters Score -28814.66 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -28819.093750 Penalty: 591.069153 Iteration 4Q: 3 clusters Score -28819.09 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -28822.289062 Penalty: 591.069153 Iteration 5Q: 3 clusters Score -28822.29 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -28825.253906 Penalty: 591.069153 Iteration 6Q: 3 clusters Score -28825.25 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -28825.757812 Penalty: 591.069153 Iteration 7Q: 3 clusters Score -28825.76 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -28827.683594 Penalty: 591.069153 Iteration 8Q: 3 clusters Score -28827.68 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -28830.484375 Penalty: 591.069153 Iteration 9Q: 3 clusters Score -28830.48 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -28833.142578 Penalty: 591.069153 Iteration 10Q: 3 clusters Score -28833.14 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -28836.742188 Penalty: 591.069153 Iteration 11Q: 3 clusters Score -28836.74 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -28841.183594 Penalty: 591.069153 Iteration 12Q: 3 clusters Score -28841.18 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -28845.449219 Penalty: 591.069153 Iteration 13Q: 3 clusters Score -28845.45 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -28849.613281 Penalty: 591.069153 Iteration 14Q: 3 clusters Score -28849.61 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -28851.716797 Penalty: 591.069153 Iteration 15Q: 3 clusters Score -28851.72 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -28852.986328 Penalty: 591.069153 Iteration 16Q: 3 clusters Score -28852.99 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -28854.007812 Penalty: 591.069153 Iteration 17Q: 3 clusters Score -28854.01 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -28854.955078 Penalty: 591.069153 Iteration 18Q: 3 clusters Score -28854.96 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -28856.193359 Penalty: 591.069153 Iteration 19Q: 3 clusters Score -28856.19 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -28857.396484 Penalty: 591.069153 Iteration 20F: 3 clusters Score -28857.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (2784 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2784 members Entering Unmasked Estep Score: -116268.687500 Penalty: 360.889801 Iteration 0F: 2 clusters Score -116268.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1349 members Mstep: Class 2 contains 1435 members Entering Unmasked Estep Score: -114379.148438 Penalty: 721.779602 Iteration 0F: 3 clusters Score -114379.1 nChanged 1183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 1732 members Entering Unmasked Estep Score: -115115.218750 Penalty: 721.779602 Iteration 1F: 3 clusters Score -115115.2 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 1878 members Entering Unmasked Estep Score: -115290.242188 Penalty: 721.779602 Iteration 2F: 3 clusters Score -115290.2 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 2016 members Entering Unmasked Estep Score: -115437.148438 Penalty: 721.779602 Iteration 3F: 3 clusters Score -115437.1 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 2138 members Entering Unmasked Estep Score: -115559.664062 Penalty: 721.779602 Iteration 4F: 3 clusters Score -115559.7 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 2243 members Entering Unmasked Estep Score: -115667.445312 Penalty: 721.779602 Iteration 5Q: 3 clusters Score -115667.4 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 2329 members Entering Unmasked Estep Score: -115756.773438 Penalty: 721.779602 Iteration 6Q: 3 clusters Score -115756.8 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 2393 members Entering Unmasked Estep Score: -115822.296875 Penalty: 721.779602 Iteration 7Q: 3 clusters Score -115822.3 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 2435 members Entering Unmasked Estep Score: -115847.023438 Penalty: 721.779602 Iteration 8Q: 3 clusters Score -115847 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 2456 members Entering Unmasked Estep Score: -115857.507812 Penalty: 721.779602 Iteration 9Q: 3 clusters Score -115857.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 2473 members Entering Unmasked Estep Score: -115865.273438 Penalty: 721.779602 Iteration 10Q: 3 clusters Score -115865.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 2492 members Entering Unmasked Estep Score: -115877.320312 Penalty: 721.779602 Iteration 11Q: 3 clusters Score -115877.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 2516 members Entering Unmasked Estep Score: -115888.984375 Penalty: 721.779602 Iteration 12Q: 3 clusters Score -115889 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 2532 members Entering Unmasked Estep Score: -115897.312500 Penalty: 721.779602 Iteration 13Q: 3 clusters Score -115897.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 2549 members Entering Unmasked Estep Score: -115908.562500 Penalty: 721.779602 Iteration 14Q: 3 clusters Score -115908.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 2563 members Entering Unmasked Estep Score: -115917.984375 Penalty: 721.779602 Iteration 15Q: 3 clusters Score -115918 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 2571 members Entering Unmasked Estep Score: -115924.398438 Penalty: 721.779602 Iteration 16Q: 3 clusters Score -115924.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 2581 members Entering Unmasked Estep Score: -115934.945312 Penalty: 721.779602 Iteration 17Q: 3 clusters Score -115934.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 2593 members Entering Unmasked Estep Score: -115946.265625 Penalty: 721.779602 Iteration 18Q: 3 clusters Score -115946.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 2600 members Entering Unmasked Estep Score: -115958.343750 Penalty: 721.779602 Iteration 19Q: 3 clusters Score -115958.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 2605 members Entering Unmasked Estep Score: -115971.390625 Penalty: 721.779602 Iteration 20F: 3 clusters Score -115971.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 2608 members Entering Unmasked Estep Score: -115977.179688 Penalty: 721.779602 Iteration 21Q: 3 clusters Score -115977.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 2614 members Entering Unmasked Estep Score: -115982.359375 Penalty: 721.779602 Iteration 22Q: 3 clusters Score -115982.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 2618 members Entering Unmasked Estep Score: -115986.148438 Penalty: 721.779602 Iteration 23Q: 3 clusters Score -115986.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 2619 members Entering Unmasked Estep Score: -115988.156250 Penalty: 721.779602 Iteration 24Q: 3 clusters Score -115988.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 2621 members Entering Unmasked Estep Score: -115989.648438 Penalty: 721.779602 Iteration 25Q: 3 clusters Score -115989.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 2621 members Entering Unmasked Estep Score: -115990.781250 Penalty: 721.779602 Iteration 26Q: 3 clusters Score -115990.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 2619 members Entering Unmasked Estep Score: -115991.414062 Penalty: 721.779602 Iteration 27Q: 3 clusters Score -115991.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 2620 members Entering Unmasked Estep Score: -115992.148438 Penalty: 721.779602 Iteration 28Q: 3 clusters Score -115992.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 2620 members Entering Unmasked Estep Score: -115992.148438 Penalty: 721.779602 Iteration 29F: 3 clusters Score -115992.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (216 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Entering Unmasked Estep Score: -8108.699707 Penalty: 244.575165 Iteration 0F: 2 clusters Score -8108.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -7805.074219 Penalty: 489.150330 Iteration 0F: 3 clusters Score -7805.074 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -7880.130371 Penalty: 489.150330 Iteration 1F: 3 clusters Score -7880.13 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -7902.745117 Penalty: 489.150330 Iteration 2F: 3 clusters Score -7902.745 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -7916.919434 Penalty: 489.150330 Iteration 3Q: 3 clusters Score -7916.919 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -7936.057617 Penalty: 489.150330 Iteration 4Q: 3 clusters Score -7936.058 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -7945.538574 Penalty: 489.150330 Iteration 5Q: 3 clusters Score -7945.539 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -7950.096680 Penalty: 489.150330 Iteration 6Q: 3 clusters Score -7950.097 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -7954.650879 Penalty: 489.150330 Iteration 7Q: 3 clusters Score -7954.651 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -7956.758301 Penalty: 489.150330 Iteration 8Q: 3 clusters Score -7956.758 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -7956.758301 Penalty: 489.150330 Iteration 9F: 3 clusters Score -7956.758 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (6762 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6762 members Entering Unmasked Estep Score: -314748.375000 Penalty: 401.267853 Iteration 0F: 2 clusters Score -314748.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3392 members Mstep: Class 2 contains 3370 members Entering Unmasked Estep Score: -310351.875000 Penalty: 802.535706 Iteration 0F: 3 clusters Score -310351.9 nChanged 3057 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3443 members Mstep: Class 2 contains 3319 members Entering Unmasked Estep Score: -312222.906250 Penalty: 802.535706 Iteration 1F: 3 clusters Score -312222.9 nChanged 488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3521 members Mstep: Class 2 contains 3241 members Entering Unmasked Estep Score: -312534.656250 Penalty: 802.535706 Iteration 2F: 3 clusters Score -312534.7 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3621 members Mstep: Class 2 contains 3141 members Entering Unmasked Estep Score: -312845.906250 Penalty: 802.535706 Iteration 3F: 3 clusters Score -312845.9 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3728 members Mstep: Class 2 contains 3034 members Entering Unmasked Estep Score: -313174.218750 Penalty: 802.535706 Iteration 4F: 3 clusters Score -313174.2 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3835 members Mstep: Class 2 contains 2927 members Entering Unmasked Estep Score: -313465.343750 Penalty: 802.535706 Iteration 5F: 3 clusters Score -313465.3 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3925 members Mstep: Class 2 contains 2837 members Entering Unmasked Estep Score: -313646.500000 Penalty: 802.535706 Iteration 6Q: 3 clusters Score -313646.5 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4003 members Mstep: Class 2 contains 2759 members Entering Unmasked Estep Score: -313744.718750 Penalty: 802.535706 Iteration 7Q: 3 clusters Score -313744.7 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4089 members Mstep: Class 2 contains 2673 members Entering Unmasked Estep Score: -313817.687500 Penalty: 802.535706 Iteration 8Q: 3 clusters Score -313817.7 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4155 members Mstep: Class 2 contains 2607 members Entering Unmasked Estep Score: -313860.593750 Penalty: 802.535706 Iteration 9Q: 3 clusters Score -313860.6 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4222 members Mstep: Class 2 contains 2540 members Entering Unmasked Estep Score: -313901.937500 Penalty: 802.535706 Iteration 10Q: 3 clusters Score -313901.9 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4280 members Mstep: Class 2 contains 2482 members Entering Unmasked Estep Score: -313934.843750 Penalty: 802.535706 Iteration 11Q: 3 clusters Score -313934.8 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4337 members Mstep: Class 2 contains 2425 members Entering Unmasked Estep Score: -313971.343750 Penalty: 802.535706 Iteration 12Q: 3 clusters Score -313971.3 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4406 members Mstep: Class 2 contains 2356 members Entering Unmasked Estep Score: -314003.843750 Penalty: 802.535706 Iteration 13Q: 3 clusters Score -314003.8 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4470 members Mstep: Class 2 contains 2292 members Entering Unmasked Estep Score: -314024.000000 Penalty: 802.535706 Iteration 14Q: 3 clusters Score -314024 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4523 members Mstep: Class 2 contains 2239 members Entering Unmasked Estep Score: -314039.125000 Penalty: 802.535706 Iteration 15Q: 3 clusters Score -314039.1 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4570 members Mstep: Class 2 contains 2192 members Entering Unmasked Estep Score: -314051.187500 Penalty: 802.535706 Iteration 16Q: 3 clusters Score -314051.2 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4619 members Mstep: Class 2 contains 2143 members Entering Unmasked Estep Score: -314061.937500 Penalty: 802.535706 Iteration 17Q: 3 clusters Score -314061.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4668 members Mstep: Class 2 contains 2094 members Entering Unmasked Estep Score: -314070.500000 Penalty: 802.535706 Iteration 18Q: 3 clusters Score -314070.5 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4710 members Mstep: Class 2 contains 2052 members Entering Unmasked Estep Score: -314078.875000 Penalty: 802.535706 Iteration 19Q: 3 clusters Score -314078.9 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4755 members Mstep: Class 2 contains 2007 members Entering Unmasked Estep Score: -314088.593750 Penalty: 802.535706 Iteration 20F: 3 clusters Score -314088.6 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4805 members Mstep: Class 2 contains 1957 members Entering Unmasked Estep Score: -314098.625000 Penalty: 802.535706 Iteration 21Q: 3 clusters Score -314098.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4850 members Mstep: Class 2 contains 1912 members Entering Unmasked Estep Score: -314108.500000 Penalty: 802.535706 Iteration 22Q: 3 clusters Score -314108.5 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4897 members Mstep: Class 2 contains 1865 members Entering Unmasked Estep Score: -314119.281250 Penalty: 802.535706 Iteration 23Q: 3 clusters Score -314119.3 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4945 members Mstep: Class 2 contains 1817 members Entering Unmasked Estep Score: -314129.250000 Penalty: 802.535706 Iteration 24Q: 3 clusters Score -314129.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4988 members Mstep: Class 2 contains 1774 members Entering Unmasked Estep Score: -314138.093750 Penalty: 802.535706 Iteration 25Q: 3 clusters Score -314138.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5029 members Mstep: Class 2 contains 1733 members Entering Unmasked Estep Score: -314147.187500 Penalty: 802.535706 Iteration 26Q: 3 clusters Score -314147.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5080 members Mstep: Class 2 contains 1682 members Entering Unmasked Estep Score: -314157.343750 Penalty: 802.535706 Iteration 27Q: 3 clusters Score -314157.3 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5131 members Mstep: Class 2 contains 1631 members Entering Unmasked Estep Score: -314169.375000 Penalty: 802.535706 Iteration 28Q: 3 clusters Score -314169.4 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5182 members Mstep: Class 2 contains 1580 members Entering Unmasked Estep Score: -314184.031250 Penalty: 802.535706 Iteration 29Q: 3 clusters Score -314184 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5245 members Mstep: Class 2 contains 1517 members Entering Unmasked Estep Score: -314207.343750 Penalty: 802.535706 Iteration 30Q: 3 clusters Score -314207.3 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5314 members Mstep: Class 2 contains 1448 members Entering Unmasked Estep Score: -314233.312500 Penalty: 802.535706 Iteration 31Q: 3 clusters Score -314233.3 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5382 members Mstep: Class 2 contains 1380 members Entering Unmasked Estep Score: -314256.781250 Penalty: 802.535706 Iteration 32Q: 3 clusters Score -314256.8 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5445 members Mstep: Class 2 contains 1317 members Entering Unmasked Estep Score: -314275.593750 Penalty: 802.535706 Iteration 33Q: 3 clusters Score -314275.6 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5507 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -314293.531250 Penalty: 802.535706 Iteration 34Q: 3 clusters Score -314293.5 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5575 members Mstep: Class 2 contains 1187 members Entering Unmasked Estep Score: -314316.531250 Penalty: 802.535706 Iteration 35Q: 3 clusters Score -314316.5 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5639 members Mstep: Class 2 contains 1123 members Entering Unmasked Estep Score: -314340.500000 Penalty: 802.535706 Iteration 36Q: 3 clusters Score -314340.5 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5700 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -314359.343750 Penalty: 802.535706 Iteration 37Q: 3 clusters Score -314359.3 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5750 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -314376.437500 Penalty: 802.535706 Iteration 38Q: 3 clusters Score -314376.4 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5799 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -314391.468750 Penalty: 802.535706 Iteration 39Q: 3 clusters Score -314391.5 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5845 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -314406.375000 Penalty: 802.535706 Iteration 40F: 3 clusters Score -314406.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5875 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -314415.406250 Penalty: 802.535706 Iteration 41Q: 3 clusters Score -314415.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5901 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -314421.437500 Penalty: 802.535706 Iteration 42Q: 3 clusters Score -314421.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5925 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -314427.187500 Penalty: 802.535706 Iteration 43Q: 3 clusters Score -314427.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5942 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -314429.875000 Penalty: 802.535706 Iteration 44Q: 3 clusters Score -314429.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5952 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -314432.062500 Penalty: 802.535706 Iteration 45Q: 3 clusters Score -314432.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5967 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -314436.000000 Penalty: 802.535706 Iteration 46Q: 3 clusters Score -314436 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5977 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -314438.093750 Penalty: 802.535706 Iteration 47Q: 3 clusters Score -314438.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5990 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -314440.781250 Penalty: 802.535706 Iteration 48Q: 3 clusters Score -314440.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6004 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -314445.000000 Penalty: 802.535706 Iteration 49Q: 3 clusters Score -314445 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6009 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -314445.687500 Penalty: 802.535706 Iteration 50Q: 3 clusters Score -314445.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6011 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -314445.500000 Penalty: 802.535706 Iteration 51Q: 3 clusters Score -314445.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6014 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -314445.500000 Penalty: 802.535706 Iteration 52Q: 3 clusters Score -314445.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6014 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -314445.500000 Penalty: 802.535706 Iteration 53F: 3 clusters Score -314445.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (346 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Entering Unmasked Estep Score: -12869.968750 Penalty: 266.012970 Iteration 0F: 2 clusters Score -12869.97 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -12462.952148 Penalty: 532.025940 Iteration 0F: 3 clusters Score -12462.95 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -12571.638672 Penalty: 532.025940 Iteration 1F: 3 clusters Score -12571.64 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -12603.603516 Penalty: 532.025940 Iteration 2F: 3 clusters Score -12603.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -12614.511719 Penalty: 532.025940 Iteration 3Q: 3 clusters Score -12614.51 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -12623.806641 Penalty: 532.025940 Iteration 4Q: 3 clusters Score -12623.81 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -12629.472656 Penalty: 532.025940 Iteration 5Q: 3 clusters Score -12629.47 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -12633.616211 Penalty: 532.025940 Iteration 6Q: 3 clusters Score -12633.62 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -12634.271484 Penalty: 532.025940 Iteration 7Q: 3 clusters Score -12634.27 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -12634.271484 Penalty: 532.025940 Iteration 8F: 3 clusters Score -12634.27 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 18404 members Mstep: Class 2 contains 1035 members Mstep: Class 3 contains 31633 members Mstep: Class 4 contains 8048 members Mstep: Class 5 contains 345 members Mstep: Class 6 contains 390 members Mstep: Class 7 contains 696 members Mstep: Class 8 contains 1107 members Mstep: Class 9 contains 2684 members Mstep: Class 10 contains 4552 members Mstep: Class 11 contains 378 members Mstep: Class 12 contains 662 members Mstep: Class 13 contains 26563 members Mstep: Class 14 contains 1544 members Mstep: Class 15 contains 782 members Mstep: Class 16 contains 434 members Mstep: Class 17 contains 254 members Mstep: Class 18 contains 259178 members Mstep: Class 19 contains 662 members Mstep: Class 20 contains 2784 members Mstep: Class 21 contains 216 members Mstep: Class 22 contains 6762 members Mstep: Class 24 contains 346 members Entering Unmasked Estep ConsiderDeletion Score: -15541105.000000 Penalty: 13415.931641 Iteration 119Q: 24 clusters Score -1.55411e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 18404 members Mstep: Class 2 contains 1035 members Mstep: Class 3 contains 31633 members Mstep: Class 4 contains 8050 members Mstep: Class 5 contains 345 members Mstep: Class 6 contains 390 members Mstep: Class 7 contains 696 members Mstep: Class 8 contains 1107 members Mstep: Class 9 contains 2679 members Mstep: Class 10 contains 4552 members Mstep: Class 11 contains 378 members Mstep: Class 12 contains 662 members Mstep: Class 13 contains 26560 members Mstep: Class 14 contains 1545 members Mstep: Class 15 contains 782 members Mstep: Class 16 contains 434 members Mstep: Class 17 contains 254 members Mstep: Class 18 contains 259176 members Mstep: Class 19 contains 662 members Mstep: Class 20 contains 2784 members Mstep: Class 21 contains 216 members Mstep: Class 22 contains 6769 members Mstep: Class 24 contains 346 members Entering Unmasked Estep ConsiderDeletion Score: -15541093.000000 Penalty: 13415.931641 Iteration 120F: 24 clusters Score -1.554109e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 18404 members Mstep: Class 2 contains 1035 members Mstep: Class 3 contains 31632 members Mstep: Class 4 contains 8050 members Mstep: Class 5 contains 345 members Mstep: Class 6 contains 390 members Mstep: Class 7 contains 696 members Mstep: Class 8 contains 1108 members Mstep: Class 9 contains 2673 members Mstep: Class 10 contains 4552 members Mstep: Class 11 contains 378 members Mstep: Class 12 contains 662 members Mstep: Class 13 contains 26560 members Mstep: Class 14 contains 1546 members Mstep: Class 15 contains 782 members Mstep: Class 16 contains 434 members Mstep: Class 17 contains 254 members Mstep: Class 18 contains 259181 members Mstep: Class 19 contains 662 members Mstep: Class 20 contains 2784 members Mstep: Class 21 contains 216 members Mstep: Class 22 contains 6769 members Mstep: Class 24 contains 346 members Entering Unmasked Estep ConsiderDeletion Score: -15541090.000000 Penalty: 13415.931641 Iteration 121Q: 24 clusters Score -1.554109e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 18404 members Mstep: Class 2 contains 1035 members Mstep: Class 3 contains 31629 members Mstep: Class 4 contains 8045 members Mstep: Class 5 contains 345 members Mstep: Class 6 contains 390 members Mstep: Class 7 contains 696 members Mstep: Class 8 contains 1108 members Mstep: Class 9 contains 2669 members Mstep: Class 10 contains 4552 members Mstep: Class 11 contains 378 members Mstep: Class 12 contains 662 members Mstep: Class 13 contains 26561 members Mstep: Class 14 contains 1546 members Mstep: Class 15 contains 782 members Mstep: Class 16 contains 434 members Mstep: Class 17 contains 254 members Mstep: Class 18 contains 259191 members Mstep: Class 19 contains 662 members Mstep: Class 20 contains 2784 members Mstep: Class 21 contains 216 members Mstep: Class 22 contains 6770 members Mstep: Class 24 contains 346 members Entering Unmasked Estep ConsiderDeletion Score: -15541080.000000 Penalty: 13415.931641 Iteration 122Q: 24 clusters Score -1.554108e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 18404 members Mstep: Class 2 contains 1035 members Mstep: Class 3 contains 31629 members Mstep: Class 4 contains 8046 members Mstep: Class 5 contains 345 members Mstep: Class 6 contains 390 members Mstep: Class 7 contains 696 members Mstep: Class 8 contains 1108 members Mstep: Class 9 contains 2663 members Mstep: Class 10 contains 4552 members Mstep: Class 11 contains 378 members Mstep: Class 12 contains 662 members Mstep: Class 13 contains 26563 members Mstep: Class 14 contains 1546 members Mstep: Class 15 contains 782 members Mstep: Class 16 contains 434 members Mstep: Class 17 contains 254 members Mstep: Class 18 contains 259189 members Mstep: Class 19 contains 662 members Mstep: Class 20 contains 2784 members Mstep: Class 21 contains 216 members Mstep: Class 22 contains 6775 members Mstep: Class 24 contains 346 members Entering Unmasked Estep ConsiderDeletion Score: -15541071.000000 Penalty: 13415.931641 Iteration 123Q: 24 clusters Score -1.554107e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 18403 members Mstep: Class 2 contains 1035 members Mstep: Class 3 contains 31627 members Mstep: Class 4 contains 8048 members Mstep: Class 5 contains 345 members Mstep: Class 6 contains 390 members Mstep: Class 7 contains 696 members Mstep: Class 8 contains 1109 members Mstep: Class 9 contains 2658 members Mstep: Class 10 contains 4552 members Mstep: Class 11 contains 378 members Mstep: Class 12 contains 662 members Mstep: Class 13 contains 26563 members Mstep: Class 14 contains 1546 members Mstep: Class 15 contains 782 members Mstep: Class 16 contains 434 members Mstep: Class 17 contains 254 members Mstep: Class 18 contains 259191 members Mstep: Class 19 contains 662 members Mstep: Class 20 contains 2784 members Mstep: Class 21 contains 216 members Mstep: Class 22 contains 6778 members Mstep: Class 24 contains 346 members Entering Unmasked Estep ConsiderDeletion Score: -15541071.000000 Penalty: 13415.931641 Iteration 124Q: 24 clusters Score -1.554107e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 18403 members Mstep: Class 2 contains 1035 members Mstep: Class 3 contains 31627 members Mstep: Class 4 contains 8046 members Mstep: Class 5 contains 345 members Mstep: Class 6 contains 390 members Mstep: Class 7 contains 696 members Mstep: Class 8 contains 1111 members Mstep: Class 9 contains 2654 members Mstep: Class 10 contains 4552 members Mstep: Class 11 contains 378 members Mstep: Class 12 contains 662 members Mstep: Class 13 contains 26563 members Mstep: Class 14 contains 1546 members Mstep: Class 15 contains 782 members Mstep: Class 16 contains 434 members Mstep: Class 17 contains 254 members Mstep: Class 18 contains 259193 members Mstep: Class 19 contains 662 members Mstep: Class 20 contains 2784 members Mstep: Class 21 contains 216 members Mstep: Class 22 contains 6780 members Mstep: Class 24 contains 346 members Entering Unmasked Estep ConsiderDeletion Score: -15541071.000000 Penalty: 13415.931641 Iteration 125Q: 24 clusters Score -1.554107e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 18403 members Mstep: Class 2 contains 1035 members Mstep: Class 3 contains 31626 members Mstep: Class 4 contains 8044 members Mstep: Class 5 contains 345 members Mstep: Class 6 contains 390 members Mstep: Class 7 contains 696 members Mstep: Class 8 contains 1112 members Mstep: Class 9 contains 2652 members Mstep: Class 10 contains 4552 members Mstep: Class 11 contains 378 members Mstep: Class 12 contains 662 members Mstep: Class 13 contains 26563 members Mstep: Class 14 contains 1546 members Mstep: Class 15 contains 782 members Mstep: Class 16 contains 434 members Mstep: Class 17 contains 254 members Mstep: Class 18 contains 259197 members Mstep: Class 19 contains 662 members Mstep: Class 20 contains 2784 members Mstep: Class 21 contains 216 members Mstep: Class 22 contains 6780 members Mstep: Class 24 contains 346 members Entering Unmasked Estep ConsiderDeletion Score: -15541075.000000 Penalty: 13415.931641 Iteration 126Q: 24 clusters Score -1.554108e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 18403 members Mstep: Class 2 contains 1035 members Mstep: Class 3 contains 31625 members Mstep: Class 4 contains 8044 members Mstep: Class 5 contains 345 members Mstep: Class 6 contains 390 members Mstep: Class 7 contains 696 members Mstep: Class 8 contains 1111 members Mstep: Class 9 contains 2652 members Mstep: Class 10 contains 4552 members Mstep: Class 11 contains 378 members Mstep: Class 12 contains 662 members Mstep: Class 13 contains 26563 members Mstep: Class 14 contains 1546 members Mstep: Class 15 contains 782 members Mstep: Class 16 contains 434 members Mstep: Class 17 contains 254 members Mstep: Class 18 contains 259199 members Mstep: Class 19 contains 662 members Mstep: Class 20 contains 2784 members Mstep: Class 21 contains 216 members Mstep: Class 22 contains 6780 members Mstep: Class 24 contains 346 members Entering Unmasked Estep ConsiderDeletion Score: -15541066.000000 Penalty: 13415.931641 Iteration 127Q: 24 clusters Score -1.554107e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 18403 members Mstep: Class 2 contains 1035 members Mstep: Class 3 contains 31624 members Mstep: Class 4 contains 8044 members Mstep: Class 5 contains 345 members Mstep: Class 6 contains 390 members Mstep: Class 7 contains 696 members Mstep: Class 8 contains 1112 members Mstep: Class 9 contains 2651 members Mstep: Class 10 contains 4552 members Mstep: Class 11 contains 378 members Mstep: Class 12 contains 662 members Mstep: Class 13 contains 26563 members Mstep: Class 14 contains 1546 members Mstep: Class 15 contains 782 members Mstep: Class 16 contains 434 members Mstep: Class 17 contains 254 members Mstep: Class 18 contains 259200 members Mstep: Class 19 contains 662 members Mstep: Class 20 contains 2784 members Mstep: Class 21 contains 216 members Mstep: Class 22 contains 6780 members Mstep: Class 24 contains 346 members Entering Unmasked Estep ConsiderDeletion Score: -15541068.000000 Penalty: 13415.931641 Iteration 128Q: 24 clusters Score -1.554107e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 18403 members Mstep: Class 2 contains 1035 members Mstep: Class 3 contains 31623 members Mstep: Class 4 contains 8043 members Mstep: Class 5 contains 345 members Mstep: Class 6 contains 390 members Mstep: Class 7 contains 696 members Mstep: Class 8 contains 1112 members Mstep: Class 9 contains 2652 members Mstep: Class 10 contains 4552 members Mstep: Class 11 contains 378 members Mstep: Class 12 contains 662 members Mstep: Class 13 contains 26563 members Mstep: Class 14 contains 1546 members Mstep: Class 15 contains 782 members Mstep: Class 16 contains 434 members Mstep: Class 17 contains 254 members Mstep: Class 18 contains 259201 members Mstep: Class 19 contains 662 members Mstep: Class 20 contains 2784 members Mstep: Class 21 contains 216 members Mstep: Class 22 contains 6780 members Mstep: Class 24 contains 346 members Entering Unmasked Estep ConsiderDeletion Score: -15541083.000000 Penalty: 13415.931641 Iteration 129Q: 24 clusters Score -1.554108e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 18403 members Mstep: Class 2 contains 1035 members Mstep: Class 3 contains 31623 members Mstep: Class 4 contains 8044 members Mstep: Class 5 contains 345 members Mstep: Class 6 contains 390 members Mstep: Class 7 contains 696 members Mstep: Class 8 contains 1112 members Mstep: Class 9 contains 2650 members Mstep: Class 10 contains 4552 members Mstep: Class 11 contains 378 members Mstep: Class 12 contains 662 members Mstep: Class 13 contains 26563 members Mstep: Class 14 contains 1546 members Mstep: Class 15 contains 782 members Mstep: Class 16 contains 434 members Mstep: Class 17 contains 254 members Mstep: Class 18 contains 259203 members Mstep: Class 19 contains 662 members Mstep: Class 20 contains 2783 members Mstep: Class 21 contains 216 members Mstep: Class 22 contains 6780 members Mstep: Class 24 contains 346 members Entering Unmasked Estep ConsiderDeletion Score: -15541080.000000 Penalty: 13415.931641 Iteration 130Q: 24 clusters Score -1.554108e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 18403 members Mstep: Class 2 contains 1035 members Mstep: Class 3 contains 31624 members Mstep: Class 4 contains 8044 members Mstep: Class 5 contains 345 members Mstep: Class 6 contains 390 members Mstep: Class 7 contains 696 members Mstep: Class 8 contains 1112 members Mstep: Class 9 contains 2649 members Mstep: Class 10 contains 4552 members Mstep: Class 11 contains 378 members Mstep: Class 12 contains 662 members Mstep: Class 13 contains 26563 members Mstep: Class 14 contains 1546 members Mstep: Class 15 contains 782 members Mstep: Class 16 contains 434 members Mstep: Class 17 contains 254 members Mstep: Class 18 contains 259204 members Mstep: Class 19 contains 662 members Mstep: Class 20 contains 2782 members Mstep: Class 21 contains 216 members Mstep: Class 22 contains 6780 members Mstep: Class 24 contains 346 members Entering Unmasked Estep ConsiderDeletion Score: -15541086.000000 Penalty: 13415.931641 Iteration 131Q: 24 clusters Score -1.554109e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 18403 members Mstep: Class 2 contains 1035 members Mstep: Class 3 contains 31624 members Mstep: Class 4 contains 8046 members Mstep: Class 5 contains 345 members Mstep: Class 6 contains 390 members Mstep: Class 7 contains 696 members Mstep: Class 8 contains 1112 members Mstep: Class 9 contains 2646 members Mstep: Class 10 contains 4552 members Mstep: Class 11 contains 378 members Mstep: Class 12 contains 662 members Mstep: Class 13 contains 26563 members Mstep: Class 14 contains 1546 members Mstep: Class 15 contains 782 members Mstep: Class 16 contains 434 members Mstep: Class 17 contains 254 members Mstep: Class 18 contains 259206 members Mstep: Class 19 contains 662 members Mstep: Class 20 contains 2781 members Mstep: Class 21 contains 216 members Mstep: Class 22 contains 6780 members Mstep: Class 24 contains 346 members Entering Unmasked Estep ConsiderDeletion Score: -15541081.000000 Penalty: 13415.931641 Iteration 132Q: 24 clusters Score -1.554108e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 18403 members Mstep: Class 2 contains 1035 members Mstep: Class 3 contains 31627 members Mstep: Class 4 contains 8046 members Mstep: Class 5 contains 345 members Mstep: Class 6 contains 390 members Mstep: Class 7 contains 696 members Mstep: Class 8 contains 1112 members Mstep: Class 9 contains 2646 members Mstep: Class 10 contains 4552 members Mstep: Class 11 contains 378 members Mstep: Class 12 contains 662 members Mstep: Class 13 contains 26564 members Mstep: Class 14 contains 1546 members Mstep: Class 15 contains 782 members Mstep: Class 16 contains 434 members Mstep: Class 17 contains 254 members Mstep: Class 18 contains 259205 members Mstep: Class 19 contains 662 members Mstep: Class 20 contains 2778 members Mstep: Class 21 contains 216 members Mstep: Class 22 contains 6780 members Mstep: Class 24 contains 346 members Entering Unmasked Estep ConsiderDeletion Score: -15541080.000000 Penalty: 13415.931641 Iteration 133Q: 24 clusters Score -1.554108e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 18403 members Mstep: Class 2 contains 1035 members Mstep: Class 3 contains 31627 members Mstep: Class 4 contains 8045 members Mstep: Class 5 contains 345 members Mstep: Class 6 contains 390 members Mstep: Class 7 contains 696 members Mstep: Class 8 contains 1112 members Mstep: Class 9 contains 2646 members Mstep: Class 10 contains 4552 members Mstep: Class 11 contains 378 members Mstep: Class 12 contains 662 members Mstep: Class 13 contains 26564 members Mstep: Class 14 contains 1546 members Mstep: Class 15 contains 782 members Mstep: Class 16 contains 434 members Mstep: Class 17 contains 254 members Mstep: Class 18 contains 259206 members Mstep: Class 19 contains 662 members Mstep: Class 20 contains 2778 members Mstep: Class 21 contains 216 members Mstep: Class 22 contains 6780 members Mstep: Class 24 contains 346 members Entering Unmasked Estep ConsiderDeletion Score: -15541079.000000 Penalty: 13415.931641 Iteration 134Q: 24 clusters Score -1.554108e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 18403 members Mstep: Class 2 contains 1035 members Mstep: Class 3 contains 31627 members Mstep: Class 4 contains 8045 members Mstep: Class 5 contains 345 members Mstep: Class 6 contains 390 members Mstep: Class 7 contains 696 members Mstep: Class 8 contains 1112 members Mstep: Class 9 contains 2646 members Mstep: Class 10 contains 4552 members Mstep: Class 11 contains 378 members Mstep: Class 12 contains 662 members Mstep: Class 13 contains 26564 members Mstep: Class 14 contains 1546 members Mstep: Class 15 contains 782 members Mstep: Class 16 contains 434 members Mstep: Class 17 contains 254 members Mstep: Class 18 contains 259206 members Mstep: Class 19 contains 662 members Mstep: Class 20 contains 2778 members Mstep: Class 21 contains 216 members Mstep: Class 22 contains 6780 members Mstep: Class 24 contains 346 members Entering Unmasked Estep ConsiderDeletion Score: -15541079.000000 Penalty: 13415.931641 Iteration 135F: 24 clusters Score -1.554108e+07 nChanged 0 Entering ConstructFrom: Score: -15541079.000000 Penalty: 13415.931641 Entering ConstructFrom: Trying to split cluster 1 (18403 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18403 members Entering Unmasked Estep Score: -839939.062500 Penalty: 446.822235 Iteration 0F: 2 clusters Score -839939.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9134 members Mstep: Class 2 contains 9269 members Entering Unmasked Estep Score: -827645.062500 Penalty: 893.644470 Iteration 0F: 3 clusters Score -827645.1 nChanged 8622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8096 members Mstep: Class 2 contains 10307 members Entering Unmasked Estep Score: -833161.437500 Penalty: 893.644470 Iteration 1F: 3 clusters Score -833161.4 nChanged 1153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7549 members Mstep: Class 2 contains 10854 members Entering Unmasked Estep Score: -833898.937500 Penalty: 893.644470 Iteration 2F: 3 clusters Score -833898.9 nChanged 1258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6877 members Mstep: Class 2 contains 11526 members Entering Unmasked Estep Score: -834790.937500 Penalty: 893.644470 Iteration 3F: 3 clusters Score -834790.9 nChanged 1223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6168 members Mstep: Class 2 contains 12235 members Entering Unmasked Estep Score: -835756.375000 Penalty: 893.644470 Iteration 4F: 3 clusters Score -835756.4 nChanged 1067 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5537 members Mstep: Class 2 contains 12866 members Entering Unmasked Estep Score: -836695.500000 Penalty: 893.644470 Iteration 5F: 3 clusters Score -836695.5 nChanged 940 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5049 members Mstep: Class 2 contains 13354 members Entering Unmasked Estep Score: -837382.875000 Penalty: 893.644470 Iteration 6F: 3 clusters Score -837382.9 nChanged 663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4688 members Mstep: Class 2 contains 13715 members Entering Unmasked Estep Score: -837742.687500 Penalty: 893.644470 Iteration 7Q: 3 clusters Score -837742.7 nChanged 492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4344 members Mstep: Class 2 contains 14059 members Entering Unmasked Estep Score: -837972.312500 Penalty: 893.644470 Iteration 8Q: 3 clusters Score -837972.3 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4052 members Mstep: Class 2 contains 14351 members Entering Unmasked Estep Score: -838112.812500 Penalty: 893.644470 Iteration 9Q: 3 clusters Score -838112.8 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3773 members Mstep: Class 2 contains 14630 members Entering Unmasked Estep Score: -838238.187500 Penalty: 893.644470 Iteration 10Q: 3 clusters Score -838238.2 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3536 members Mstep: Class 2 contains 14867 members Entering Unmasked Estep Score: -838325.937500 Penalty: 893.644470 Iteration 11Q: 3 clusters Score -838325.9 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3282 members Mstep: Class 2 contains 15121 members Entering Unmasked Estep Score: -838421.187500 Penalty: 893.644470 Iteration 12Q: 3 clusters Score -838421.2 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3011 members Mstep: Class 2 contains 15392 members Entering Unmasked Estep Score: -838520.375000 Penalty: 893.644470 Iteration 13Q: 3 clusters Score -838520.4 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2745 members Mstep: Class 2 contains 15658 members Entering Unmasked Estep Score: -838625.125000 Penalty: 893.644470 Iteration 14Q: 3 clusters Score -838625.1 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2488 members Mstep: Class 2 contains 15915 members Entering Unmasked Estep Score: -838723.875000 Penalty: 893.644470 Iteration 15Q: 3 clusters Score -838723.9 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2225 members Mstep: Class 2 contains 16178 members Entering Unmasked Estep Score: -838838.187500 Penalty: 893.644470 Iteration 16Q: 3 clusters Score -838838.2 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1981 members Mstep: Class 2 contains 16422 members Entering Unmasked Estep Score: -838938.937500 Penalty: 893.644470 Iteration 17Q: 3 clusters Score -838938.9 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1763 members Mstep: Class 2 contains 16640 members Entering Unmasked Estep Score: -839042.875000 Penalty: 893.644470 Iteration 18Q: 3 clusters Score -839042.9 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1562 members Mstep: Class 2 contains 16841 members Entering Unmasked Estep Score: -839144.437500 Penalty: 893.644470 Iteration 19Q: 3 clusters Score -839144.4 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1371 members Mstep: Class 2 contains 17032 members Entering Unmasked Estep Score: -839252.937500 Penalty: 893.644470 Iteration 20F: 3 clusters Score -839252.9 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 17225 members Entering Unmasked Estep Score: -839367.750000 Penalty: 893.644470 Iteration 21Q: 3 clusters Score -839367.8 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 17384 members Entering Unmasked Estep Score: -839468.812500 Penalty: 893.644470 Iteration 22Q: 3 clusters Score -839468.8 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 17507 members Entering Unmasked Estep Score: -839541.062500 Penalty: 893.644470 Iteration 23Q: 3 clusters Score -839541.1 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 17588 members Entering Unmasked Estep Score: -839589.500000 Penalty: 893.644470 Iteration 24Q: 3 clusters Score -839589.5 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 17655 members Entering Unmasked Estep Score: -839626.562500 Penalty: 893.644470 Iteration 25Q: 3 clusters Score -839626.6 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 17711 members Entering Unmasked Estep Score: -839648.625000 Penalty: 893.644470 Iteration 26Q: 3 clusters Score -839648.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 17745 members Entering Unmasked Estep Score: -839659.562500 Penalty: 893.644470 Iteration 27Q: 3 clusters Score -839659.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 17773 members Entering Unmasked Estep Score: -839671.125000 Penalty: 893.644470 Iteration 28Q: 3 clusters Score -839671.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 17801 members Entering Unmasked Estep Score: -839681.375000 Penalty: 893.644470 Iteration 29Q: 3 clusters Score -839681.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 17830 members Entering Unmasked Estep Score: -839692.250000 Penalty: 893.644470 Iteration 30Q: 3 clusters Score -839692.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 17857 members Entering Unmasked Estep Score: -839700.312500 Penalty: 893.644470 Iteration 31Q: 3 clusters Score -839700.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 17882 members Entering Unmasked Estep Score: -839707.062500 Penalty: 893.644470 Iteration 32Q: 3 clusters Score -839707.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 17900 members Entering Unmasked Estep Score: -839712.625000 Penalty: 893.644470 Iteration 33Q: 3 clusters Score -839712.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 17918 members Entering Unmasked Estep Score: -839716.187500 Penalty: 893.644470 Iteration 34Q: 3 clusters Score -839716.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 17935 members Entering Unmasked Estep Score: -839720.562500 Penalty: 893.644470 Iteration 35Q: 3 clusters Score -839720.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 17946 members Entering Unmasked Estep Score: -839723.125000 Penalty: 893.644470 Iteration 36Q: 3 clusters Score -839723.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 17957 members Entering Unmasked Estep Score: -839724.312500 Penalty: 893.644470 Iteration 37Q: 3 clusters Score -839724.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 17968 members Entering Unmasked Estep Score: -839728.500000 Penalty: 893.644470 Iteration 38Q: 3 clusters Score -839728.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 17973 members Entering Unmasked Estep Score: -839728.125000 Penalty: 893.644470 Iteration 39Q: 3 clusters Score -839728.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 17974 members Entering Unmasked Estep Score: -839728.187500 Penalty: 893.644470 Iteration 40F: 3 clusters Score -839728.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 17976 members Entering Unmasked Estep Score: -839729.562500 Penalty: 893.644470 Iteration 41Q: 3 clusters Score -839729.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 17977 members Entering Unmasked Estep Score: -839729.687500 Penalty: 893.644470 Iteration 42Q: 3 clusters Score -839729.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 17977 members Entering Unmasked Estep Score: -839729.687500 Penalty: 893.644470 Iteration 43F: 3 clusters Score -839729.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (1035 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Entering Unmasked Estep Score: -47379.660156 Penalty: 315.868134 Iteration 0F: 2 clusters Score -47379.66 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -46540.632812 Penalty: 631.736267 Iteration 0F: 3 clusters Score -46540.63 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -46777.902344 Penalty: 631.736267 Iteration 1F: 3 clusters Score -46777.9 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -46829.507812 Penalty: 631.736267 Iteration 2F: 3 clusters Score -46829.51 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -46860.082031 Penalty: 631.736267 Iteration 3F: 3 clusters Score -46860.08 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -46884.160156 Penalty: 631.736267 Iteration 4F: 3 clusters Score -46884.16 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -46902.980469 Penalty: 631.736267 Iteration 5Q: 3 clusters Score -46902.98 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -46919.589844 Penalty: 631.736267 Iteration 6Q: 3 clusters Score -46919.59 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -46929.042969 Penalty: 631.736267 Iteration 7Q: 3 clusters Score -46929.04 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -46936.078125 Penalty: 631.736267 Iteration 8Q: 3 clusters Score -46936.08 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -46943.601562 Penalty: 631.736267 Iteration 9Q: 3 clusters Score -46943.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -46947.800781 Penalty: 631.736267 Iteration 10Q: 3 clusters Score -46947.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -46950.101562 Penalty: 631.736267 Iteration 11Q: 3 clusters Score -46950.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -46952.238281 Penalty: 631.736267 Iteration 12Q: 3 clusters Score -46952.24 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -46955.070312 Penalty: 631.736267 Iteration 13Q: 3 clusters Score -46955.07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -46958.226562 Penalty: 631.736267 Iteration 14Q: 3 clusters Score -46958.23 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -46962.835938 Penalty: 631.736267 Iteration 15Q: 3 clusters Score -46962.84 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -46967.113281 Penalty: 631.736267 Iteration 16Q: 3 clusters Score -46967.11 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -46969.492188 Penalty: 631.736267 Iteration 17Q: 3 clusters Score -46969.49 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -46970.687500 Penalty: 631.736267 Iteration 18Q: 3 clusters Score -46970.69 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -46970.863281 Penalty: 631.736267 Iteration 19Q: 3 clusters Score -46970.86 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -46971.003906 Penalty: 631.736267 Iteration 20F: 3 clusters Score -46971 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (31627 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31627 members Entering Unmasked Estep Score: -1391365.250000 Penalty: 471.460388 Iteration 0F: 2 clusters Score -1391365 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15881 members Mstep: Class 2 contains 15746 members Entering Unmasked Estep Score: -1370058.375000 Penalty: 942.920776 Iteration 0F: 3 clusters Score -1370058 nChanged 15350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16643 members Mstep: Class 2 contains 14984 members Entering Unmasked Estep Score: -1379064.125000 Penalty: 942.920776 Iteration 1F: 3 clusters Score -1379064 nChanged 1308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17019 members Mstep: Class 2 contains 14608 members Entering Unmasked Estep Score: -1379564.625000 Penalty: 942.920776 Iteration 2Q: 3 clusters Score -1379565 nChanged 1412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17603 members Mstep: Class 2 contains 14024 members Entering Unmasked Estep Score: -1380220.625000 Penalty: 942.920776 Iteration 3Q: 3 clusters Score -1380221 nChanged 1653 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18506 members Mstep: Class 2 contains 13121 members Entering Unmasked Estep Score: -1381146.500000 Penalty: 942.920776 Iteration 4F: 3 clusters Score -1381146 nChanged 1755 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19697 members Mstep: Class 2 contains 11930 members Entering Unmasked Estep Score: -1382361.625000 Penalty: 942.920776 Iteration 5F: 3 clusters Score -1382362 nChanged 1953 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21230 members Mstep: Class 2 contains 10397 members Entering Unmasked Estep Score: -1383876.625000 Penalty: 942.920776 Iteration 6F: 3 clusters Score -1383877 nChanged 1905 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22839 members Mstep: Class 2 contains 8788 members Entering Unmasked Estep Score: -1385392.625000 Penalty: 942.920776 Iteration 7F: 3 clusters Score -1385393 nChanged 1776 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24395 members Mstep: Class 2 contains 7232 members Entering Unmasked Estep Score: -1386731.250000 Penalty: 942.920776 Iteration 8F: 3 clusters Score -1386731 nChanged 1507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25742 members Mstep: Class 2 contains 5885 members Entering Unmasked Estep Score: -1387754.875000 Penalty: 942.920776 Iteration 9Q: 3 clusters Score -1387755 nChanged 1233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26901 members Mstep: Class 2 contains 4726 members Entering Unmasked Estep Score: -1388523.250000 Penalty: 942.920776 Iteration 10Q: 3 clusters Score -1388523 nChanged 967 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27842 members Mstep: Class 2 contains 3785 members Entering Unmasked Estep Score: -1389138.250000 Penalty: 942.920776 Iteration 11Q: 3 clusters Score -1389138 nChanged 806 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28640 members Mstep: Class 2 contains 2987 members Entering Unmasked Estep Score: -1389648.625000 Penalty: 942.920776 Iteration 12Q: 3 clusters Score -1389649 nChanged 594 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29224 members Mstep: Class 2 contains 2403 members Entering Unmasked Estep Score: -1390009.000000 Penalty: 942.920776 Iteration 13Q: 3 clusters Score -1390009 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29694 members Mstep: Class 2 contains 1933 members Entering Unmasked Estep Score: -1390294.250000 Penalty: 942.920776 Iteration 14Q: 3 clusters Score -1390294 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30080 members Mstep: Class 2 contains 1547 members Entering Unmasked Estep Score: -1390522.750000 Penalty: 942.920776 Iteration 15Q: 3 clusters Score -1390523 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30347 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -1390658.750000 Penalty: 942.920776 Iteration 16Q: 3 clusters Score -1390659 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30531 members Mstep: Class 2 contains 1096 members Entering Unmasked Estep Score: -1390737.125000 Penalty: 942.920776 Iteration 17Q: 3 clusters Score -1390737 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30679 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -1390795.000000 Penalty: 942.920776 Iteration 18Q: 3 clusters Score -1390795 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30791 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -1390833.625000 Penalty: 942.920776 Iteration 19Q: 3 clusters Score -1390834 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30883 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -1390868.750000 Penalty: 942.920776 Iteration 20F: 3 clusters Score -1390869 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30947 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -1390891.000000 Penalty: 942.920776 Iteration 21Q: 3 clusters Score -1390891 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30987 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -1390898.250000 Penalty: 942.920776 Iteration 22Q: 3 clusters Score -1390898 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31024 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -1390915.500000 Penalty: 942.920776 Iteration 23Q: 3 clusters Score -1390916 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31063 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -1390931.875000 Penalty: 942.920776 Iteration 24Q: 3 clusters Score -1390932 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31100 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -1390953.375000 Penalty: 942.920776 Iteration 25Q: 3 clusters Score -1390953 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31129 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -1390970.000000 Penalty: 942.920776 Iteration 26Q: 3 clusters Score -1390970 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31154 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -1390983.375000 Penalty: 942.920776 Iteration 27Q: 3 clusters Score -1390983 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31177 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -1390999.000000 Penalty: 942.920776 Iteration 28Q: 3 clusters Score -1390999 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31199 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -1391011.625000 Penalty: 942.920776 Iteration 29Q: 3 clusters Score -1391012 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31212 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -1391013.250000 Penalty: 942.920776 Iteration 30Q: 3 clusters Score -1391013 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31219 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -1391016.625000 Penalty: 942.920776 Iteration 31Q: 3 clusters Score -1391017 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31224 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -1391017.750000 Penalty: 942.920776 Iteration 32Q: 3 clusters Score -1391018 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31227 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -1391023.750000 Penalty: 942.920776 Iteration 33Q: 3 clusters Score -1391024 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31233 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -1391024.000000 Penalty: 942.920776 Iteration 34Q: 3 clusters Score -1391024 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31237 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -1391027.125000 Penalty: 942.920776 Iteration 35Q: 3 clusters Score -1391027 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31239 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -1391028.000000 Penalty: 942.920776 Iteration 36Q: 3 clusters Score -1391028 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31243 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -1391029.875000 Penalty: 942.920776 Iteration 37Q: 3 clusters Score -1391030 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31250 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -1391033.375000 Penalty: 942.920776 Iteration 38Q: 3 clusters Score -1391033 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31257 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -1391032.375000 Penalty: 942.920776 Iteration 39Q: 3 clusters Score -1391032 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31263 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -1391031.375000 Penalty: 942.920776 Iteration 40F: 3 clusters Score -1391031 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31267 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -1391033.000000 Penalty: 942.920776 Iteration 41Q: 3 clusters Score -1391033 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31270 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -1391033.750000 Penalty: 942.920776 Iteration 42Q: 3 clusters Score -1391034 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31270 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -1391033.750000 Penalty: 942.920776 Iteration 43F: 3 clusters Score -1391034 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (8045 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8045 members Entering Unmasked Estep Score: -353780.562500 Penalty: 409.172699 Iteration 0F: 2 clusters Score -353780.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4015 members Mstep: Class 2 contains 4030 members Entering Unmasked Estep Score: -348318.125000 Penalty: 818.345398 Iteration 0F: 3 clusters Score -348318.1 nChanged 3760 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3945 members Mstep: Class 2 contains 4100 members Entering Unmasked Estep Score: -350348.406250 Penalty: 818.345398 Iteration 1F: 3 clusters Score -350348.4 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3902 members Mstep: Class 2 contains 4143 members Entering Unmasked Estep Score: -350472.500000 Penalty: 818.345398 Iteration 2Q: 3 clusters Score -350472.5 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3843 members Mstep: Class 2 contains 4202 members Entering Unmasked Estep Score: -350594.031250 Penalty: 818.345398 Iteration 3Q: 3 clusters Score -350594 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3784 members Mstep: Class 2 contains 4261 members Entering Unmasked Estep Score: -350739.250000 Penalty: 818.345398 Iteration 4Q: 3 clusters Score -350739.2 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3713 members Mstep: Class 2 contains 4332 members Entering Unmasked Estep Score: -350964.906250 Penalty: 818.345398 Iteration 5Q: 3 clusters Score -350964.9 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3611 members Mstep: Class 2 contains 4434 members Entering Unmasked Estep Score: -351252.437500 Penalty: 818.345398 Iteration 6F: 3 clusters Score -351252.4 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3490 members Mstep: Class 2 contains 4555 members Entering Unmasked Estep Score: -351569.562500 Penalty: 818.345398 Iteration 7F: 3 clusters Score -351569.6 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3395 members Mstep: Class 2 contains 4650 members Entering Unmasked Estep Score: -351851.187500 Penalty: 818.345398 Iteration 8F: 3 clusters Score -351851.2 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3324 members Mstep: Class 2 contains 4721 members Entering Unmasked Estep Score: -351995.843750 Penalty: 818.345398 Iteration 9Q: 3 clusters Score -351995.8 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3249 members Mstep: Class 2 contains 4796 members Entering Unmasked Estep Score: -352056.562500 Penalty: 818.345398 Iteration 10Q: 3 clusters Score -352056.6 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3199 members Mstep: Class 2 contains 4846 members Entering Unmasked Estep Score: -352081.500000 Penalty: 818.345398 Iteration 11Q: 3 clusters Score -352081.5 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3156 members Mstep: Class 2 contains 4889 members Entering Unmasked Estep Score: -352099.593750 Penalty: 818.345398 Iteration 12Q: 3 clusters Score -352099.6 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3111 members Mstep: Class 2 contains 4934 members Entering Unmasked Estep Score: -352110.968750 Penalty: 818.345398 Iteration 13Q: 3 clusters Score -352111 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3080 members Mstep: Class 2 contains 4965 members Entering Unmasked Estep Score: -352120.468750 Penalty: 818.345398 Iteration 14Q: 3 clusters Score -352120.5 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3045 members Mstep: Class 2 contains 5000 members Entering Unmasked Estep Score: -352128.843750 Penalty: 818.345398 Iteration 15Q: 3 clusters Score -352128.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3018 members Mstep: Class 2 contains 5027 members Entering Unmasked Estep Score: -352136.500000 Penalty: 818.345398 Iteration 16Q: 3 clusters Score -352136.5 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2980 members Mstep: Class 2 contains 5065 members Entering Unmasked Estep Score: -352151.437500 Penalty: 818.345398 Iteration 17Q: 3 clusters Score -352151.4 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2926 members Mstep: Class 2 contains 5119 members Entering Unmasked Estep Score: -352173.781250 Penalty: 818.345398 Iteration 18Q: 3 clusters Score -352173.8 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2848 members Mstep: Class 2 contains 5197 members Entering Unmasked Estep Score: -352210.812500 Penalty: 818.345398 Iteration 19Q: 3 clusters Score -352210.8 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2769 members Mstep: Class 2 contains 5276 members Entering Unmasked Estep Score: -352265.468750 Penalty: 818.345398 Iteration 20F: 3 clusters Score -352265.5 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2681 members Mstep: Class 2 contains 5364 members Entering Unmasked Estep Score: -352320.500000 Penalty: 818.345398 Iteration 21Q: 3 clusters Score -352320.5 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2603 members Mstep: Class 2 contains 5442 members Entering Unmasked Estep Score: -352363.843750 Penalty: 818.345398 Iteration 22Q: 3 clusters Score -352363.8 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2523 members Mstep: Class 2 contains 5522 members Entering Unmasked Estep Score: -352412.562500 Penalty: 818.345398 Iteration 23Q: 3 clusters Score -352412.6 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2442 members Mstep: Class 2 contains 5603 members Entering Unmasked Estep Score: -352475.812500 Penalty: 818.345398 Iteration 24Q: 3 clusters Score -352475.8 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2365 members Mstep: Class 2 contains 5680 members Entering Unmasked Estep Score: -352536.531250 Penalty: 818.345398 Iteration 25Q: 3 clusters Score -352536.5 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2293 members Mstep: Class 2 contains 5752 members Entering Unmasked Estep Score: -352583.125000 Penalty: 818.345398 Iteration 26Q: 3 clusters Score -352583.1 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2205 members Mstep: Class 2 contains 5840 members Entering Unmasked Estep Score: -352629.718750 Penalty: 818.345398 Iteration 27Q: 3 clusters Score -352629.7 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2123 members Mstep: Class 2 contains 5922 members Entering Unmasked Estep Score: -352669.250000 Penalty: 818.345398 Iteration 28Q: 3 clusters Score -352669.2 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2043 members Mstep: Class 2 contains 6002 members Entering Unmasked Estep Score: -352697.500000 Penalty: 818.345398 Iteration 29Q: 3 clusters Score -352697.5 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1973 members Mstep: Class 2 contains 6072 members Entering Unmasked Estep Score: -352718.875000 Penalty: 818.345398 Iteration 30Q: 3 clusters Score -352718.9 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1894 members Mstep: Class 2 contains 6151 members Entering Unmasked Estep Score: -352743.687500 Penalty: 818.345398 Iteration 31Q: 3 clusters Score -352743.7 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1820 members Mstep: Class 2 contains 6225 members Entering Unmasked Estep Score: -352765.343750 Penalty: 818.345398 Iteration 32Q: 3 clusters Score -352765.3 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1756 members Mstep: Class 2 contains 6289 members Entering Unmasked Estep Score: -352786.562500 Penalty: 818.345398 Iteration 33Q: 3 clusters Score -352786.6 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1684 members Mstep: Class 2 contains 6361 members Entering Unmasked Estep Score: -352809.750000 Penalty: 818.345398 Iteration 34Q: 3 clusters Score -352809.8 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1619 members Mstep: Class 2 contains 6426 members Entering Unmasked Estep Score: -352827.343750 Penalty: 818.345398 Iteration 35Q: 3 clusters Score -352827.3 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1567 members Mstep: Class 2 contains 6478 members Entering Unmasked Estep Score: -352842.625000 Penalty: 818.345398 Iteration 36Q: 3 clusters Score -352842.6 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1507 members Mstep: Class 2 contains 6538 members Entering Unmasked Estep Score: -352858.687500 Penalty: 818.345398 Iteration 37Q: 3 clusters Score -352858.7 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1450 members Mstep: Class 2 contains 6595 members Entering Unmasked Estep Score: -352874.812500 Penalty: 818.345398 Iteration 38Q: 3 clusters Score -352874.8 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1383 members Mstep: Class 2 contains 6662 members Entering Unmasked Estep Score: -352897.000000 Penalty: 818.345398 Iteration 39Q: 3 clusters Score -352897 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 6734 members Entering Unmasked Estep Score: -352921.906250 Penalty: 818.345398 Iteration 40F: 3 clusters Score -352921.9 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 6812 members Entering Unmasked Estep Score: -352953.843750 Penalty: 818.345398 Iteration 41Q: 3 clusters Score -352953.8 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 6897 members Entering Unmasked Estep Score: -352989.375000 Penalty: 818.345398 Iteration 42Q: 3 clusters Score -352989.4 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 6977 members Entering Unmasked Estep Score: -353021.343750 Penalty: 818.345398 Iteration 43Q: 3 clusters Score -353021.3 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 7042 members Entering Unmasked Estep Score: -353044.781250 Penalty: 818.345398 Iteration 44Q: 3 clusters Score -353044.8 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 7103 members Entering Unmasked Estep Score: -353062.562500 Penalty: 818.345398 Iteration 45Q: 3 clusters Score -353062.6 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 7172 members Entering Unmasked Estep Score: -353088.906250 Penalty: 818.345398 Iteration 46Q: 3 clusters Score -353088.9 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 7241 members Entering Unmasked Estep Score: -353115.531250 Penalty: 818.345398 Iteration 47Q: 3 clusters Score -353115.5 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 7311 members Entering Unmasked Estep Score: -353144.437500 Penalty: 818.345398 Iteration 48Q: 3 clusters Score -353144.4 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 7374 members Entering Unmasked Estep Score: -353172.250000 Penalty: 818.345398 Iteration 49Q: 3 clusters Score -353172.2 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 7437 members Entering Unmasked Estep Score: -353201.468750 Penalty: 818.345398 Iteration 50Q: 3 clusters Score -353201.5 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 7502 members Entering Unmasked Estep Score: -353237.468750 Penalty: 818.345398 Iteration 51Q: 3 clusters Score -353237.5 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 7564 members Entering Unmasked Estep Score: -353269.218750 Penalty: 818.345398 Iteration 52Q: 3 clusters Score -353269.2 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 7624 members Entering Unmasked Estep Score: -353302.125000 Penalty: 818.345398 Iteration 53Q: 3 clusters Score -353302.1 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 7672 members Entering Unmasked Estep Score: -353329.531250 Penalty: 818.345398 Iteration 54Q: 3 clusters Score -353329.5 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 7714 members Entering Unmasked Estep Score: -353352.937500 Penalty: 818.345398 Iteration 55Q: 3 clusters Score -353352.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 7750 members Entering Unmasked Estep Score: -353371.281250 Penalty: 818.345398 Iteration 56Q: 3 clusters Score -353371.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 7775 members Entering Unmasked Estep Score: -353381.656250 Penalty: 818.345398 Iteration 57Q: 3 clusters Score -353381.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 7795 members Entering Unmasked Estep Score: -353388.656250 Penalty: 818.345398 Iteration 58Q: 3 clusters Score -353388.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 7813 members Entering Unmasked Estep Score: -353394.875000 Penalty: 818.345398 Iteration 59Q: 3 clusters Score -353394.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 7825 members Entering Unmasked Estep Score: -353400.500000 Penalty: 818.345398 Iteration 60F: 3 clusters Score -353400.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 7836 members Entering Unmasked Estep Score: -353405.718750 Penalty: 818.345398 Iteration 61Q: 3 clusters Score -353405.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 7847 members Entering Unmasked Estep Score: -353409.531250 Penalty: 818.345398 Iteration 62Q: 3 clusters Score -353409.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 7859 members Entering Unmasked Estep Score: -353415.500000 Penalty: 818.345398 Iteration 63Q: 3 clusters Score -353415.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 7867 members Entering Unmasked Estep Score: -353421.687500 Penalty: 818.345398 Iteration 64Q: 3 clusters Score -353421.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 7873 members Entering Unmasked Estep Score: -353424.437500 Penalty: 818.345398 Iteration 65Q: 3 clusters Score -353424.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 7880 members Entering Unmasked Estep Score: -353427.250000 Penalty: 818.345398 Iteration 66Q: 3 clusters Score -353427.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 7883 members Entering Unmasked Estep Score: -353428.375000 Penalty: 818.345398 Iteration 67Q: 3 clusters Score -353428.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 7889 members Entering Unmasked Estep Score: -353431.468750 Penalty: 818.345398 Iteration 68Q: 3 clusters Score -353431.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 7894 members Entering Unmasked Estep Score: -353436.000000 Penalty: 818.345398 Iteration 69Q: 3 clusters Score -353436 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 7901 members Entering Unmasked Estep Score: -353440.000000 Penalty: 818.345398 Iteration 70Q: 3 clusters Score -353440 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 7904 members Entering Unmasked Estep Score: -353443.656250 Penalty: 818.345398 Iteration 71Q: 3 clusters Score -353443.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 7907 members Entering Unmasked Estep Score: -353445.031250 Penalty: 818.345398 Iteration 72Q: 3 clusters Score -353445 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 7908 members Entering Unmasked Estep Score: -353444.781250 Penalty: 818.345398 Iteration 73Q: 3 clusters Score -353444.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 7908 members Entering Unmasked Estep Score: -353444.781250 Penalty: 818.345398 Iteration 74F: 3 clusters Score -353444.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (345 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Entering Unmasked Estep Score: -13420.062500 Penalty: 265.881287 Iteration 0F: 2 clusters Score -13420.06 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -13059.466797 Penalty: 531.762573 Iteration 0F: 3 clusters Score -13059.47 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -13178.462891 Penalty: 531.762573 Iteration 1F: 3 clusters Score -13178.46 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -13197.947266 Penalty: 531.762573 Iteration 2F: 3 clusters Score -13197.95 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -13208.788086 Penalty: 531.762573 Iteration 3Q: 3 clusters Score -13208.79 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -13216.533203 Penalty: 531.762573 Iteration 4Q: 3 clusters Score -13216.53 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -13225.909180 Penalty: 531.762573 Iteration 5Q: 3 clusters Score -13225.91 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -13231.599609 Penalty: 531.762573 Iteration 6Q: 3 clusters Score -13231.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -13236.588867 Penalty: 531.762573 Iteration 7Q: 3 clusters Score -13236.59 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -13243.394531 Penalty: 531.762573 Iteration 8Q: 3 clusters Score -13243.39 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 65 members Entering Unmasked Estep Score: -13246.993164 Penalty: 531.762573 Iteration 9Q: 3 clusters Score -13246.99 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 60 members Entering Unmasked Estep Score: -13251.805664 Penalty: 531.762573 Iteration 10Q: 3 clusters Score -13251.81 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 53 members Entering Unmasked Estep Score: -13262.465820 Penalty: 531.762573 Iteration 11Q: 3 clusters Score -13262.47 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 47 members Entering Unmasked Estep Score: -13271.463867 Penalty: 531.762573 Iteration 12Q: 3 clusters Score -13271.46 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 44 members Entering Unmasked Estep Score: -13275.924805 Penalty: 531.762573 Iteration 13Q: 3 clusters Score -13275.92 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 44 members Entering Unmasked Estep Score: -13275.924805 Penalty: 531.762573 Iteration 14F: 3 clusters Score -13275.92 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (390 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Entering Unmasked Estep Score: -16430.802734 Penalty: 271.459686 Iteration 0F: 2 clusters Score -16430.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -16028.576172 Penalty: 542.919373 Iteration 0F: 3 clusters Score -16028.58 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -16130.696289 Penalty: 542.919373 Iteration 1F: 3 clusters Score -16130.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -16149.174805 Penalty: 542.919373 Iteration 2Q: 3 clusters Score -16149.17 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -16166.646484 Penalty: 542.919373 Iteration 3Q: 3 clusters Score -16166.65 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -16186.579102 Penalty: 542.919373 Iteration 4Q: 3 clusters Score -16186.58 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -16200.761719 Penalty: 542.919373 Iteration 5Q: 3 clusters Score -16200.76 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -16210.480469 Penalty: 542.919373 Iteration 6Q: 3 clusters Score -16210.48 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -16213.789062 Penalty: 542.919373 Iteration 7Q: 3 clusters Score -16213.79 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -16218.143555 Penalty: 542.919373 Iteration 8Q: 3 clusters Score -16218.14 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -16221.534180 Penalty: 542.919373 Iteration 9Q: 3 clusters Score -16221.53 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -16224.710938 Penalty: 542.919373 Iteration 10Q: 3 clusters Score -16224.71 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -16227.706055 Penalty: 542.919373 Iteration 11Q: 3 clusters Score -16227.71 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -16228.699219 Penalty: 542.919373 Iteration 12Q: 3 clusters Score -16228.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -16229.245117 Penalty: 542.919373 Iteration 13Q: 3 clusters Score -16229.25 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -16229.731445 Penalty: 542.919373 Iteration 14Q: 3 clusters Score -16229.73 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -16229.731445 Penalty: 542.919373 Iteration 15F: 3 clusters Score -16229.73 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (696 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Entering Unmasked Estep Score: -28077.283203 Penalty: 297.813416 Iteration 0F: 2 clusters Score -28077.28 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -27467.042969 Penalty: 595.626831 Iteration 0F: 3 clusters Score -27467.04 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -27626.230469 Penalty: 595.626831 Iteration 1F: 3 clusters Score -27626.23 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -27650.625000 Penalty: 595.626831 Iteration 2F: 3 clusters Score -27650.62 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -27666.175781 Penalty: 595.626831 Iteration 3Q: 3 clusters Score -27666.18 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -27681.564453 Penalty: 595.626831 Iteration 4Q: 3 clusters Score -27681.56 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -27697.957031 Penalty: 595.626831 Iteration 5Q: 3 clusters Score -27697.96 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -27709.960938 Penalty: 595.626831 Iteration 6Q: 3 clusters Score -27709.96 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -27720.189453 Penalty: 595.626831 Iteration 7Q: 3 clusters Score -27720.19 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -27726.621094 Penalty: 595.626831 Iteration 8Q: 3 clusters Score -27726.62 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -27735.488281 Penalty: 595.626831 Iteration 9Q: 3 clusters Score -27735.49 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -27740.673828 Penalty: 595.626831 Iteration 10Q: 3 clusters Score -27740.67 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -27747.556641 Penalty: 595.626831 Iteration 11Q: 3 clusters Score -27747.56 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -27751.031250 Penalty: 595.626831 Iteration 12Q: 3 clusters Score -27751.03 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -27754.775391 Penalty: 595.626831 Iteration 13Q: 3 clusters Score -27754.78 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -27761.568359 Penalty: 595.626831 Iteration 14Q: 3 clusters Score -27761.57 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -27767.800781 Penalty: 595.626831 Iteration 15Q: 3 clusters Score -27767.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -27795.140625 Penalty: 595.626831 Iteration 16Q: 3 clusters Score -27795.14 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -27811.353516 Penalty: 595.626831 Iteration 17Q: 3 clusters Score -27811.35 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -27818.558594 Penalty: 595.626831 Iteration 18Q: 3 clusters Score -27818.56 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -27829.597656 Penalty: 595.626831 Iteration 19Q: 3 clusters Score -27829.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -27834.253906 Penalty: 595.626831 Iteration 20F: 3 clusters Score -27834.25 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -27839.398438 Penalty: 595.626831 Iteration 21Q: 3 clusters Score -27839.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -27853.544922 Penalty: 595.626831 Iteration 22Q: 3 clusters Score -27853.54 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -27866.533203 Penalty: 595.626831 Iteration 23Q: 3 clusters Score -27866.53 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -27874.921875 Penalty: 595.626831 Iteration 24Q: 3 clusters Score -27874.92 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -27877.667969 Penalty: 595.626831 Iteration 25Q: 3 clusters Score -27877.67 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -27878.964844 Penalty: 595.626831 Iteration 26Q: 3 clusters Score -27878.96 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -27878.964844 Penalty: 595.626831 Iteration 27F: 3 clusters Score -27878.96 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (1112 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Entering Unmasked Estep Score: -46001.687500 Penalty: 319.133148 Iteration 0F: 2 clusters Score -46001.69 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -45112.929688 Penalty: 638.266296 Iteration 0F: 3 clusters Score -45112.93 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -45339.515625 Penalty: 638.266296 Iteration 1F: 3 clusters Score -45339.52 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -45381.183594 Penalty: 638.266296 Iteration 2F: 3 clusters Score -45381.18 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -45425.167969 Penalty: 638.266296 Iteration 3F: 3 clusters Score -45425.17 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -45464.277344 Penalty: 638.266296 Iteration 4Q: 3 clusters Score -45464.28 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -45510.863281 Penalty: 638.266296 Iteration 5F: 3 clusters Score -45510.86 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -45560.085938 Penalty: 638.266296 Iteration 6Q: 3 clusters Score -45560.09 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -45600.722656 Penalty: 638.266296 Iteration 7Q: 3 clusters Score -45600.72 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -45626.671875 Penalty: 638.266296 Iteration 8Q: 3 clusters Score -45626.67 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -45654.304688 Penalty: 638.266296 Iteration 9Q: 3 clusters Score -45654.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -45684.281250 Penalty: 638.266296 Iteration 10Q: 3 clusters Score -45684.28 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -45698.460938 Penalty: 638.266296 Iteration 11Q: 3 clusters Score -45698.46 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -45712.371094 Penalty: 638.266296 Iteration 12Q: 3 clusters Score -45712.37 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -45714.636719 Penalty: 638.266296 Iteration 13Q: 3 clusters Score -45714.64 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -45716.335938 Penalty: 638.266296 Iteration 14Q: 3 clusters Score -45716.34 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -45716.933594 Penalty: 638.266296 Iteration 15Q: 3 clusters Score -45716.93 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -45719.031250 Penalty: 638.266296 Iteration 16Q: 3 clusters Score -45719.03 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -45723.250000 Penalty: 638.266296 Iteration 17Q: 3 clusters Score -45723.25 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -45725.300781 Penalty: 638.266296 Iteration 18Q: 3 clusters Score -45725.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -45726.144531 Penalty: 638.266296 Iteration 19Q: 3 clusters Score -45726.14 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -45726.496094 Penalty: 638.266296 Iteration 20F: 3 clusters Score -45726.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -45726.710938 Penalty: 638.266296 Iteration 21Q: 3 clusters Score -45726.71 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -45726.710938 Penalty: 638.266296 Iteration 22F: 3 clusters Score -45726.71 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (2646 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2646 members Entering Unmasked Estep Score: -114288.687500 Penalty: 358.576599 Iteration 0F: 2 clusters Score -114288.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 1322 members Entering Unmasked Estep Score: -112439.429688 Penalty: 717.153198 Iteration 0F: 3 clusters Score -112439.4 nChanged 1134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1400 members Mstep: Class 2 contains 1246 members Entering Unmasked Estep Score: -113077.945312 Penalty: 717.153198 Iteration 1F: 3 clusters Score -113077.9 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1416 members Mstep: Class 2 contains 1230 members Entering Unmasked Estep Score: -113168.523438 Penalty: 717.153198 Iteration 2F: 3 clusters Score -113168.5 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -113253.382812 Penalty: 717.153198 Iteration 3F: 3 clusters Score -113253.4 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1470 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -113358.890625 Penalty: 717.153198 Iteration 4F: 3 clusters Score -113358.9 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -113473.773438 Penalty: 717.153198 Iteration 5Q: 3 clusters Score -113473.8 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -113566.515625 Penalty: 717.153198 Iteration 6Q: 3 clusters Score -113566.5 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1570 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -113654.945312 Penalty: 717.153198 Iteration 7Q: 3 clusters Score -113654.9 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1589 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -113704.390625 Penalty: 717.153198 Iteration 8Q: 3 clusters Score -113704.4 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1604 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -113736.617188 Penalty: 717.153198 Iteration 9Q: 3 clusters Score -113736.6 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1610 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -113769.007812 Penalty: 717.153198 Iteration 10Q: 3 clusters Score -113769 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1613 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -113795.007812 Penalty: 717.153198 Iteration 11Q: 3 clusters Score -113795 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1599 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -113819.585938 Penalty: 717.153198 Iteration 12Q: 3 clusters Score -113819.6 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1585 members Mstep: Class 2 contains 1061 members Entering Unmasked Estep Score: -113842.640625 Penalty: 717.153198 Iteration 13Q: 3 clusters Score -113842.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1572 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -113865.601562 Penalty: 717.153198 Iteration 14Q: 3 clusters Score -113865.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1556 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -113889.156250 Penalty: 717.153198 Iteration 15Q: 3 clusters Score -113889.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -113913.343750 Penalty: 717.153198 Iteration 16Q: 3 clusters Score -113913.3 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1532 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -113941.835938 Penalty: 717.153198 Iteration 17Q: 3 clusters Score -113941.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1522 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -113961.484375 Penalty: 717.153198 Iteration 18Q: 3 clusters Score -113961.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1512 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -113972.078125 Penalty: 717.153198 Iteration 19Q: 3 clusters Score -113972.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1507 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -113978.312500 Penalty: 717.153198 Iteration 20F: 3 clusters Score -113978.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1503 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -113981.242188 Penalty: 717.153198 Iteration 21Q: 3 clusters Score -113981.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1503 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -113983.570312 Penalty: 717.153198 Iteration 22Q: 3 clusters Score -113983.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1505 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -113987.289062 Penalty: 717.153198 Iteration 23Q: 3 clusters Score -113987.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1507 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -113990.375000 Penalty: 717.153198 Iteration 24Q: 3 clusters Score -113990.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1513 members Mstep: Class 2 contains 1133 members Entering Unmasked Estep Score: -113992.953125 Penalty: 717.153198 Iteration 25Q: 3 clusters Score -113993 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1514 members Mstep: Class 2 contains 1132 members Entering Unmasked Estep Score: -113994.390625 Penalty: 717.153198 Iteration 26Q: 3 clusters Score -113994.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -113995.210938 Penalty: 717.153198 Iteration 27Q: 3 clusters Score -113995.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1517 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -113995.492188 Penalty: 717.153198 Iteration 28Q: 3 clusters Score -113995.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1521 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -113995.562500 Penalty: 717.153198 Iteration 29Q: 3 clusters Score -113995.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1524 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -113995.945312 Penalty: 717.153198 Iteration 30Q: 3 clusters Score -113995.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1526 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -113996.085938 Penalty: 717.153198 Iteration 31Q: 3 clusters Score -113996.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1529 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -113996.585938 Penalty: 717.153198 Iteration 32Q: 3 clusters Score -113996.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1530 members Mstep: Class 2 contains 1116 members Entering Unmasked Estep Score: -113996.921875 Penalty: 717.153198 Iteration 33Q: 3 clusters Score -113996.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1530 members Mstep: Class 2 contains 1116 members Entering Unmasked Estep Score: -113996.921875 Penalty: 717.153198 Iteration 34F: 3 clusters Score -113996.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (4552 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4552 members Entering Unmasked Estep Score: -184430.984375 Penalty: 383.261139 Iteration 0F: 2 clusters Score -184431 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2289 members Mstep: Class 2 contains 2263 members Entering Unmasked Estep Score: -181341.796875 Penalty: 766.522278 Iteration 0F: 3 clusters Score -181341.8 nChanged 2038 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2373 members Mstep: Class 2 contains 2179 members Entering Unmasked Estep Score: -182407.015625 Penalty: 766.522278 Iteration 1F: 3 clusters Score -182407 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2465 members Mstep: Class 2 contains 2087 members Entering Unmasked Estep Score: -182493.734375 Penalty: 766.522278 Iteration 2F: 3 clusters Score -182493.7 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2567 members Mstep: Class 2 contains 1985 members Entering Unmasked Estep Score: -182564.000000 Penalty: 766.522278 Iteration 3Q: 3 clusters Score -182564 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2690 members Mstep: Class 2 contains 1862 members Entering Unmasked Estep Score: -182658.703125 Penalty: 766.522278 Iteration 4Q: 3 clusters Score -182658.7 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2853 members Mstep: Class 2 contains 1699 members Entering Unmasked Estep Score: -182805.625000 Penalty: 766.522278 Iteration 5F: 3 clusters Score -182805.6 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3025 members Mstep: Class 2 contains 1527 members Entering Unmasked Estep Score: -182971.031250 Penalty: 766.522278 Iteration 6F: 3 clusters Score -182971 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3191 members Mstep: Class 2 contains 1361 members Entering Unmasked Estep Score: -183145.796875 Penalty: 766.522278 Iteration 7Q: 3 clusters Score -183145.8 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3350 members Mstep: Class 2 contains 1202 members Entering Unmasked Estep Score: -183343.968750 Penalty: 766.522278 Iteration 8F: 3 clusters Score -183344 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3471 members Mstep: Class 2 contains 1081 members Entering Unmasked Estep Score: -183468.875000 Penalty: 766.522278 Iteration 9Q: 3 clusters Score -183468.9 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3570 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -183547.343750 Penalty: 766.522278 Iteration 10Q: 3 clusters Score -183547.3 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3652 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -183607.984375 Penalty: 766.522278 Iteration 11Q: 3 clusters Score -183608 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3730 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -183657.890625 Penalty: 766.522278 Iteration 12Q: 3 clusters Score -183657.9 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3805 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -183709.781250 Penalty: 766.522278 Iteration 13Q: 3 clusters Score -183709.8 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3883 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -183766.578125 Penalty: 766.522278 Iteration 14Q: 3 clusters Score -183766.6 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3958 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -183825.031250 Penalty: 766.522278 Iteration 15Q: 3 clusters Score -183825 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4033 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -183879.750000 Penalty: 766.522278 Iteration 16Q: 3 clusters Score -183879.8 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4084 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -183913.468750 Penalty: 766.522278 Iteration 17Q: 3 clusters Score -183913.5 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4118 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -183934.031250 Penalty: 766.522278 Iteration 18Q: 3 clusters Score -183934 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4150 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -183953.718750 Penalty: 766.522278 Iteration 19Q: 3 clusters Score -183953.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4184 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -183975.375000 Penalty: 766.522278 Iteration 20F: 3 clusters Score -183975.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4213 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -183995.484375 Penalty: 766.522278 Iteration 21Q: 3 clusters Score -183995.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4237 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -184009.156250 Penalty: 766.522278 Iteration 22Q: 3 clusters Score -184009.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4261 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -184028.250000 Penalty: 766.522278 Iteration 23Q: 3 clusters Score -184028.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4280 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -184040.796875 Penalty: 766.522278 Iteration 24Q: 3 clusters Score -184040.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4294 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -184049.328125 Penalty: 766.522278 Iteration 25Q: 3 clusters Score -184049.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4308 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -184055.781250 Penalty: 766.522278 Iteration 26Q: 3 clusters Score -184055.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4317 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -184060.156250 Penalty: 766.522278 Iteration 27Q: 3 clusters Score -184060.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4323 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -184063.765625 Penalty: 766.522278 Iteration 28Q: 3 clusters Score -184063.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4327 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -184066.953125 Penalty: 766.522278 Iteration 29Q: 3 clusters Score -184067 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4334 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -184071.296875 Penalty: 766.522278 Iteration 30Q: 3 clusters Score -184071.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4340 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -184075.156250 Penalty: 766.522278 Iteration 31Q: 3 clusters Score -184075.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4345 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -184077.593750 Penalty: 766.522278 Iteration 32Q: 3 clusters Score -184077.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4347 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -184078.968750 Penalty: 766.522278 Iteration 33Q: 3 clusters Score -184079 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4350 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -184080.593750 Penalty: 766.522278 Iteration 34Q: 3 clusters Score -184080.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4353 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -184082.421875 Penalty: 766.522278 Iteration 35Q: 3 clusters Score -184082.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4356 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -184084.765625 Penalty: 766.522278 Iteration 36Q: 3 clusters Score -184084.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4362 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -184088.062500 Penalty: 766.522278 Iteration 37Q: 3 clusters Score -184088.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4370 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -184094.968750 Penalty: 766.522278 Iteration 38Q: 3 clusters Score -184095 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4373 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -184099.718750 Penalty: 766.522278 Iteration 39Q: 3 clusters Score -184099.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4379 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -184103.750000 Penalty: 766.522278 Iteration 40F: 3 clusters Score -184103.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4384 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -184107.812500 Penalty: 766.522278 Iteration 41Q: 3 clusters Score -184107.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4388 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -184110.062500 Penalty: 766.522278 Iteration 42Q: 3 clusters Score -184110.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4392 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -184112.031250 Penalty: 766.522278 Iteration 43Q: 3 clusters Score -184112 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4394 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -184113.000000 Penalty: 766.522278 Iteration 44Q: 3 clusters Score -184113 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4396 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -184113.703125 Penalty: 766.522278 Iteration 45Q: 3 clusters Score -184113.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4398 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -184114.250000 Penalty: 766.522278 Iteration 46Q: 3 clusters Score -184114.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4398 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -184114.250000 Penalty: 766.522278 Iteration 47F: 3 clusters Score -184114.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (378 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Entering Unmasked Estep Score: -14641.345703 Penalty: 270.037689 Iteration 0F: 2 clusters Score -14641.35 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -14253.025391 Penalty: 540.075378 Iteration 0F: 3 clusters Score -14253.03 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -14337.359375 Penalty: 540.075378 Iteration 1F: 3 clusters Score -14337.36 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -14359.898438 Penalty: 540.075378 Iteration 2F: 3 clusters Score -14359.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -14373.115234 Penalty: 540.075378 Iteration 3Q: 3 clusters Score -14373.12 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -14385.867188 Penalty: 540.075378 Iteration 4Q: 3 clusters Score -14385.87 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -14393.086914 Penalty: 540.075378 Iteration 5Q: 3 clusters Score -14393.09 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -14396.236328 Penalty: 540.075378 Iteration 6Q: 3 clusters Score -14396.24 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -14402.014648 Penalty: 540.075378 Iteration 7Q: 3 clusters Score -14402.01 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -14403.114258 Penalty: 540.075378 Iteration 8Q: 3 clusters Score -14403.11 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -14406.024414 Penalty: 540.075378 Iteration 9Q: 3 clusters Score -14406.02 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -14410.258789 Penalty: 540.075378 Iteration 10Q: 3 clusters Score -14410.26 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -14415.537109 Penalty: 540.075378 Iteration 11Q: 3 clusters Score -14415.54 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -14420.032227 Penalty: 540.075378 Iteration 12Q: 3 clusters Score -14420.03 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -14422.801758 Penalty: 540.075378 Iteration 13Q: 3 clusters Score -14422.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -14429.231445 Penalty: 540.075378 Iteration 14Q: 3 clusters Score -14429.23 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -14436.838867 Penalty: 540.075378 Iteration 15Q: 3 clusters Score -14436.84 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -14441.471680 Penalty: 540.075378 Iteration 16Q: 3 clusters Score -14441.47 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -14448.941406 Penalty: 540.075378 Iteration 17Q: 3 clusters Score -14448.94 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -14452.994141 Penalty: 540.075378 Iteration 18Q: 3 clusters Score -14452.99 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -14456.118164 Penalty: 540.075378 Iteration 19Q: 3 clusters Score -14456.12 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -14456.478516 Penalty: 540.075378 Iteration 20F: 3 clusters Score -14456.48 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (662 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Entering Unmasked Estep Score: -25048.498047 Penalty: 295.534576 Iteration 0F: 2 clusters Score -25048.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -24443.132812 Penalty: 591.069153 Iteration 0F: 3 clusters Score -24443.13 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -24580.183594 Penalty: 591.069153 Iteration 1F: 3 clusters Score -24580.18 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -24611.783203 Penalty: 591.069153 Iteration 2F: 3 clusters Score -24611.78 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -24631.259766 Penalty: 591.069153 Iteration 3Q: 3 clusters Score -24631.26 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -24644.255859 Penalty: 591.069153 Iteration 4Q: 3 clusters Score -24644.26 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -24656.306641 Penalty: 591.069153 Iteration 5Q: 3 clusters Score -24656.31 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -24662.158203 Penalty: 591.069153 Iteration 6Q: 3 clusters Score -24662.16 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -24668.669922 Penalty: 591.069153 Iteration 7Q: 3 clusters Score -24668.67 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -24672.912109 Penalty: 591.069153 Iteration 8Q: 3 clusters Score -24672.91 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -24679.640625 Penalty: 591.069153 Iteration 9Q: 3 clusters Score -24679.64 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -24696.580078 Penalty: 591.069153 Iteration 10Q: 3 clusters Score -24696.58 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -24709.689453 Penalty: 591.069153 Iteration 11Q: 3 clusters Score -24709.69 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -24719.175781 Penalty: 591.069153 Iteration 12Q: 3 clusters Score -24719.18 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -24735.001953 Penalty: 591.069153 Iteration 13Q: 3 clusters Score -24735 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -24755.265625 Penalty: 591.069153 Iteration 14Q: 3 clusters Score -24755.27 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -24781.146484 Penalty: 591.069153 Iteration 15Q: 3 clusters Score -24781.15 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -24818.751953 Penalty: 591.069153 Iteration 16Q: 3 clusters Score -24818.75 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -24852.910156 Penalty: 591.069153 Iteration 17Q: 3 clusters Score -24852.91 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -24870.236328 Penalty: 591.069153 Iteration 18Q: 3 clusters Score -24870.24 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -24883.328125 Penalty: 591.069153 Iteration 19Q: 3 clusters Score -24883.33 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -24890.443359 Penalty: 591.069153 Iteration 20F: 3 clusters Score -24890.44 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -24901.132812 Penalty: 591.069153 Iteration 21Q: 3 clusters Score -24901.13 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -24908.531250 Penalty: 591.069153 Iteration 22Q: 3 clusters Score -24908.53 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -24911.000000 Penalty: 591.069153 Iteration 23Q: 3 clusters Score -24911 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -24912.097656 Penalty: 591.069153 Iteration 24Q: 3 clusters Score -24912.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -24912.257812 Penalty: 591.069153 Iteration 25Q: 3 clusters Score -24912.26 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -24912.257812 Penalty: 591.069153 Iteration 26F: 3 clusters Score -24912.26 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (26564 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26564 members Entering Unmasked Estep Score: -1111064.750000 Penalty: 463.522705 Iteration 0F: 2 clusters Score -1111065 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13404 members Mstep: Class 2 contains 13160 members Entering Unmasked Estep Score: -1093243.500000 Penalty: 927.045410 Iteration 0F: 3 clusters Score -1093244 nChanged 12718 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15568 members Mstep: Class 2 contains 10996 members Entering Unmasked Estep Score: -1100970.375000 Penalty: 927.045410 Iteration 1F: 3 clusters Score -1100970 nChanged 1635 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16923 members Mstep: Class 2 contains 9641 members Entering Unmasked Estep Score: -1101788.875000 Penalty: 927.045410 Iteration 2F: 3 clusters Score -1101789 nChanged 1980 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18735 members Mstep: Class 2 contains 7829 members Entering Unmasked Estep Score: -1103119.125000 Penalty: 927.045410 Iteration 3F: 3 clusters Score -1103119 nChanged 2293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20978 members Mstep: Class 2 contains 5586 members Entering Unmasked Estep Score: -1105118.125000 Penalty: 927.045410 Iteration 4F: 3 clusters Score -1105118 nChanged 2182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23152 members Mstep: Class 2 contains 3412 members Entering Unmasked Estep Score: -1107246.625000 Penalty: 927.045410 Iteration 5F: 3 clusters Score -1107247 nChanged 1664 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24816 members Mstep: Class 2 contains 1748 members Entering Unmasked Estep Score: -1108934.875000 Penalty: 927.045410 Iteration 6F: 3 clusters Score -1108935 nChanged 980 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25796 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -1109921.125000 Penalty: 927.045410 Iteration 7Q: 3 clusters Score -1109921 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26286 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -1110406.000000 Penalty: 927.045410 Iteration 8Q: 3 clusters Score -1110406 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26465 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -1110591.750000 Penalty: 927.045410 Iteration 9Q: 3 clusters Score -1110592 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26516 members Mstep: Class 2 contains 48 members Entering Unmasked Estep Score: -1110653.750000 Penalty: 927.045410 Iteration 10Q: 3 clusters Score -1110654 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26523 members Mstep: Class 2 contains 41 members Entering Unmasked Estep Score: -1110665.750000 Penalty: 927.045410 Iteration 11Q: 3 clusters Score -1110666 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26526 members Mstep: Class 2 contains 38 members Entering Unmasked Estep Score: -1110673.875000 Penalty: 927.045410 Iteration 12Q: 3 clusters Score -1110674 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26527 members Mstep: Class 2 contains 37 members Entering Unmasked Estep Score: -1110676.875000 Penalty: 927.045410 Iteration 13Q: 3 clusters Score -1110677 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26528 members Mstep: Class 2 contains 36 members Entering Unmasked Estep Score: -1110676.375000 Penalty: 927.045410 Iteration 14Q: 3 clusters Score -1110676 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26530 members Mstep: Class 2 contains 34 members Entering Unmasked Estep Score: -1110685.625000 Penalty: 927.045410 Iteration 15Q: 3 clusters Score -1110686 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26531 members Mstep: Class 2 contains 33 members Entering Unmasked Estep Score: -1110687.375000 Penalty: 927.045410 Iteration 16Q: 3 clusters Score -1110687 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26531 members Mstep: Class 2 contains 33 members Entering Unmasked Estep Score: -1110687.375000 Penalty: 927.045410 Iteration 17F: 3 clusters Score -1110687 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (1546 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Entering Unmasked Estep Score: -65730.757812 Penalty: 334.125885 Iteration 0F: 2 clusters Score -65730.76 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -64564.351562 Penalty: 668.251770 Iteration 0F: 3 clusters Score -64564.35 nChanged 648 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -64903.195312 Penalty: 668.251770 Iteration 1F: 3 clusters Score -64903.2 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -65018.812500 Penalty: 668.251770 Iteration 2F: 3 clusters Score -65018.81 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -65098.074219 Penalty: 668.251770 Iteration 3F: 3 clusters Score -65098.07 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -65140.937500 Penalty: 668.251770 Iteration 4F: 3 clusters Score -65140.94 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -65164.062500 Penalty: 668.251770 Iteration 5Q: 3 clusters Score -65164.06 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -65185.109375 Penalty: 668.251770 Iteration 6Q: 3 clusters Score -65185.11 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -65206.214844 Penalty: 668.251770 Iteration 7Q: 3 clusters Score -65206.21 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -65224.027344 Penalty: 668.251770 Iteration 8Q: 3 clusters Score -65224.03 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -65236.753906 Penalty: 668.251770 Iteration 9Q: 3 clusters Score -65236.75 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -65252.121094 Penalty: 668.251770 Iteration 10Q: 3 clusters Score -65252.12 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1119 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -65266.679688 Penalty: 668.251770 Iteration 11Q: 3 clusters Score -65266.68 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1135 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -65276.164062 Penalty: 668.251770 Iteration 12Q: 3 clusters Score -65276.16 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -65285.136719 Penalty: 668.251770 Iteration 13Q: 3 clusters Score -65285.14 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -65295.191406 Penalty: 668.251770 Iteration 14Q: 3 clusters Score -65295.19 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -65307.183594 Penalty: 668.251770 Iteration 15Q: 3 clusters Score -65307.18 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -65320.664062 Penalty: 668.251770 Iteration 16Q: 3 clusters Score -65320.66 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -65327.238281 Penalty: 668.251770 Iteration 17Q: 3 clusters Score -65327.24 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -65333.925781 Penalty: 668.251770 Iteration 18Q: 3 clusters Score -65333.93 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -65338.730469 Penalty: 668.251770 Iteration 19Q: 3 clusters Score -65338.73 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1240 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -65344.273438 Penalty: 668.251770 Iteration 20F: 3 clusters Score -65344.27 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1247 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -65348.847656 Penalty: 668.251770 Iteration 21Q: 3 clusters Score -65348.85 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1253 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -65355.074219 Penalty: 668.251770 Iteration 22Q: 3 clusters Score -65355.07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -65361.734375 Penalty: 668.251770 Iteration 23Q: 3 clusters Score -65361.73 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1265 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -65363.390625 Penalty: 668.251770 Iteration 24Q: 3 clusters Score -65363.39 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1270 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -65366.308594 Penalty: 668.251770 Iteration 25Q: 3 clusters Score -65366.31 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1275 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -65369.515625 Penalty: 668.251770 Iteration 26Q: 3 clusters Score -65369.52 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1283 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -65373.511719 Penalty: 668.251770 Iteration 27Q: 3 clusters Score -65373.51 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -65380.230469 Penalty: 668.251770 Iteration 28Q: 3 clusters Score -65380.23 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1294 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -65386.562500 Penalty: 668.251770 Iteration 29Q: 3 clusters Score -65386.56 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1301 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -65394.804688 Penalty: 668.251770 Iteration 30Q: 3 clusters Score -65394.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -65408.851562 Penalty: 668.251770 Iteration 31Q: 3 clusters Score -65408.85 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -65414.832031 Penalty: 668.251770 Iteration 32Q: 3 clusters Score -65414.83 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -65415.855469 Penalty: 668.251770 Iteration 33Q: 3 clusters Score -65415.86 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -65415.976562 Penalty: 668.251770 Iteration 34Q: 3 clusters Score -65415.98 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -65415.976562 Penalty: 668.251770 Iteration 35F: 3 clusters Score -65415.98 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (782 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Entering Unmasked Estep Score: -31576.947266 Penalty: 303.114380 Iteration 0F: 2 clusters Score -31576.95 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -30899.042969 Penalty: 606.228760 Iteration 0F: 3 clusters Score -30899.04 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -31081.300781 Penalty: 606.228760 Iteration 1F: 3 clusters Score -31081.3 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -31120.273438 Penalty: 606.228760 Iteration 2F: 3 clusters Score -31120.27 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -31147.667969 Penalty: 606.228760 Iteration 3F: 3 clusters Score -31147.67 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -31157.503906 Penalty: 606.228760 Iteration 4Q: 3 clusters Score -31157.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -31163.150391 Penalty: 606.228760 Iteration 5Q: 3 clusters Score -31163.15 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -31167.294922 Penalty: 606.228760 Iteration 6Q: 3 clusters Score -31167.29 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -31168.937500 Penalty: 606.228760 Iteration 7Q: 3 clusters Score -31168.94 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -31171.554688 Penalty: 606.228760 Iteration 8Q: 3 clusters Score -31171.55 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -31173.904297 Penalty: 606.228760 Iteration 9Q: 3 clusters Score -31173.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -31177.263672 Penalty: 606.228760 Iteration 10Q: 3 clusters Score -31177.26 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -31179.466797 Penalty: 606.228760 Iteration 11Q: 3 clusters Score -31179.47 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -31183.001953 Penalty: 606.228760 Iteration 12Q: 3 clusters Score -31183 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -31186.673828 Penalty: 606.228760 Iteration 13Q: 3 clusters Score -31186.67 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -31188.562500 Penalty: 606.228760 Iteration 14Q: 3 clusters Score -31188.56 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -31191.119141 Penalty: 606.228760 Iteration 15Q: 3 clusters Score -31191.12 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -31196.093750 Penalty: 606.228760 Iteration 16Q: 3 clusters Score -31196.09 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -31208.427734 Penalty: 606.228760 Iteration 17Q: 3 clusters Score -31208.43 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -31226.181641 Penalty: 606.228760 Iteration 18Q: 3 clusters Score -31226.18 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -31244.734375 Penalty: 606.228760 Iteration 19Q: 3 clusters Score -31244.73 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -31258.605469 Penalty: 606.228760 Iteration 20F: 3 clusters Score -31258.61 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -31264.041016 Penalty: 606.228760 Iteration 21Q: 3 clusters Score -31264.04 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -31268.330078 Penalty: 606.228760 Iteration 22Q: 3 clusters Score -31268.33 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -31272.603516 Penalty: 606.228760 Iteration 23Q: 3 clusters Score -31272.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -31276.662109 Penalty: 606.228760 Iteration 24Q: 3 clusters Score -31276.66 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -31277.316406 Penalty: 606.228760 Iteration 25Q: 3 clusters Score -31277.32 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -31277.824219 Penalty: 606.228760 Iteration 26Q: 3 clusters Score -31277.82 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -31277.947266 Penalty: 606.228760 Iteration 27Q: 3 clusters Score -31277.95 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -31277.947266 Penalty: 606.228760 Iteration 28F: 3 clusters Score -31277.95 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (434 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Entering Unmasked Estep Score: -19774.322266 Penalty: 276.323547 Iteration 0F: 2 clusters Score -19774.32 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -19298.343750 Penalty: 552.647095 Iteration 0F: 3 clusters Score -19298.34 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -19412.554688 Penalty: 552.647095 Iteration 1F: 3 clusters Score -19412.55 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -19439.722656 Penalty: 552.647095 Iteration 2F: 3 clusters Score -19439.72 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -19455.849609 Penalty: 552.647095 Iteration 3F: 3 clusters Score -19455.85 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -19467.908203 Penalty: 552.647095 Iteration 4Q: 3 clusters Score -19467.91 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -19473.642578 Penalty: 552.647095 Iteration 5Q: 3 clusters Score -19473.64 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -19479.148438 Penalty: 552.647095 Iteration 6Q: 3 clusters Score -19479.15 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -19481.228516 Penalty: 552.647095 Iteration 7Q: 3 clusters Score -19481.23 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -19482.074219 Penalty: 552.647095 Iteration 8Q: 3 clusters Score -19482.07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -19483.417969 Penalty: 552.647095 Iteration 9Q: 3 clusters Score -19483.42 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -19484.759766 Penalty: 552.647095 Iteration 10Q: 3 clusters Score -19484.76 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -19487.902344 Penalty: 552.647095 Iteration 11Q: 3 clusters Score -19487.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -19488.863281 Penalty: 552.647095 Iteration 12Q: 3 clusters Score -19488.86 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -19490.386719 Penalty: 552.647095 Iteration 13Q: 3 clusters Score -19490.39 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -19491.052734 Penalty: 552.647095 Iteration 14Q: 3 clusters Score -19491.05 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -19491.052734 Penalty: 552.647095 Iteration 15F: 3 clusters Score -19491.05 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (254 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Entering Unmasked Estep Score: -9589.716797 Penalty: 251.948715 Iteration 0F: 2 clusters Score -9589.717 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -9265.416016 Penalty: 503.897430 Iteration 0F: 3 clusters Score -9265.416 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -9331.991211 Penalty: 503.897430 Iteration 1F: 3 clusters Score -9331.991 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -9342.657227 Penalty: 503.897430 Iteration 2F: 3 clusters Score -9342.657 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -9348.097656 Penalty: 503.897430 Iteration 3Q: 3 clusters Score -9348.098 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -9350.965820 Penalty: 503.897430 Iteration 4Q: 3 clusters Score -9350.966 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -9351.467773 Penalty: 503.897430 Iteration 5Q: 3 clusters Score -9351.468 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -9351.799805 Penalty: 503.897430 Iteration 6Q: 3 clusters Score -9351.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -9352.119141 Penalty: 503.897430 Iteration 7Q: 3 clusters Score -9352.119 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -9352.997070 Penalty: 503.897430 Iteration 8Q: 3 clusters Score -9352.997 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -9353.498047 Penalty: 503.897430 Iteration 9Q: 3 clusters Score -9353.498 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -9353.498047 Penalty: 503.897430 Iteration 10F: 3 clusters Score -9353.498 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (259206 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259206 members Entering Unmasked Estep Score: -11206998.000000 Penalty: 567.174744 Iteration 0F: 2 clusters Score -1.1207e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129495 members Mstep: Class 2 contains 129711 members Entering Unmasked Estep Score: -11039450.000000 Penalty: 1134.349487 Iteration 0F: 3 clusters Score -1.103945e+07 nChanged 127868 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119071 members Mstep: Class 2 contains 140135 members Entering Unmasked Estep Score: -11120696.000000 Penalty: 1134.349487 Iteration 1F: 3 clusters Score -1.11207e+07 nChanged 11742 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114063 members Mstep: Class 2 contains 145143 members Entering Unmasked Estep Score: -11126044.000000 Penalty: 1134.349487 Iteration 2Q: 3 clusters Score -1.112604e+07 nChanged 13932 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107529 members Mstep: Class 2 contains 151677 members Entering Unmasked Estep Score: -11134446.000000 Penalty: 1134.349487 Iteration 3F: 3 clusters Score -1.113445e+07 nChanged 15955 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100214 members Mstep: Class 2 contains 158992 members Entering Unmasked Estep Score: -11146115.000000 Penalty: 1134.349487 Iteration 4F: 3 clusters Score -1.114612e+07 nChanged 16725 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93623 members Mstep: Class 2 contains 165583 members Entering Unmasked Estep Score: -11158344.000000 Penalty: 1134.349487 Iteration 5F: 3 clusters Score -1.115834e+07 nChanged 14761 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88314 members Mstep: Class 2 contains 170892 members Entering Unmasked Estep Score: -11167441.000000 Penalty: 1134.349487 Iteration 6F: 3 clusters Score -1.116744e+07 nChanged 10760 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84200 members Mstep: Class 2 contains 175006 members Entering Unmasked Estep Score: -11172028.000000 Penalty: 1134.349487 Iteration 7Q: 3 clusters Score -1.117203e+07 nChanged 6947 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80325 members Mstep: Class 2 contains 178881 members Entering Unmasked Estep Score: -11174019.000000 Penalty: 1134.349487 Iteration 8Q: 3 clusters Score -1.117402e+07 nChanged 4978 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76409 members Mstep: Class 2 contains 182797 members Entering Unmasked Estep Score: -11175427.000000 Penalty: 1134.349487 Iteration 9Q: 3 clusters Score -1.117543e+07 nChanged 4475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72226 members Mstep: Class 2 contains 186980 members Entering Unmasked Estep Score: -11176838.000000 Penalty: 1134.349487 Iteration 10Q: 3 clusters Score -1.117684e+07 nChanged 4536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67804 members Mstep: Class 2 contains 191402 members Entering Unmasked Estep Score: -11178186.000000 Penalty: 1134.349487 Iteration 11Q: 3 clusters Score -1.117819e+07 nChanged 4860 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62976 members Mstep: Class 2 contains 196230 members Entering Unmasked Estep Score: -11179660.000000 Penalty: 1134.349487 Iteration 12Q: 3 clusters Score -1.117966e+07 nChanged 5118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57874 members Mstep: Class 2 contains 201332 members Entering Unmasked Estep Score: -11181525.000000 Penalty: 1134.349487 Iteration 13Q: 3 clusters Score -1.118152e+07 nChanged 5134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52746 members Mstep: Class 2 contains 206460 members Entering Unmasked Estep Score: -11183251.000000 Penalty: 1134.349487 Iteration 14Q: 3 clusters Score -1.118325e+07 nChanged 5012 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47738 members Mstep: Class 2 contains 211468 members Entering Unmasked Estep Score: -11185019.000000 Penalty: 1134.349487 Iteration 15Q: 3 clusters Score -1.118502e+07 nChanged 4879 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42859 members Mstep: Class 2 contains 216347 members Entering Unmasked Estep Score: -11186636.000000 Penalty: 1134.349487 Iteration 16Q: 3 clusters Score -1.118664e+07 nChanged 4726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38135 members Mstep: Class 2 contains 221071 members Entering Unmasked Estep Score: -11188345.000000 Penalty: 1134.349487 Iteration 17Q: 3 clusters Score -1.118834e+07 nChanged 4471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33666 members Mstep: Class 2 contains 225540 members Entering Unmasked Estep Score: -11189941.000000 Penalty: 1134.349487 Iteration 18Q: 3 clusters Score -1.118994e+07 nChanged 4250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29420 members Mstep: Class 2 contains 229786 members Entering Unmasked Estep Score: -11191360.000000 Penalty: 1134.349487 Iteration 19Q: 3 clusters Score -1.119136e+07 nChanged 3907 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25517 members Mstep: Class 2 contains 233689 members Entering Unmasked Estep Score: -11192720.000000 Penalty: 1134.349487 Iteration 20F: 3 clusters Score -1.119272e+07 nChanged 3614 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21907 members Mstep: Class 2 contains 237299 members Entering Unmasked Estep Score: -11194055.000000 Penalty: 1134.349487 Iteration 21Q: 3 clusters Score -1.119406e+07 nChanged 3297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18614 members Mstep: Class 2 contains 240592 members Entering Unmasked Estep Score: -11195340.000000 Penalty: 1134.349487 Iteration 22Q: 3 clusters Score -1.119534e+07 nChanged 3004 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15610 members Mstep: Class 2 contains 243596 members Entering Unmasked Estep Score: -11196687.000000 Penalty: 1134.349487 Iteration 23Q: 3 clusters Score -1.119669e+07 nChanged 2754 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12856 members Mstep: Class 2 contains 246350 members Entering Unmasked Estep Score: -11198155.000000 Penalty: 1134.349487 Iteration 24Q: 3 clusters Score -1.119816e+07 nChanged 2342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10514 members Mstep: Class 2 contains 248692 members Entering Unmasked Estep Score: -11199316.000000 Penalty: 1134.349487 Iteration 25Q: 3 clusters Score -1.119932e+07 nChanged 2003 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8513 members Mstep: Class 2 contains 250693 members Entering Unmasked Estep Score: -11200502.000000 Penalty: 1134.349487 Iteration 26Q: 3 clusters Score -1.12005e+07 nChanged 1681 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6836 members Mstep: Class 2 contains 252370 members Entering Unmasked Estep Score: -11201495.000000 Penalty: 1134.349487 Iteration 27Q: 3 clusters Score -1.12015e+07 nChanged 1468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5368 members Mstep: Class 2 contains 253838 members Entering Unmasked Estep Score: -11202490.000000 Penalty: 1134.349487 Iteration 28Q: 3 clusters Score -1.120249e+07 nChanged 1150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4222 members Mstep: Class 2 contains 254984 members Entering Unmasked Estep Score: -11203313.000000 Penalty: 1134.349487 Iteration 29Q: 3 clusters Score -1.120331e+07 nChanged 915 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3309 members Mstep: Class 2 contains 255897 members Entering Unmasked Estep Score: -11203951.000000 Penalty: 1134.349487 Iteration 30Q: 3 clusters Score -1.120395e+07 nChanged 739 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2572 members Mstep: Class 2 contains 256634 members Entering Unmasked Estep Score: -11204457.000000 Penalty: 1134.349487 Iteration 31Q: 3 clusters Score -1.120446e+07 nChanged 556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2016 members Mstep: Class 2 contains 257190 members Entering Unmasked Estep Score: -11204880.000000 Penalty: 1134.349487 Iteration 32Q: 3 clusters Score -1.120488e+07 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1582 members Mstep: Class 2 contains 257624 members Entering Unmasked Estep Score: -11205251.000000 Penalty: 1134.349487 Iteration 33Q: 3 clusters Score -1.120525e+07 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 257949 members Entering Unmasked Estep Score: -11205508.000000 Penalty: 1134.349487 Iteration 34Q: 3 clusters Score -1.120551e+07 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 258204 members Entering Unmasked Estep Score: -11205725.000000 Penalty: 1134.349487 Iteration 35Q: 3 clusters Score -1.120572e+07 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 258380 members Entering Unmasked Estep Score: -11205882.000000 Penalty: 1134.349487 Iteration 36Q: 3 clusters Score -1.120588e+07 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 258517 members Entering Unmasked Estep Score: -11206007.000000 Penalty: 1134.349487 Iteration 37Q: 3 clusters Score -1.120601e+07 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 258619 members Entering Unmasked Estep Score: -11206094.000000 Penalty: 1134.349487 Iteration 38Q: 3 clusters Score -1.120609e+07 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 258696 members Entering Unmasked Estep Score: -11206148.000000 Penalty: 1134.349487 Iteration 39Q: 3 clusters Score -1.120615e+07 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 258765 members Entering Unmasked Estep Score: -11206202.000000 Penalty: 1134.349487 Iteration 40F: 3 clusters Score -1.12062e+07 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 258836 members Entering Unmasked Estep Score: -11206284.000000 Penalty: 1134.349487 Iteration 41Q: 3 clusters Score -1.120628e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 258892 members Entering Unmasked Estep Score: -11206344.000000 Penalty: 1134.349487 Iteration 42Q: 3 clusters Score -1.120634e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 258929 members Entering Unmasked Estep Score: -11206380.000000 Penalty: 1134.349487 Iteration 43Q: 3 clusters Score -1.120638e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 258955 members Entering Unmasked Estep Score: -11206411.000000 Penalty: 1134.349487 Iteration 44Q: 3 clusters Score -1.120641e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 258975 members Entering Unmasked Estep Score: -11206433.000000 Penalty: 1134.349487 Iteration 45Q: 3 clusters Score -1.120643e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 258987 members Entering Unmasked Estep Score: -11206448.000000 Penalty: 1134.349487 Iteration 46Q: 3 clusters Score -1.120645e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 258998 members Entering Unmasked Estep Score: -11206464.000000 Penalty: 1134.349487 Iteration 47Q: 3 clusters Score -1.120646e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 259004 members Entering Unmasked Estep Score: -11206468.000000 Penalty: 1134.349487 Iteration 48Q: 3 clusters Score -1.120647e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 259014 members Entering Unmasked Estep Score: -11206467.000000 Penalty: 1134.349487 Iteration 49Q: 3 clusters Score -1.120647e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 259019 members Entering Unmasked Estep Score: -11206470.000000 Penalty: 1134.349487 Iteration 50Q: 3 clusters Score -1.120647e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 259023 members Entering Unmasked Estep Score: -11206479.000000 Penalty: 1134.349487 Iteration 51Q: 3 clusters Score -1.120648e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 259026 members Entering Unmasked Estep Score: -11206484.000000 Penalty: 1134.349487 Iteration 52Q: 3 clusters Score -1.120648e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 259029 members Entering Unmasked Estep Score: -11206483.000000 Penalty: 1134.349487 Iteration 53Q: 3 clusters Score -1.120648e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 259034 members Entering Unmasked Estep Score: -11206493.000000 Penalty: 1134.349487 Iteration 54Q: 3 clusters Score -1.120649e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 259037 members Entering Unmasked Estep Score: -11206494.000000 Penalty: 1134.349487 Iteration 55Q: 3 clusters Score -1.120649e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 259044 members Entering Unmasked Estep Score: -11206516.000000 Penalty: 1134.349487 Iteration 56Q: 3 clusters Score -1.120652e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 259047 members Entering Unmasked Estep Score: -11206526.000000 Penalty: 1134.349487 Iteration 57Q: 3 clusters Score -1.120653e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 259052 members Entering Unmasked Estep Score: -11206533.000000 Penalty: 1134.349487 Iteration 58Q: 3 clusters Score -1.120653e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 259051 members Entering Unmasked Estep Score: -11206530.000000 Penalty: 1134.349487 Iteration 59Q: 3 clusters Score -1.120653e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 259051 members Entering Unmasked Estep Score: -11206535.000000 Penalty: 1134.349487 Iteration 60F: 3 clusters Score -1.120654e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 259053 members Entering Unmasked Estep Score: -11206542.000000 Penalty: 1134.349487 Iteration 61Q: 3 clusters Score -1.120654e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 259053 members Entering Unmasked Estep Score: -11206542.000000 Penalty: 1134.349487 Iteration 62F: 3 clusters Score -1.120654e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (662 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Entering Unmasked Estep Score: -29175.515625 Penalty: 295.534576 Iteration 0F: 2 clusters Score -29175.52 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -28574.962891 Penalty: 591.069153 Iteration 0F: 3 clusters Score -28574.96 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -28711.076172 Penalty: 591.069153 Iteration 1F: 3 clusters Score -28711.08 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -28743.802734 Penalty: 591.069153 Iteration 2F: 3 clusters Score -28743.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -28768.984375 Penalty: 591.069153 Iteration 3Q: 3 clusters Score -28768.98 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -28808.816406 Penalty: 591.069153 Iteration 4Q: 3 clusters Score -28808.82 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -28847.914062 Penalty: 591.069153 Iteration 5Q: 3 clusters Score -28847.91 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -28861.958984 Penalty: 591.069153 Iteration 6Q: 3 clusters Score -28861.96 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -28869.736328 Penalty: 591.069153 Iteration 7Q: 3 clusters Score -28869.74 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -28873.009766 Penalty: 591.069153 Iteration 8Q: 3 clusters Score -28873.01 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -28874.185547 Penalty: 591.069153 Iteration 9Q: 3 clusters Score -28874.19 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -28877.949219 Penalty: 591.069153 Iteration 10Q: 3 clusters Score -28877.95 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -28882.009766 Penalty: 591.069153 Iteration 11Q: 3 clusters Score -28882.01 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -28886.636719 Penalty: 591.069153 Iteration 12Q: 3 clusters Score -28886.64 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -28889.470703 Penalty: 591.069153 Iteration 13Q: 3 clusters Score -28889.47 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -28890.644531 Penalty: 591.069153 Iteration 14Q: 3 clusters Score -28890.64 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -28891.607422 Penalty: 591.069153 Iteration 15Q: 3 clusters Score -28891.61 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -28892.332031 Penalty: 591.069153 Iteration 16Q: 3 clusters Score -28892.33 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -28893.134766 Penalty: 591.069153 Iteration 17Q: 3 clusters Score -28893.13 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -28893.380859 Penalty: 591.069153 Iteration 18Q: 3 clusters Score -28893.38 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -28893.615234 Penalty: 591.069153 Iteration 19Q: 3 clusters Score -28893.62 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -28893.732422 Penalty: 591.069153 Iteration 20F: 3 clusters Score -28893.73 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (2778 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2778 members Entering Unmasked Estep Score: -116010.296875 Penalty: 360.791626 Iteration 0F: 2 clusters Score -116010.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1443 members Mstep: Class 2 contains 1335 members Entering Unmasked Estep Score: -114071.859375 Penalty: 721.583252 Iteration 0F: 3 clusters Score -114071.9 nChanged 1210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1769 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -114757.812500 Penalty: 721.583252 Iteration 1F: 3 clusters Score -114757.8 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1974 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -114917.578125 Penalty: 721.583252 Iteration 2F: 3 clusters Score -114917.6 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2186 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -115105.976562 Penalty: 721.583252 Iteration 3F: 3 clusters Score -115106 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2400 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -115332.835938 Penalty: 721.583252 Iteration 4F: 3 clusters Score -115332.8 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2559 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -115505.406250 Penalty: 721.583252 Iteration 5F: 3 clusters Score -115505.4 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2653 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -115610.429688 Penalty: 721.583252 Iteration 6Q: 3 clusters Score -115610.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2693 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -115661.242188 Penalty: 721.583252 Iteration 7Q: 3 clusters Score -115661.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2706 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -115680.851562 Penalty: 721.583252 Iteration 8Q: 3 clusters Score -115680.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2713 members Mstep: Class 2 contains 65 members Entering Unmasked Estep Score: -115690.664062 Penalty: 721.583252 Iteration 9Q: 3 clusters Score -115690.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2714 members Mstep: Class 2 contains 64 members Entering Unmasked Estep Score: -115691.781250 Penalty: 721.583252 Iteration 10Q: 3 clusters Score -115691.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2714 members Mstep: Class 2 contains 64 members Entering Unmasked Estep Score: -115691.781250 Penalty: 721.583252 Iteration 11F: 3 clusters Score -115691.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (216 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Entering Unmasked Estep Score: -8108.699707 Penalty: 244.575165 Iteration 0F: 2 clusters Score -8108.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -7815.242188 Penalty: 489.150330 Iteration 0F: 3 clusters Score -7815.242 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -7875.068359 Penalty: 489.150330 Iteration 1F: 3 clusters Score -7875.068 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -7896.250977 Penalty: 489.150330 Iteration 2F: 3 clusters Score -7896.251 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -7908.576172 Penalty: 489.150330 Iteration 3Q: 3 clusters Score -7908.576 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -7911.023926 Penalty: 489.150330 Iteration 4Q: 3 clusters Score -7911.024 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -7912.459473 Penalty: 489.150330 Iteration 5Q: 3 clusters Score -7912.459 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -7912.459473 Penalty: 489.150330 Iteration 6F: 3 clusters Score -7912.459 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (6780 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6780 members Entering Unmasked Estep Score: -315582.687500 Penalty: 401.388824 Iteration 0F: 2 clusters Score -315582.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3346 members Mstep: Class 2 contains 3434 members Entering Unmasked Estep Score: -311068.031250 Penalty: 802.777649 Iteration 0F: 3 clusters Score -311068 nChanged 3086 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3018 members Mstep: Class 2 contains 3762 members Entering Unmasked Estep Score: -312702.656250 Penalty: 802.777649 Iteration 1F: 3 clusters Score -312702.7 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2829 members Mstep: Class 2 contains 3951 members Entering Unmasked Estep Score: -312817.250000 Penalty: 802.777649 Iteration 2Q: 3 clusters Score -312817.2 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2585 members Mstep: Class 2 contains 4195 members Entering Unmasked Estep Score: -312962.312500 Penalty: 802.777649 Iteration 3Q: 3 clusters Score -312962.3 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2243 members Mstep: Class 2 contains 4537 members Entering Unmasked Estep Score: -313199.156250 Penalty: 802.777649 Iteration 4F: 3 clusters Score -313199.2 nChanged 493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 4990 members Entering Unmasked Estep Score: -313587.000000 Penalty: 802.777649 Iteration 5F: 3 clusters Score -313587 nChanged 507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1323 members Mstep: Class 2 contains 5457 members Entering Unmasked Estep Score: -314066.718750 Penalty: 802.777649 Iteration 6F: 3 clusters Score -314066.7 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 5888 members Entering Unmasked Estep Score: -314525.562500 Penalty: 802.777649 Iteration 7F: 3 clusters Score -314525.6 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 6163 members Entering Unmasked Estep Score: -314813.031250 Penalty: 802.777649 Iteration 8Q: 3 clusters Score -314813 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 6343 members Entering Unmasked Estep Score: -314983.562500 Penalty: 802.777649 Iteration 9Q: 3 clusters Score -314983.6 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 6442 members Entering Unmasked Estep Score: -315066.562500 Penalty: 802.777649 Iteration 10Q: 3 clusters Score -315066.6 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 6500 members Entering Unmasked Estep Score: -315104.937500 Penalty: 802.777649 Iteration 11Q: 3 clusters Score -315104.9 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 6546 members Entering Unmasked Estep Score: -315140.218750 Penalty: 802.777649 Iteration 12Q: 3 clusters Score -315140.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 6583 members Entering Unmasked Estep Score: -315170.343750 Penalty: 802.777649 Iteration 13Q: 3 clusters Score -315170.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 6606 members Entering Unmasked Estep Score: -315193.812500 Penalty: 802.777649 Iteration 14Q: 3 clusters Score -315193.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 6620 members Entering Unmasked Estep Score: -315210.093750 Penalty: 802.777649 Iteration 15Q: 3 clusters Score -315210.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 6625 members Entering Unmasked Estep Score: -315217.343750 Penalty: 802.777649 Iteration 16Q: 3 clusters Score -315217.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 6633 members Entering Unmasked Estep Score: -315228.218750 Penalty: 802.777649 Iteration 17Q: 3 clusters Score -315228.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 6640 members Entering Unmasked Estep Score: -315238.625000 Penalty: 802.777649 Iteration 18Q: 3 clusters Score -315238.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 6645 members Entering Unmasked Estep Score: -315248.250000 Penalty: 802.777649 Iteration 19Q: 3 clusters Score -315248.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 6651 members Entering Unmasked Estep Score: -315258.906250 Penalty: 802.777649 Iteration 20F: 3 clusters Score -315258.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 6654 members Entering Unmasked Estep Score: -315261.656250 Penalty: 802.777649 Iteration 21Q: 3 clusters Score -315261.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 6655 members Entering Unmasked Estep Score: -315264.625000 Penalty: 802.777649 Iteration 22Q: 3 clusters Score -315264.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 6659 members Entering Unmasked Estep Score: -315269.812500 Penalty: 802.777649 Iteration 23Q: 3 clusters Score -315269.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 6659 members Entering Unmasked Estep Score: -315271.531250 Penalty: 802.777649 Iteration 24Q: 3 clusters Score -315271.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 6660 members Entering Unmasked Estep Score: -315272.031250 Penalty: 802.777649 Iteration 25Q: 3 clusters Score -315272 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 6661 members Entering Unmasked Estep Score: -315273.000000 Penalty: 802.777649 Iteration 26Q: 3 clusters Score -315273 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 6662 members Entering Unmasked Estep Score: -315273.250000 Penalty: 802.777649 Iteration 27Q: 3 clusters Score -315273.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 6662 members Entering Unmasked Estep Score: -315274.531250 Penalty: 802.777649 Iteration 28Q: 3 clusters Score -315274.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 6663 members Entering Unmasked Estep Score: -315274.875000 Penalty: 802.777649 Iteration 29Q: 3 clusters Score -315274.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 6664 members Entering Unmasked Estep Score: -315276.281250 Penalty: 802.777649 Iteration 30Q: 3 clusters Score -315276.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 6665 members Entering Unmasked Estep Score: -315276.968750 Penalty: 802.777649 Iteration 31Q: 3 clusters Score -315277 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 6665 members Entering Unmasked Estep Score: -315276.968750 Penalty: 802.777649 Iteration 32F: 3 clusters Score -315277 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (346 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Entering Unmasked Estep Score: -12869.968750 Penalty: 266.012970 Iteration 0F: 2 clusters Score -12869.97 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -12476.713867 Penalty: 532.025940 Iteration 0F: 3 clusters Score -12476.71 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -12550.271484 Penalty: 532.025940 Iteration 1F: 3 clusters Score -12550.27 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -12569.263672 Penalty: 532.025940 Iteration 2F: 3 clusters Score -12569.26 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -12578.204102 Penalty: 532.025940 Iteration 3Q: 3 clusters Score -12578.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -12584.184570 Penalty: 532.025940 Iteration 4Q: 3 clusters Score -12584.18 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -12588.887695 Penalty: 532.025940 Iteration 5Q: 3 clusters Score -12588.89 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -12592.718750 Penalty: 532.025940 Iteration 6Q: 3 clusters Score -12592.72 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -12596.893555 Penalty: 532.025940 Iteration 7Q: 3 clusters Score -12596.89 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -12599.451172 Penalty: 532.025940 Iteration 8Q: 3 clusters Score -12599.45 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -12602.284180 Penalty: 532.025940 Iteration 9Q: 3 clusters Score -12602.28 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -12607.482422 Penalty: 532.025940 Iteration 10Q: 3 clusters Score -12607.48 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -12612.791016 Penalty: 532.025940 Iteration 11Q: 3 clusters Score -12612.79 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -12625.103516 Penalty: 532.025940 Iteration 12Q: 3 clusters Score -12625.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -12633.203125 Penalty: 532.025940 Iteration 13Q: 3 clusters Score -12633.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -12639.643555 Penalty: 532.025940 Iteration 14Q: 3 clusters Score -12639.64 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -12641.837891 Penalty: 532.025940 Iteration 15Q: 3 clusters Score -12641.84 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -12645.563477 Penalty: 532.025940 Iteration 16Q: 3 clusters Score -12645.56 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -12646.959961 Penalty: 532.025940 Iteration 17Q: 3 clusters Score -12646.96 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -12647.431641 Penalty: 532.025940 Iteration 18Q: 3 clusters Score -12647.43 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -12648.342773 Penalty: 532.025940 Iteration 19Q: 3 clusters Score -12648.34 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -12648.342773 Penalty: 532.025940 Iteration 20F: 3 clusters Score -12648.34 nChanged 0 --- Evaluating fit on full set of 1108397 points --- Entering Unmasked Estep Score: -46598404.000000 Penalty: 14565.632812 25->24 Clusters: Score -46598404.000000, best is -46657172.000000 Main iterations: 0 (time per=infms) Total iterations: 23618 (time per=70.048693ms) Iterations metric 2: 166085967872.000000 (time per=9.961167ns) Iterations metric 3: 1993104424960.000000 (time per=830.066911ps) That took 1654.410034 seconds.